{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ " %matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import isoweek\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On commence par ouvrir le fichier et faire apparaître la table" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data_url = \"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...6/28/206/29/206/30/207/1/207/2/207/3/207/4/207/5/207/6/207/7/20
0NaNAfghanistan33.00000065.000000000000...30967312383151731836320223232432672329513319033384
1NaNAlbania41.15330020.168300000000...2402246625352580266227522819289329643038
2NaNAlgeria28.0339001.659600000000...13273135711390714272146571507015500159411640416879
3NaNAndorra42.5063001.521800000000...855855855855855855855855855855
4NaNAngola-11.20270017.873900000000...267276284291315328346346346386
5NaNAntigua and Barbuda17.060800-61.796400000000...69696969696868687070
6NaNArgentina-38.416100-63.616700000000...59933622686453067197699417278675376778158044783426
7NaNArmenia40.06910045.038200000000...24645251272554226065266582732027900286062893629285
8Australian Capital TerritoryAustralia-35.473500149.012400000000...108108108108108108108108108111
9New South WalesAustralia-33.868800151.209300000034...3184318932033211321134053419342934333440
10Northern TerritoryAustralia-12.463400130.845600000000...29292930303030303030
11QueenslandAustralia-28.016700153.400000000000...1067106710671067106710671067106710681068
12South AustraliaAustralia-34.928500138.600700000000...440443443443443443443443443443
13TasmaniaAustralia-41.454500145.970700000000...228228228228228228228228228228
14VictoriaAustralia-37.813600144.963100000011...2099215922312303236823682536266028242942
15Western AustraliaAustralia-31.950500115.860500000000...609611611611611611612618621624
16NaNAustria47.51620014.550100000000...17654177231776617873179411805018165182801836518421
17NaNAzerbaijan40.14310047.576900000000...16424169681752418112186841926719801203242083721374
18NaNBahamas25.034300-77.396300000000...104104104104104104104104104104
19NaNBahrain26.02750050.550000000000...25705262392675827414278372841028857293672982130321
20NaNBangladesh23.68500090.356300000000...137787141801145483149258153277156391159679162417165618168645
21NaNBarbados13.193900-59.543200000000...97979797979797989898
22NaNBelarus53.70980027.953400000000...61475617906211862424626986299763270635546380464003
23NaNBelgium50.8333004.000000000000...61295613616142761509615986172761838620166205862058
24NaNBenin9.3077002.315800000000...1149118711991199119911991199119911991199
25NaNBhutan27.51420090.433600000000...76777777777778808080
26NaNBolivia-16.290200-63.588700000000...31524321253321934227355283681838071392974050941545
27NaNBosnia and Herzegovina43.91590017.679100000000...3935432544534606478849624962496254585621
28NaNBrazil-14.235000-51.925300000000...1344143136819514020411448753149685815390811577004160305516232841668589
29NaNBrunei4.535300114.727700000000...141141141141141141141141141141
..................................................................
236NaNTimor-Leste-8.874217125.727539000000...24242424242424242424
237NaNBelize13.193900-59.543200000000...24242428283030303030
238NaNLaos19.856270102.495496000000...19191919191919191919
239NaNLibya26.33510017.228331000000...762802824874891918989104611171182
240NaNWest Bank and Gaza31.95220035.233200000000...1990218524282758308033343835427743414647
241NaNGuinea-Bissau11.803700-15.180400000000...1614165416541654165417651765176517901790
242NaNMali17.570692-3.996166000000...2147217321812202226022852303233023312348
243NaNSaint Kitts and Nevis17.357822-62.782998000000...15151515151516161616
244Northwest TerritoriesCanada64.825500-124.845700000000...5555555555
245YukonCanada64.282300-135.000000000000...11111111111111111111
246NaNKosovo42.60263620.902977000000...2169267728782991306430643064335635083703
247NaNBurma21.91620095.956000000000...299299299303304306313313316316
248AnguillaUnited Kingdom18.220600-63.068600000000...3333333333
249British Virgin IslandsUnited Kingdom18.420700-64.640000000000...8888888888
250Turks and Caicos IslandsUnited Kingdom21.694000-71.797900000000...28414142444445474849
251NaNMS Zaandam0.0000000.000000000000...9999999999
252NaNBotswana-22.32850024.684900000000...92175227227227277277277314314
253NaNBurundi-3.37310029.918900000000...170170170170170191191191191191
254NaNSierra Leone8.460555-11.779889000000...1427145014621498151815241533154215471572
255Bonaire, Sint Eustatius and SabaNetherlands12.178400-68.238500000000...7777777777
256NaNMalawi-13.25430834.301525000000...1146115212241265134214981613161317421818
257Falkland Islands (Malvinas)United Kingdom-51.796300-59.523600000000...13131313131313131313
258Saint Pierre and MiquelonFrance46.885200-56.315900000000...1111111111
259NaNSouth Sudan6.87700031.307000000000...1989198920072021202120212021202120212021
260NaNWestern Sahara24.215500-12.885800000000...10101010101010101010
261NaNSao Tome and Principe0.1863606.613081000000...713713714715717719719720721724
262NaNYemen15.55272748.516388000000...1118112811581190122112401248126512841297
263NaNComoros-11.64550043.333300000000...272272303303303309309311311311
264NaNTajikistan38.86103471.276093000000...5849590059006005605860586159621362626315
265NaNLesotho-29.60998828.233608000000...27272735353535799191
\n", "

266 rows × 172 columns

\n", "
" ], "text/plain": [ " Province/State Country/Region Lat \\\n", "0 NaN Afghanistan 33.000000 \n", "1 NaN Albania 41.153300 \n", "2 NaN Algeria 28.033900 \n", "3 NaN Andorra 42.506300 \n", "4 NaN Angola -11.202700 \n", "5 NaN Antigua and Barbuda 17.060800 \n", "6 NaN Argentina -38.416100 \n", "7 NaN Armenia 40.069100 \n", "8 Australian Capital Territory Australia -35.473500 \n", "9 New South Wales Australia -33.868800 \n", "10 Northern Territory Australia -12.463400 \n", "11 Queensland Australia -28.016700 \n", "12 South Australia Australia -34.928500 \n", "13 Tasmania Australia -41.454500 \n", "14 Victoria Australia -37.813600 \n", "15 Western Australia Australia -31.950500 \n", "16 NaN Austria 47.516200 \n", "17 NaN Azerbaijan 40.143100 \n", "18 NaN Bahamas 25.034300 \n", "19 NaN Bahrain 26.027500 \n", "20 NaN Bangladesh 23.685000 \n", "21 NaN Barbados 13.193900 \n", "22 NaN Belarus 53.709800 \n", "23 NaN Belgium 50.833300 \n", "24 NaN Benin 9.307700 \n", "25 NaN Bhutan 27.514200 \n", "26 NaN Bolivia -16.290200 \n", "27 NaN Bosnia and Herzegovina 43.915900 \n", "28 NaN Brazil -14.235000 \n", "29 NaN Brunei 4.535300 \n", ".. ... ... ... \n", "236 NaN Timor-Leste -8.874217 \n", "237 NaN Belize 13.193900 \n", "238 NaN Laos 19.856270 \n", "239 NaN Libya 26.335100 \n", "240 NaN West Bank and Gaza 31.952200 \n", "241 NaN Guinea-Bissau 11.803700 \n", "242 NaN Mali 17.570692 \n", "243 NaN Saint Kitts and Nevis 17.357822 \n", "244 Northwest Territories Canada 64.825500 \n", "245 Yukon Canada 64.282300 \n", "246 NaN Kosovo 42.602636 \n", "247 NaN Burma 21.916200 \n", "248 Anguilla United Kingdom 18.220600 \n", "249 British Virgin Islands United Kingdom 18.420700 \n", "250 Turks and Caicos Islands United Kingdom 21.694000 \n", "251 NaN MS Zaandam 0.000000 \n", "252 NaN Botswana -22.328500 \n", "253 NaN Burundi -3.373100 \n", "254 NaN Sierra Leone 8.460555 \n", "255 Bonaire, Sint Eustatius and Saba Netherlands 12.178400 \n", "256 NaN Malawi -13.254308 \n", "257 Falkland Islands (Malvinas) United Kingdom -51.796300 \n", "258 Saint Pierre and Miquelon France 46.885200 \n", "259 NaN South Sudan 6.877000 \n", "260 NaN Western Sahara 24.215500 \n", "261 NaN Sao Tome and Principe 0.186360 \n", "262 NaN Yemen 15.552727 \n", "263 NaN Comoros -11.645500 \n", "264 NaN Tajikistan 38.861034 \n", "265 NaN Lesotho -29.609988 \n", "\n", " Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 \\\n", "0 65.000000 0 0 0 0 0 0 \n", "1 20.168300 0 0 0 0 0 0 \n", "2 1.659600 0 0 0 0 0 0 \n", "3 1.521800 0 0 0 0 0 0 \n", "4 17.873900 0 0 0 0 0 0 \n", "5 -61.796400 0 0 0 0 0 0 \n", "6 -63.616700 0 0 0 0 0 0 \n", "7 45.038200 0 0 0 0 0 0 \n", "8 149.012400 0 0 0 0 0 0 \n", "9 151.209300 0 0 0 0 3 4 \n", "10 130.845600 0 0 0 0 0 0 \n", "11 153.400000 0 0 0 0 0 0 \n", "12 138.600700 0 0 0 0 0 0 \n", "13 145.970700 0 0 0 0 0 0 \n", "14 144.963100 0 0 0 0 1 1 \n", "15 115.860500 0 0 0 0 0 0 \n", "16 14.550100 0 0 0 0 0 0 \n", "17 47.576900 0 0 0 0 0 0 \n", "18 -77.396300 0 0 0 0 0 0 \n", "19 50.550000 0 0 0 0 0 0 \n", "20 90.356300 0 0 0 0 0 0 \n", "21 -59.543200 0 0 0 0 0 0 \n", "22 27.953400 0 0 0 0 0 0 \n", "23 4.000000 0 0 0 0 0 0 \n", "24 2.315800 0 0 0 0 0 0 \n", "25 90.433600 0 0 0 0 0 0 \n", "26 -63.588700 0 0 0 0 0 0 \n", "27 17.679100 0 0 0 0 0 0 \n", "28 -51.925300 0 0 0 0 0 0 \n", "29 114.727700 0 0 0 0 0 0 \n", ".. ... ... ... ... ... ... ... \n", "236 125.727539 0 0 0 0 0 0 \n", "237 -59.543200 0 0 0 0 0 0 \n", "238 102.495496 0 0 0 0 0 0 \n", "239 17.228331 0 0 0 0 0 0 \n", "240 35.233200 0 0 0 0 0 0 \n", "241 -15.180400 0 0 0 0 0 0 \n", "242 -3.996166 0 0 0 0 0 0 \n", "243 -62.782998 0 0 0 0 0 0 \n", "244 -124.845700 0 0 0 0 0 0 \n", "245 -135.000000 0 0 0 0 0 0 \n", "246 20.902977 0 0 0 0 0 0 \n", "247 95.956000 0 0 0 0 0 0 \n", "248 -63.068600 0 0 0 0 0 0 \n", "249 -64.640000 0 0 0 0 0 0 \n", "250 -71.797900 0 0 0 0 0 0 \n", "251 0.000000 0 0 0 0 0 0 \n", "252 24.684900 0 0 0 0 0 0 \n", "253 29.918900 0 0 0 0 0 0 \n", "254 -11.779889 0 0 0 0 0 0 \n", "255 -68.238500 0 0 0 0 0 0 \n", "256 34.301525 0 0 0 0 0 0 \n", "257 -59.523600 0 0 0 0 0 0 \n", "258 -56.315900 0 0 0 0 0 0 \n", "259 31.307000 0 0 0 0 0 0 \n", "260 -12.885800 0 0 0 0 0 0 \n", "261 6.613081 0 0 0 0 0 0 \n", "262 48.516388 0 0 0 0 0 0 \n", "263 43.333300 0 0 0 0 0 0 \n", "264 71.276093 0 0 0 0 0 0 \n", "265 28.233608 0 0 0 0 0 0 \n", "\n", " ... 6/28/20 6/29/20 6/30/20 7/1/20 7/2/20 7/3/20 7/4/20 \\\n", "0 ... 30967 31238 31517 31836 32022 32324 32672 \n", "1 ... 2402 2466 2535 2580 2662 2752 2819 \n", "2 ... 13273 13571 13907 14272 14657 15070 15500 \n", "3 ... 855 855 855 855 855 855 855 \n", "4 ... 267 276 284 291 315 328 346 \n", "5 ... 69 69 69 69 69 68 68 \n", "6 ... 59933 62268 64530 67197 69941 72786 75376 \n", "7 ... 24645 25127 25542 26065 26658 27320 27900 \n", "8 ... 108 108 108 108 108 108 108 \n", "9 ... 3184 3189 3203 3211 3211 3405 3419 \n", "10 ... 29 29 29 30 30 30 30 \n", "11 ... 1067 1067 1067 1067 1067 1067 1067 \n", "12 ... 440 443 443 443 443 443 443 \n", "13 ... 228 228 228 228 228 228 228 \n", "14 ... 2099 2159 2231 2303 2368 2368 2536 \n", "15 ... 609 611 611 611 611 611 612 \n", "16 ... 17654 17723 17766 17873 17941 18050 18165 \n", "17 ... 16424 16968 17524 18112 18684 19267 19801 \n", "18 ... 104 104 104 104 104 104 104 \n", "19 ... 25705 26239 26758 27414 27837 28410 28857 \n", "20 ... 137787 141801 145483 149258 153277 156391 159679 \n", "21 ... 97 97 97 97 97 97 97 \n", "22 ... 61475 61790 62118 62424 62698 62997 63270 \n", "23 ... 61295 61361 61427 61509 61598 61727 61838 \n", "24 ... 1149 1187 1199 1199 1199 1199 1199 \n", "25 ... 76 77 77 77 77 77 78 \n", "26 ... 31524 32125 33219 34227 35528 36818 38071 \n", "27 ... 3935 4325 4453 4606 4788 4962 4962 \n", "28 ... 1344143 1368195 1402041 1448753 1496858 1539081 1577004 \n", "29 ... 141 141 141 141 141 141 141 \n", ".. ... ... ... ... ... ... ... ... \n", "236 ... 24 24 24 24 24 24 24 \n", "237 ... 24 24 24 28 28 30 30 \n", "238 ... 19 19 19 19 19 19 19 \n", "239 ... 762 802 824 874 891 918 989 \n", "240 ... 1990 2185 2428 2758 3080 3334 3835 \n", "241 ... 1614 1654 1654 1654 1654 1765 1765 \n", "242 ... 2147 2173 2181 2202 2260 2285 2303 \n", "243 ... 15 15 15 15 15 15 16 \n", "244 ... 5 5 5 5 5 5 5 \n", "245 ... 11 11 11 11 11 11 11 \n", "246 ... 2169 2677 2878 2991 3064 3064 3064 \n", "247 ... 299 299 299 303 304 306 313 \n", "248 ... 3 3 3 3 3 3 3 \n", "249 ... 8 8 8 8 8 8 8 \n", "250 ... 28 41 41 42 44 44 45 \n", "251 ... 9 9 9 9 9 9 9 \n", "252 ... 92 175 227 227 227 277 277 \n", "253 ... 170 170 170 170 170 191 191 \n", "254 ... 1427 1450 1462 1498 1518 1524 1533 \n", "255 ... 7 7 7 7 7 7 7 \n", "256 ... 1146 1152 1224 1265 1342 1498 1613 \n", "257 ... 13 13 13 13 13 13 13 \n", "258 ... 1 1 1 1 1 1 1 \n", "259 ... 1989 1989 2007 2021 2021 2021 2021 \n", "260 ... 10 10 10 10 10 10 10 \n", "261 ... 713 713 714 715 717 719 719 \n", "262 ... 1118 1128 1158 1190 1221 1240 1248 \n", "263 ... 272 272 303 303 303 309 309 \n", "264 ... 5849 5900 5900 6005 6058 6058 6159 \n", "265 ... 27 27 27 35 35 35 35 \n", "\n", " 7/5/20 7/6/20 7/7/20 \n", "0 32951 33190 33384 \n", "1 2893 2964 3038 \n", "2 15941 16404 16879 \n", "3 855 855 855 \n", "4 346 346 386 \n", "5 68 70 70 \n", "6 77815 80447 83426 \n", "7 28606 28936 29285 \n", "8 108 108 111 \n", "9 3429 3433 3440 \n", "10 30 30 30 \n", "11 1067 1068 1068 \n", "12 443 443 443 \n", "13 228 228 228 \n", "14 2660 2824 2942 \n", "15 618 621 624 \n", "16 18280 18365 18421 \n", "17 20324 20837 21374 \n", "18 104 104 104 \n", "19 29367 29821 30321 \n", "20 162417 165618 168645 \n", "21 98 98 98 \n", "22 63554 63804 64003 \n", "23 62016 62058 62058 \n", "24 1199 1199 1199 \n", "25 80 80 80 \n", "26 39297 40509 41545 \n", "27 4962 5458 5621 \n", "28 1603055 1623284 1668589 \n", "29 141 141 141 \n", ".. ... ... ... \n", "236 24 24 24 \n", "237 30 30 30 \n", "238 19 19 19 \n", "239 1046 1117 1182 \n", "240 4277 4341 4647 \n", "241 1765 1790 1790 \n", "242 2330 2331 2348 \n", "243 16 16 16 \n", "244 5 5 5 \n", "245 11 11 11 \n", "246 3356 3508 3703 \n", "247 313 316 316 \n", "248 3 3 3 \n", "249 8 8 8 \n", "250 47 48 49 \n", "251 9 9 9 \n", "252 277 314 314 \n", "253 191 191 191 \n", "254 1542 1547 1572 \n", "255 7 7 7 \n", "256 1613 1742 1818 \n", "257 13 13 13 \n", "258 1 1 1 \n", "259 2021 2021 2021 \n", "260 10 10 10 \n", "261 720 721 724 \n", "262 1265 1284 1297 \n", "263 311 311 311 \n", "264 6213 6262 6315 \n", "265 79 91 91 \n", "\n", "[266 rows x 172 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_data = pd.read_csv(data_url)#, skiprows=1)\n", "raw_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On récupère la liste des dates auxquelles on connaît les données (array 'time')\n", "Pour le graphe, on essaye d'alléger l'#axe des abscisses en prenant seulement certains label (time_label)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "time=raw_data.columns.values[4:]\n", "time_label=[]\n", "for i in range(len(time)):\n", " if i%10==0:\n", " time_label.append(time[i])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ici on récupère le nombre de cas cumulé à chaque date pour chacun des pays voulu (Belgique, Chine, Hong Kong, France métropolitaine, Allemagne, Iran, Italie, Japon, Corée du Sud, Hollande, Portugal, Espagne, Royaume Uni et États-Unis.\n", "Pour certains pays (France, Hollande, Royaume Uni) il a fallu filtrer en fonction de la latitude/Longitude pour ne pas prendre en compte les régions outremers. Pour la Chine, il a fallu filtrer Hong-Kong puis sommer les cas des autres provinces." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "bel=raw_data.loc[raw_data['Country/Region']=='Belgium']\n", "\n", "belgique=[]\n", "for i in range(len(time)):\n", " belgique.append(float(bel[time[i]].item()))\n", " \n", " \n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "chi=raw_data.loc[(raw_data['Country/Region']=='China') & (raw_data['Province/State']!='Hong Kong')]\n", "\n", "chine=[]\n", "for i in range(len(time)):\n", " chine.append((np.sum(chi[time[i]])))\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "hk=raw_data.loc[(raw_data['Country/Region']=='China') & (raw_data['Province/State']=='Hong Kong')]\n", "\n", "hongkong=[]\n", "for i in range(len(time)):\n", " hongkong.append(float(hk[time[i]].item()))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "fr=raw_data.loc[(raw_data['Country/Region']=='France')& (raw_data['Long']==2.2137)]\n", "\n", "france=[]\n", "for i in range(len(time)):\n", " france.append(float(fr[time[i]].item()))\n", " \n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "al=raw_data.loc[(raw_data['Country/Region']=='Germany')]\n", "\n", "allemagne=[]\n", "for i in range(len(time)):\n", " allemagne.append(float(al[time[i]].item()))\n", " \n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "ir=raw_data.loc[(raw_data['Country/Region']=='Iran')]\n", "\n", "iran=[]\n", "for i in range(len(time)):\n", " iran.append(float(ir[time[i]].item()))\n", " " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "it=raw_data.loc[(raw_data['Country/Region']=='Italy')]\n", "\n", "italie=[]\n", "for i in range(len(time)):\n", " italie.append(float(it[time[i]].item()))\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "jap=raw_data.loc[(raw_data['Country/Region']=='Japan')]\n", "\n", "japon=[]\n", "for i in range(len(time)):\n", " japon.append(float(jap[time[i]].item()))\n", " \n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "cor=raw_data.loc[(raw_data['Country/Region']=='Korea, South')]\n", "\n", "coree=[]\n", "for i in range(len(time)):\n", " coree.append(float(cor[time[i]].item()))\n", " \n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "hol=raw_data.loc[(raw_data['Country/Region']=='Netherlands')&(raw_data['Long']==5.2913)]\n", "\n", "hollande=[]\n", "for i in range(len(time)):\n", " hollande.append(float(hol[time[i]].item()))\n", " \n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "por=raw_data.loc[(raw_data['Country/Region']=='Portugal')]\n", "\n", "portugal=[]\n", "for i in range(len(time)):\n", " portugal.append(float(por[time[i]].item()))\n", " " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "esp=raw_data.loc[(raw_data['Country/Region']=='Spain')]\n", "\n", "espagne=[]\n", "for i in range(len(time)):\n", " espagne.append(float(esp[time[i]].item()))\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "uk=raw_data.loc[(raw_data['Country/Region']=='United Kingdom') & (raw_data['Lat']==55.3781)]\n", "\n", "royaumeuni=[]\n", "for i in range(len(time)):\n", " royaumeuni.append(float(uk[time[i]].item()))\n", " \n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "us=raw_data.loc[(raw_data['Country/Region']=='US')]\n", "\n", "usa=[]\n", "for i in range(len(time)):\n", " usa.append((np.sum(us[time[i]])))\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ici on affiche le plot final avec tous les pays. Le premier est en échelle linéaire tandis que le second est en échelle logarithmique." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,0,'Date')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4IAAAHFCAYAAACny0ecAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3XmYHVWd//H3qaq79V16TTobIYGQHQjQBJCIgAqirEMUAQVkRHREQXT4gcIYnhE3HHWQcRAUcQBBZQedZ0AlRGIEEhJIIIGwZF967777reX8/qjq291JZ++kO93f1/PUU1WnTlWd2w3J/eScOqW01gghhBBCCCGEGD6MgW6AEEIIIYQQQogDS4KgEEIIIYQQQgwzEgSFEEIIIYQQYpiRICiEEEIIIYQQw4wEQSGEEEIIIYQYZiQICiGEEEIIIcQwI0FQCCGEEEIIIYYZCYJCCCGEEEIIMcxIEBRCCCGEEEKIYcYa6Ab0p7q6Oj1hwoSBboYQQgghhBBCDIglS5Y0a61H7KrekAiCSqlzgHMmTZrE4sWLB7o5QgghhBBCCDEglFJrd6fekBgaqrV+Wmv9hcrKyoFuihBCCCGEEEIMekMiCAohhBBCCCGE2H0SBIUQQgghhBBimBlyzwhuy7ZtNmzYQKFQOPANEzsUjUYZN24coVBooJsihBBCCCHEsKO01gPdhn7T0NCgt50s5v333yeZTFJbW4tSaoBaJnrSWtPS0kI6nWbixIkD3RwhhBBCCCGGDKXUEq11w67qDfmhoYVCQULgIKOUora2VnpphRBCCCGEGCBDPggCEgIHIfmdCCGEEEIIMXCGRRAUQgghhBBCCNFtSARBpdQ5Sqm7Ozo6BropfTJNk1mzZnH00Udz7LHH8ve//32X5yQSiV3W+fznP8+bb77ZH00UQgghhBBCDCNDYtZQrfXTwNMNDQ1XDXRb+hKLxVi2bBkA//d//8dNN93ECy+8sM/X/eUvf7nP1xBCCCGEEEIMP0MiCO6uW59+gzc3dfbrNaePSfHtc2bsdv3Ozk6qq6vL+7fffju///3vKRaLXHDBBdx666296nuexzXXXMMLL7zAxIkT8TyPK6+8krlz53Lqqafyox/9iIaGBn7961/zve99j9GjRzN58mQikQh33nknV1xxBWeffTZz584F/J7GTCazW/cWQgghhBBCDE3DKggOlHw+z6xZsygUCmzevJm//vWvADz77LOsXr2al19+Ga015557LgsWLOCUU04pn/vYY4+xZs0ali9fTmNjI9OmTePKK6/sdf3Nmzfz7W9/myVLllBZWclpp53GMcccs9M27c69hRBCCCGEEEPTsAqCe9Jz1596Dg1dtGgRl112GStWrODZZ5/l2WefLYe2TCbD6tWre4WxF198kU9+8pMYhsGoUaM47bTTtrv+Sy+9xKmnnsqIESMAuOiii3j77bd32qbdubcQQgghhBBiaBpWQXAwOOmkk2hubqapqQmtNTfddBNXX331DutrrXfrujt6HYNlWXieV75WqVQqb+/q3kIIIYQQQoihaUjMGnowWbVqFa7rUltby5lnnsm9995bfmZv48aNNDY29qo/Z84cHn30UTzPY+vWrcyfP3+7a55wwgnMnz+flpYWbNvmD3/4Q/nYhAkTWLJkCQBPPvkktm0D7Na9hRBCCCGEGO605+G0tVF4620yf/sb7Y8+StPPf87W7/9goJu2T4ZEj6BS6hzgnEmTJg10U/rU9Ywg+D1xv/nNbzBNkzPOOIOVK1dy0kknAf5ELg888AAjR44sn3vhhRfyl7/8hZkzZzJ58mROOOEEKisre11/9OjRzJs3j5NOOonRo0dz7LHH4rouAFdddRXnnXces2fP5sMf/jDxeBxgt+4thBBCCCHEUKRtG6e1DbelGaelBaelBbelBael1S9rbsFpbcVtbsZpawPH2e4aZnU1I79+PSoUGoBPsO/U7g49PBg0NDToxYsX9ypbuXIl06ZNG6AW9Y9MJkMikaClpYXZs2ezcOFCRo0atcP69913H4sXL+bOO+88gK3cc0PhdyOEEEIIIQYHL5/3A11zM05rK05zczncOS3NuD3CnbuD94+rSASrthazrg6rpgazrhartg6rtgZr5MhgqccaOQIjHD7An3D3KKWWaK0bdlVvSPQIDnVnn3027e3tlEolbrnllp2GQCGEEEIIIYYCrTVeZ6ffY9fcjNvaitPcgtva4vfYlXvx/EXncn1ex0gmg3BXS+Tww7FOmI1ZW+uX1XYHPbO2DiNescO5N4YaCYIHgb6eC9yZK664giuuuGK/tEUIIYQQQoi9pR0Ht62t93DMHYW71lYI5rfoxTAwq6uxamux6mqJjTu6HPSsGr/MLIe72kHbczfQJAgKIYQQQggh9ooulXDa2nHbWv0eu9Y2f93WitvSitvWXea2tu54SGYo5A/HrK3FGjGCyNSpQY9djd9jV1eL2RXyqqpQpnmAP+nQI0FQCCGEEEKIYU5rjZfN4XW043Z24nZ04nZ04HZ24HV0+Pvtbb1CndPaipdO933Brl67mmrM6hoiU6b42zW1mDXVPcJdDVZdHUYiMWyGZA4WEgSFEEIIIYQYIrxiEbe9A6+zIwhyXaGuHW+bgOd2dOB1dPp1Ojv7nBmzzLIwq6uwqmswa2qIzpiOWV3j99jV1GBW1wRBzz9uVlaiDHlT3WAmQVAIIYQQQogBpLVGF4t4mQxuOo2XyeJlM/5+JuPvZzJ42W32MxncbLCfTuNlMui+nqnrohRGKoVZWYmZSmGmUoTHjvXLUpV+eWUKo7Iy2O+uqyqGzyQqw4UEwQNky5YtXHfddbzyyitEIhEmTJjA+eefz1NPPcUzzzyzXf3Pf/7zXH/99UyfPn0AWiuEEEIIIXaH9jy8rB/E3HQGL5P2w1x5OxOEtmA7ncbNpLvDXDqNm83uvDcuoMJhjEQiWOKY8QSh+lEYhwf7iQRGItkd6FIpzMoqP9ClUhjJpPTSiTIJggeA1poLLriAyy+/nIcffhiAZcuW8fTTT+/wnF/+8pcHqnlCCCGEEMOOLpVws1k/xGV69L5lszvugQvqlnvhgjJ29V5u0/RDWjKJkUxiJhKExozpFd7K4S6ZxIj32O4KfvG4zH4p+tWQCIJKqXOAcyZNmrTziv97I2xZ3r83H3UknPX9nVZ5/vnnCYVCfPGLXyyXzZo1i/b2dv7yl78wd+5cVqxYwXHHHccDDzyAUopTTz2VH/3oRzQ0NJBIJLj22mt55plniMViPPnkk9TX19PU1MQXv/hF1q1bB8BPf/pTTj755P79fEIIIYQQg4TWGp3L4fYYOulls9sNn9yurI/wpovFXd9QKT+A9eiBMxIJrFGjMBJxjHgcMxGEu2RXT12wHYQ4M5lERaMyrFIMOkMiCGqtnwaebmhouGqg29KXrpDXl6VLl/LGG28wZswYTj75ZBYuXMicOXN61clms5x44oncdttt3HDDDdxzzz3cfPPNXHvttXzta19jzpw5rFu3jjPPPJOVK1ceiI8khBBCCLHHvGLRn7AknS6v3Y5OvHQnbme6vHbTnXid6d4BLui9w/N2faNQKOhp8xczHic0sh7jsESPAJcIet56Dqvs6n1LYCbiqFhMhlKKIWtIBMHdtoueu4Ewe/Zsxo0bB/i9hGvWrNkuCIbDYc4++2wAjjvuOJ577jkA/vznP/Pmm2+W63V2dpJOp0kmkweo9UIIIYQYTvoMcp2d/nNuPYLctoGuq74ulXZ+g1DIn8SkawhlMok1cmTv5+K6Alw83keA80OeEYkcmB+IEAex4RUEB8iMGTN45JFH+jwW6fEHlWmaOH08KBwKhcrDCXrW8TyPRYsWEYvF9kOrhRBCCDEUadv2Xx/Q1obb3o4TrN2OjiC09Q5vbrq7bJfDKXsGuWAdGjMGM5nCTCUxtlsny5OYmKkUKhKRIZRCHCASBA+A008/nW9+85vcc889XHWVP3r1lVde4YUXXtin655xxhnceeed/Ou//ivgT0Aza9asfW6vEEIIIQa/Xi8A7wjeGRcEuu1CXnt32Q5fAA59BjlrzGgJckIMQRIEDwClFI8//jjXXXcd3//+94lGo+XXR+yLO+64gy9/+cscddRROI7DKaecwl133dVPrRZCCCHEgeIVCrgtLTjt7Xhdoa4r2LV3bB/0goWdvDPOqKjArK7GrKrCrK4mPH58sF+JWV2NFZR3HTdTKf+ZOAlyQgwLSu9qutuDSENDg168eHGvspUrVzJt2rQBapHYGfndCCGEGMp0qYTT0oLT3ILT3ITT3OyHvaZmnOZmnJZm3KZmnJYWvExmh9dRsZgf1iqDF3732u69b1RW+u+Nq66SVw0IMUwppZZorRt2VU96BIUQQgghdkF7nv+8XNdwy7Z2v3eurQ23vW378uZmv8euD0YqhVVXh1VbS3TGdMzaumC/pjvUVVUFoa5SJj4RQuwXEgSFEEIIMSx5xSLO1q3YW7bgbG3EaWzEbW/bPui1tfmhbkevLQiFuodZVlcTmTQJ64QTsEbUYdbWYtWNwKqrxarz9yXYCSEGAwmCQgghhBhStNZ46XQQ8rbiNAZhb8tW7MatOFu24mzditvevv3J24a6I47ArK7q/Uxdz+fqqqox4hXyXJ0Q4qAjQVAIIYQQBw0vn8dpavJDXmMjTmMTTmNjr8VuakLnctuda9bWYtWPJDRmDLFjZhEaNQprZD2hUfVY9fXl99VJqBNCDAcSBIUQQggxKHjFIvamTf6ycSP2pk04m7fgNDWWQ5/X2bndeSoSCYLcCKIzppMYMQKrfpQf+kaN6g55MnmKEEKUSRAUQgghxAHjtLVRevddiu+9h71+PfZGP/SVNm3EbWruXdk0sUaMwKofSWTiYcRPOBFr5MhgGUEo2DZSKenFE0KIPTQogqBSSumh9B6LbSQSCTI9poW+7777WLx4MXfeeed+u+cVV1zB2Wefzdy5c2ltbeXDH/4wX/3qV/nc5z633+4phBBCALjpNKV167DXraO0bj2ldWsprV1L6d33cNvauiuGQoRGjyY0dgyJU04hNHYsoTFjCAdrq74eZQ2KrypCCDHkDPifrkqpEHCxUmqB1npNUDakg+GB1NHRwZlnnskXvvAFCYFCCCH6hS6VsLdu9XvzNm/G3rCB0vp12GvXUVq3rnfYA8wRdYTHH0ryIx8mfNjhRA4/jPBhhxMaMxplGAP0KYQQYngb0CColDKArwOzAFcpdYbW+u79FQJ/8PIPWNW6ql+vObVmKv9v9v/b6/PXrl3LlVdeSVNTEyNGjODXv/4148eP54orriCVSrF48WK2bNnCD3/4Q+bOnYvneVxzzTW88MILTJw4Ec/zuPLKK5k7d+52185kMpx11llccsklfOlLXwL8mdRuuOEG/vd//xelFDfffDMXXXQR8+fPZ968edTV1bFixQqOO+44HnjgAZRS/OlPf+L666+nrq6OY489lvfee49nnnlmrz+zEEKIwU27LvbmLZTWrMFevy54bm9z+fk9p7ERev5VrRTW6FFB2PsI4UPHExo/nvChhxIeNw4jHh+4DyOEEKJPAxoEtdae8gf1NwLPAN9XSn1Wa33/7l5DKfUF4AsA48eP3z8N3Uf5fJ5Zs2aV91tbWzn33HMBuOaaa7jsssu4/PLLuffee/nqV7/KE088AcDmzZt58cUXWbVqFeeeey5z587lscceY82aNSxfvpzGxkamTZvGlVde2ed9r7/+ej7/+c/zta99rVz22GOPsWzZMl577TWam5s5/vjjOeWUUwBYunQpb7zxBmPGjOHkk09m4cKFNDQ0cPXVV7NgwQImTpzIxRdfvL9+TEIIIQ4w7XnYGzZQWLWK4ltvU3z7bUpr3qe0dh26VOquGAoRGjWK0OjRxE86idCYMYTGjvHXY8ZgjR4tE7EIIcRB5oAHwT6Gfb4DJAAD+A1wqlIqqrUu7M71tNZ3A3cDNDQ07LQncV967vZFLBZj2bJl5f2uZwQBFi1axGOPPQbAZz/7WW644YZyvfPPPx/DMJg+fTpbt24F4MUXX+STn/wkhmEwatQoTjvttB3e9/TTT+fJJ5/kG9/4BiNHjiyff/HFF2OaJvX19XzoQx/ilVdeIZVKMXv2bMaNGwfArFmzWLNmDYlEgsMOO4yJEycCcPHFF3P33Xf3409HCCHEgaC1xl63jvzyFRSWLye/YgXFlSvxul6zoJTfg3f44cQ/eArhCYcSnjCB8PjxWCNGoExzYD+AEEKIfnXAg2BXCFRKnQKUgJeA0cBc4Azg27sbArsopc4Bzpk0aVI/t/bA6znrWSQSKW93Zec9GTX76U9/mjlz5vDxj3+c559/nmQyudPze97PNE0cx9mj+wkhhBgcvHye4jvvUHzrLQpvvR2s38Lr6AD81y1Ep02j8oILiEydQnTqVCKTJmHEYgPcciGEEAfKgAwNVUr9EPgQYAOLgGbgHuBhrXV6T6+ntX4aeLqhoeGqfm3oAfCBD3yAhx9+mM9+9rM8+OCDzJkzZ6f158yZw29+8xsuv/xympqamD9/PpdccskO61933XVs3ryZCy64gD/96U+ccsop/OIXv+Dyyy+ntbWVBQsWcPvtt7NqVd/PTk6dOpX33nuPNWvWMGHCBH73u9/t0+cVQgjRf7TWOJs2UXjrrV6hr7R2LXgeAKqigugRR5A680yiM2cQO/JIIpMmoUKhAW69EEKIgTQQQ0OrgSOBk4JnBOcCpwBfBX4S1Bk2s4becccdXHnlldx+++3lyWJ25sILL+Qvf/kLM2fOZPLkyZxwwglUVlbu9Jwf/OAHfO5zn+Ozn/0sv/3tb1m0aBFHH300Sil++MMfMmrUqB0GwVgsxs9//nM+9rGPUVdXx+zZs/f6swohhNh7XjZLcfVqCqveovh2d+jzeryeKDR+PNEpk0l9/ONEpkwmOnUqoXHjZGZOIYQQ21EHMm8FE8NUAQuA67XWzymlwsCpwJnAIq31I3tx3a6hoVetXr2617GVK1cybdq0fW77YJLJZEgkErS0tDB79mwWLlzIqFGj9vv9tNZ8+ctf5ogjjug1Ac3eGoq/GyGE2Fdaa5wtWyisXElh5UqKq1ZReOtt7HXrynWMRILIlClEp0wmMnkKkSmTiRwxGTMhs3MKIcRwp5RaorVu2FW9/dojuG3PXrDdFgwN/bxSqlFr/ZpS6kVgBnA6sMdB8GAeGro3zj77bNrb2ymVStxyyy37NQQC3HPPPfzmN7+hVCpxzDHHcPXVV+/X+wkhxHChXZfS++8HoW8VhZVvUly5Cre93a+gFOHx44lOm0bVBecTmTKFyOQphMaO6fVMuRBCCLGnDkiPoFLqBiCitf73YP8Q4GLgMOBurfWrSqkI8Efgcq31xr25T0NDg+6ajbOL9DoNXvK7EUIMN142S27ZMnKLF5N75RUKK95AF/z50VQoRGTyZKLTpxGZOpXotOlEp0yWd/AJIYTYI4OiRzBoyL8A1wBblFIxrfU3tdbrlVJ/wh8O+lOl1C+Ak/FnEd20F/cYMrOGCiGEGDrczk5yS5b4wW/xYgpvvAmOA6ZJdPp0qj71SaLTpxOdNp3IYRNlAhchhBAHzIGYLCYDfA54E/idUur7WusbtdYrlFLvA28DHwUc4DyttVZKGVprb3dvMNyGhgohhBic7K1byS9ZQu7VpeSWLKG4ahVoDaEQsSOPpPaf/5mKhgZixxwjz/MJIYQYUPs9CGqt/0cpVaG1ziml/hn4pVLqh1rrG7TWWaXUn4IgB4BSytJaO/u7XUIIIcS+0K5L8Z13yL/6Krklr5J/9VXsTf6gFhWLETvqKOq+/GUqjj+e2NFHYUSjA9xiIYQQotsBeX2E1joXrFcrpb4I/JdS6ptAAlgD3N2j7h6HQBkaKoQQYn/z8nnyry8n/6rf45dftgwv7b/61hoxgtixx1Jz+WXEjj2W6NSpMsxTCCHEoHZA3yMYzCK6Uin1KWAjsBw4cV+vO9iHhpqmyZFHHlnef+KJJ5gwYcLANUgIIcQuuZksuVdeJvePl8gtXUrhzeD5PiByxCRSH/84FcceQ+zYY/139cksnkIIIQ4iBzQI9niVxLXAK8CpWmtHKWVqrd0D2ZYDKRaLsWzZsh0edxwHyzqgvwohhBDb0K5LYflyMgsXkv37IvKvvQaOg4pE/Of7rrySiuOOJTZrFmZl5UA3VwghhNgnA5U+VgC3BiHwgD0TuOW736W4clW/XjMybSqjvvnNPT7vvvvu449//COFQoFsNstTTz3FeeedR1tbG7Zt853vfIfzzjuPNWvWcNZZZzFnzhz+/ve/M3bsWJ588klisRjvvPMOX/ziF2lqasI0Tf7whz9w+OGHc/vtt/P73/+eYrHIBRdcwK233tqvn1kIIYYKN5Mh++JCMvPnk1mwALe1FZQiOnMmtVdeSfwDHyB2zCyMSGSgmyqEEEL0q4EYGqq11r8L9s3hMDFMPp9n1qxZAEycOJHHH38cgEWLFvH6669TU1OD4zg8/vjjpFIpmpubOfHEEzn33HMBWL16NQ899BD33HMPn/rUp3j00Uf5zGc+w6WXXsqNN97IBRdcQKFQwPM8nn32WVavXs3LL7+M1ppzzz2XBQsWcMoppwzY5xdCiMHEy+VI//V5Op95hszChWDbGJWVJE45hcSpHyJx8smYVVUD3UwhhBBivxqooaFd+/0yHHR3J4vZm567/rCjoaEf/ehHqampAUBrzTe/+U0WLFiAYRhs3LiRrVu3An547AqSxx13HGvWrCGdTrNx40YuuOACAKLBbHTPPvsszz77LMcccwwAmUyG1atXSxAUQgxr2nXJ/n0RHU8/RfrPf0HnclijRlHzmc+Q/PDpxGbNQskQfSGEEMPIkPhbb7BPFrMj8Xj3O6QefPBBmpqaWLJkCaFQiAkTJlAoFACI9BiSZJom+XyebTJ1mdaam266iauvvnr/Nl4IIQ4C9pYttD/6KO2PPoqzaTNGKkXlJz5B6uyzqTi+AWUYA91EIYQQYkAMiSA4FHR0dDBy5EhCoRDPP/88a9eu3Wn9VCrFuHHjeOKJJzj//PMpFou4rsuZZ57JLbfcwqWXXkoikWDjxo2EQiFGjhx5gD6JEEIMLO04ZBYsoP13vyfzt7+B5xH/wAeov+EGEqefjhEOD3QThRBCiAEnQXCQuPTSSznnnHNoaGhg1qxZTJ06dZfn3H///Vx99dX827/9G6FQiD/84Q+cccYZrFy5kpNOOgmARCLBAw88IEFQCDHk2Zs30/6HR/zev61bMUfUUXvVVVTNvZDwIYcMdPOEEEKIQUXtaIjhwaihoUEvXry4V9nKlSuZNm3aALVI7Iz8boQQ+8rv/fsb7b/7nd/7pzXxOXOo+tQnSZ56qrzUXQghxLCjlFqitW7YVb0h0SO4u5PFCCGEGBr67P37wlVUzf0k4XFjB7p5QgghxKA3JILgwTpZjBBCiN2ntSb3j3/Qev8DZObPL/f+1d/8Len9E0IIIfbQkAiCQgghhi6vUKDjqadou/8BiqtXY9bU+M/+fVJ6/4QQQoi9JUFQCCHEoGRv2ULbg7+l/fe/x+3oIDJtGqO/+11Sn/g4Ro/X6gghhBBiz0kQFEIIMWhorckvXUbr/f9D+tnnQGuSHz6dmssuI9bQgFJqoJsohBBCDAkSBIUQQgwK+eXL2fq975N/9VWMVIqayy+n+pJLZPinEEIIsR8YA92A4eLxxx9HKcWqVasAWLNmDTNnzgRg/vz5nH322QPZPCGEGDB2YyObbryJNZ/8FKV166i/+WaOeP6v1N/wrxIChRBCHFCe9nA8B9u1KTgFcnaOrJ0lXUrTUeygvdBOa6GV5nwzTbmmgW7uPhkSPYIHw+sjHnroIebMmcPDDz/MvHnzBro5Qggx4LxSidb7fkPLXXehbZvaqz5P7dVXYyYSA900IYQ4aGitcbWL4znlxfbs7m1t91neq762cT0XT3u9Fzw8L1hrD9dz0fj3267uNkufddjNen0teN1t3KZdu33/HZzbs+6eMJXJssuW7aff7P43JILg7r4+4m+/f5vm9Zl+vXfdIQk++KnJO62TyWRYuHAhzz//POeee+5Og2A2m+UrX/kKy5cvx3Ec5s2bx3nnncd9993HE088geu6rFixgq9//euUSiXuv/9+IpEIf/rTn6ipqeGee+7h7rvvplQqMWnSJO6//34qKip49913ufTSS3Fdl7POOosf//jHZDIZ5s+fz7x586irq2PFihUcd9xxPPDAAyilWLJkCddffz2ZTIa6ujruu+8+Ro8e3a8/PyHE8JR96WW2zJtH6f33SXzkw9TfcAPh8eMHullCiGGmq/enZ0jaLizpnR/fWf2+gldf9XdUt89z9PZtGQwUCkMZfS6mMrv3MTCMYL1NHaVU77rbXscwCalQ77r0XbfPe2+7bNMW0+i+nlKqd9uCz1cuxzjon1sfEkFwsHviiSf42Mc+xuTJk6mpqeHVV1+lpqamz7q33XYbp59+Ovfeey/t7e3Mnj2bj3zkIwCsWLGCpUuXUigUmDRpEj/4wQ9YunQpX/va1/if//kfrrvuOv7pn/6Jq67y8/DNN9/Mr371K77yla9w7bXXcu2113LxxRdz11139brn0qVLeeONNxgzZgwnn3wyCxcu5IQTTuArX/kKTz75JCNGjOB3v/sd3/rWt7j33nv37w9LCDGkOW1tNP7wdjoef5zQuHEccs89JD44Z6CbJYToR47nUHJLlNwSRbdIySv12rc92y8PynoeLwcd1y4Hqt0JartdX/c+vqc9QHtDobAMq7yEjFCvtaV6l1uGRcyK7bL+tuf0WXcn9betYxrmzsPYTkJTV0A6aGgN2tvFsos6njvQn2KfDasguKueu/3loYce4rrrrgPg05/+NA899BBf/vKX+6z77LPP8tRTT/GjH/0IgEKhwLp16wA47bTTSCaTJJNJKisrOeeccwA48sgjef311wE/LN588820t7eTyWQ488wzAVi0aBFPPPEEAJdccgnf+MY3yvecPXs248aNA2DWrFmsWbOGqqoqVqxYwUc/+lEAXNeV3kAhxF7TWtN4XlXeAAAgAElEQVTx5JM0fv8HuJkMtV/4AnVf+iJGLDbQTRNiSNNak3fy5JwceSdP0SlScAsUnAIFt0DRKZJ3u8uLbtFfnGI5rBXcQq91+bjXdz1X998X5J4hpq/g0xViusrDhkWFGcVSZnDMJGRYWIbpl6muMn8/pMwex4zusmDbUkZ5P6QMLLqOKSwMLMMgFJSFMLBQwTHl3wOFCUF4oDtEsG3I6LEPOw8k5XM1OD3rFUDn+q63s3CD7qN8X+pt2/7dCFW7WV/3CmJBm7ydXGe7n7OH6sfwrzFQ89r67XoH2rAKggOhpaWFv/71r6xYsQKlFK7ropTiX/7lX/qsr7Xm0UcfZcqUKb3KX3rpJSI93ptlGEZ53zAMHMcfFnDFFVfwxBNPcPTRR3Pfffcxf/78Xbax53VN08RxHLTWzJgxg0WLFu3pRxZCiF7sxka2/Nu3ycyfT+yYYxh16zyikwfmH+aEGHS09nsWtNtrrT0X28mTLWXI2VlydoasnSVn50iX0mTsDBk7Q6edIWPnyDg50nbWXzt50k6ejJsn4xRw2fMvvhYGEWUGS7CNKq+rMIhgEAaiKMI6QoQoEQPCQERDWENYa8JA2NP+tucR0Zqw9gh5/jrieYQ9l5D2sLSL5Xr+tuegdDH4At/18/FAO8GXf//npdD9/VsZsjQKf65I1b0oo49yf1uX55U0QPUs710PrdDKX3dfxwh+Mz3O073vocvnG4DV3Q7d4x49zuldX23T7t0v03qb9mNs95n0Ntfo+/5Q43ko4+Ccf1OC4H72yCOPcNlll/GLX/yiXPahD32IDRs29Fn/zDPP5Gc/+xk/+9nPUEqxdOlSjjnmmN2+XzqdZvTo0di2zYMPPsjYsf6MeyeeeCKPPvooF110EQ8//PAurzNlyhSamppYtGgRJ510ErZt8/bbbzNjxozdbosQYnjTWtP5zB/Z8p3voAsF6r95E9Wf+cxB+xemOEhoDa4Nbgk8u3vbLYHr9Ni2g+PBtttzu8e5xTQU2iHfBvl2KHSAa6O7gonrdIcUz8XzHDK4pLVLVntklEcWTQaPrNJkFMFakVWQNRQZQ5FVBhnDIGcockqRMwyc3Rhqp7Qm4WmSnkfC80hoj3pPc3iwnwyWCk8T1f4SC8JY1340OBbpsZjb/VhNur+4G8G22Xtb9y7vWbdXue4qM9GEoFd9f9vGwN7lPXuUb/fFvueXf+j95Z5e9Xp/6e8OM7pXPf88vc3+DoMRqkebgnIVhKWuOsoIlu7j3dvblptoRTD80iwf111DMpXZq365nKDcCO5p+Pco/6elVHce7Co0grWiu67qXUZwmn+93tdSfdXtcZ/t6pbLwHUcXNfBdezy4jgOrl0Ktm1cu4Rj2zh2qby4dgm75K+9YMimRqO17toqlwGYIQszHMYKhbEiYaywv5jhCFY4TKhrOxImFAljRaKEwmGscAQrGiYUjmCGwyhlHNR/p0kQ3M8eeughbrzxxl5lF154Id/97nf7rH/LLbdw3XXXcdRRR6G1ZsKECTzzzDO7fb9///d/54QTTuDQQw/lyCOPJJ1OA/DTn/6Uz3zmM/zHf/wHn/jEJ6isrNzpdcLhMI888ghf/epX6ejowHEcrrvuOgmCQojd4rS0sGXeraSfe47Y0Ucz+nvfI3LYxIFu1vBkFyC9yQ8xI6ZCuKJ/r6812Dko5fx117Zb2q6XCzvvL06wtnN+++wcOAV/u2dQCwKZdoIyJyh3tglrXlewc1Da7tePZwMtZow2I0GLUUGrGaHdULSZ0GZq2kxNh6FpC3u0mR6dpoerwA8028Ypn9JQ4ZnEPTNYW8RdixrbIub5S4UXIqZDVHghop5FhRcm5oaIESGuIyR0lLiOElNRDMNCKRNtmv7aMFGGCYYJZghCBhgWBOXatFCmFRz36ynL3y+ZFqXycf88ZRg9AkPXF3gop4G+wgHQZ8hQvc9R5XDQu67qo+72IaPHNVDd2WwngaT3Pfso36as/Fm3uVa5bjkI9VW3j88/RHmuSzGfo5TLUszlKAbrUi4blHeV9SzP96pfKuT9P092QhkGkVgF4Yo4kYoKIhVxwqmKoCxFPCiLVFQQjgXHe5RFKuKEolEMo+//N4cbpXfxAz+YNDQ06MWLF/cqW7lyJdOmTRugFg0euVyOWCyGUoqHH36Yhx56iCeffHJA2yS/GyGGnvKzgN/7Pl4uR91Xv0LtlVeiTPlLt99pDbkW6NwE6c19rDcHAbDH8ytGCMYeC4ee7C/VhwY9XW2Qa/XXpSzY2SDYZbsDXinbI/Blewe/ff0oKoomgiaMJoTGAm2itVVe/GFj3Wu/To/tnmvdu8zBpMPyaAs7tIYc2iybtpBNxnTImg5ZwyFn2OQMm6wqkqVEThXIUiBPsc82KxQpI0mVUUmVmaLKqqTKrKI6VEmlVUnSSpKw4sStOPFQBfFQgkQoTjyUoCIUw7AslOH30CgzWBsKzB2sDSPo7BnagUIMDNdxKGYzFLLZYJ3pc7+Y3SbY5f21U+z7/5OezFAoCGc9w1o8CGsxv6wc8uJEYrHu7eAcKxKR/wd2g1Jqida6YVf1pEdwmFiyZAnXXHMNWmuqqqpk9k8hRL+zN25k87fnkX3xRWKzZjH6O/9OZBC/33XQ0hra18HWN/yl7f0ghOW7g1e2CdJb/F6xXhQkRkJyNFSNh/EnQHIMpEZDJAkbX4W1C+Hvd8CLP95xE1QIrBjaCBYVDcJaFK3r0TqC54XRRPBUGM+N4Lnh4HhQD4vthwH6Yc8zY6hwDCJxjHAEFQ2hwgZG2ESFDLAMVNcS6tpWvcpdy6PN66BNt9PqtdPqttHqtNPmtNNqt9Jit9FabKWl2EJ7sb3P2SENZRAPxUmEEsRDceKhODWheg4JxUmE/bJUOEVNtIbqaDVVkarydmW4ElN6FcQgobXGKRYp5DIUM35w6wpx3UEuG5QHga7Htl0s7PT6VihMJJEg0qOXLVk3wg9zQYArb3f11PUIfaFYBaZp+XO8aI32dDAfjL/teTqYI6bnfnedfEeJ7JY2PNvBcz08158sxnP8dwLiuniuRrv+vnY9tKvxXM+/XrDWnl+uPS+4R9dxfyIcvx7B8aB9Xe3t0SYvKEfDGfPOPUC/5f43JILgwfBC+YH2wQ9+kNdee22gmyGEGIK059H24G9p/MlPAKj/1reovuRi6QXcltZ+b13z2/7S9Jbfc9dzKKSdh9b3oNjZfV5qLIQTEIpBqAKiVVBzuB/uukJesNaxkXhF8LI2btbGCxa32cbL2Xi5KXhqLl51GivzOqrYgluK4+kEHik8nUATY7uvB5aBETFRUbPH2kJFgv2IiRkxUWGzu6xrO1iXt8Om3wPWh5JboiXfQkuhpe91pnu/o9jR5zViVoyaaA21sVrGpcZxdOxoaqO11MZqe61rYjUkQ0npXRgktOOgSyW05z/T5SeA7qXnCDYVCqNCFioU6vV8ltbBDJKe173tur3Le66Dcu0GM1K6bhAwNJ7j+mEiON4VPPygEQQJx4WubdcPCXj+NbQGyqGkO3BorYPr9ijzQHsuruvh2CVKdhHbLlAqlbCdIrZTwrZLOE4R2y1hOyUc18ZxSjhesO2Wys+/7YihLEwVxjBCGCocLEkqVC0qFsYgjFJhlIqgem1HQFl4roKMws4oSlqRxn/mUQcTrfhLEa1KaDr8chU8y3lQ/H8WPFMJ9BrWrT2U1oC/VsFspEp7qH6cIXcgDIkguLsvlBdCCNG/nLY2Nt14I9kXFhD/4AcZPe/bhIJJqoY1raF9LWxa6vfCbVoKm1+HnuElWgmVh4AVATPsP8sVjsO4Bqifga6bgRudhGeH/RCXd/ByTvd2q4O30QnKbbzserzc+ztskopZmBUWRkUIM5FCjTgVoyKEVWFhxPxyFbMwoiZG1EKFTYxoEOLMfZ8MwdMeW7NbWbN1Des617Gmcw1bc1tpybfQWmilJd9C2k73eW4ilCgHuMOrDuf46PHdwW6bkFcR6udnIAdYOQB1rT3PD02Og7ZttG2DbZf3PdvGLfq9Jl2hxXO1P5eNDnpJPI12Na6n/cc3g4DiBcf8Nb16Zvz85F+n3CPiafzso9FaBdcB1/Hw8gXcfBG34C+e4/l1wF9rugOS6wc3HTxk1xUcdM8ZLcv7fZRvd87OzjWCCVu6J27Ryq/bP78rB3QBrYugi2iv2Htfb7tf6FG+q+GVClQUpSKgIiiV9NdmFCMUQaloUN61jvj1ifjv+wMMXAztorpCDdrf7hHlFBpD9dz3UBSDxyODKXiM4FjwXKRR3u5RFqzLi9FdjlIoA4xgrRQoz383nwomXlJ4GOEwRjiEGQmjImEMy0QZCmUYGKa/Vobyt5U/csAwDDAUhmmgzOC4ZfY6x7CCY6b/bkRlmv65pokyzeC46de3LFB+XYxgchijx/ZBbEgEQSGEEAde9uWX2fSNf8Vta6P+5pupvvSS4dG7orXfY9f1TF2+FbItfk9eyzvB8i6UglBjhqF+Jhx5IYycjld1BG54Aq6dwk3beOkSbtrGTZf87a0l3FdsdKEEvNlnE1TExOgR4EKj4hjxEEY8hJkIdW8Ha6MitMNeuP790WhaCi2s7Vy73bI+vZ6i2/1FN2bFGBUfRW20lik1U/rstauN1VITrSFqRXd9b9fFaW4m3/guTmMjXr4AroN2XLTr+D1DPbY928VzHTzbw3X8HiDX0TiOPzzMdTSu66FdcF1wgxDkBqFIu7ocZjyNv90VjLQqvwrN00HwCWaRLG8DGtPvMQkWT5nlHhS/zJ/4pbuO2V2nR5nuUdYfgWb39JxxJSjxXJR2g54SE6UjGCrif+E3u0JEV8jA/0IffDE3gy/sBBPF+FlNd8/Z0rVA+T1zKniXnB8+/Lao4DnKXqHE8Lf9SV48jK77lOuqIFz4YdnzSrheCc8r4bhFf+0Ucd0irutvO07B75GzC7iO34Pn2AX/PXc7YYbChMMxQhF/CUfrCUVjhKP+83L+cMpEMPwyQSTuL9G4P7xSWRZG8Dxp+XMaXZ/X/wEZhsKwDEzTXxvGMPhzWewVCYJCCCH2iHZdmu+6i+b/+jnhQw7hkLv+m+j06QPdrP7huZDZ6g/hLC8be0zAstGfhMXd/l/uNQpSh6CTE/EO/SfcyERsayq2Mx43rXHfKeIsLqELDrC+17kqZGCkwpjJMKFRcSKTQphJf99I+EGuHPxiVr/00O0p7Tg4TU3YmzfTumUta1rf8QNecQsbVAebKgpsDGfJqe5ZOy1MxhrVjKOGY/XRjNNVjLKrGFmspLIY9QNYEMRcx8N1CrjuBjxnPWlX0+HB6qB3ynPB1eB5Clcrv0wrPG3guRrHdv2gZFh4ykIbFl7XvmGhVdhfGyae8sv2OjQpur9BhXb4E8MIIl9X8DGULocTo2vdoydl2zKjV92ubf+Lv2kqlAmGqTFMr2tSUH9tGChTBZ0WQc+LoXa8bfrbZhAwDCvoRTH8axlmV53gPNPwJxwtb3cFE8PvtLIsrJoajMrKQfGPQ45tk2tvI1teWntst5f38+nOXU56YlpWdzirjhOpqA6CWoJI3J/YJBrvCnBxohVx/9m6YNIT05Kv3mLwkP8ahRBC7Da7sZFN/3oDuZdeInXOOYz69rcxE/GBbtaec4p+z13TKmh6G5rf8p/Za3lnuwlYtBmB+Ch0tB6vYiZu4jQ8rwrXieMUK3AKFbjZCmy7DgphaOx9KyORxqyMYNbECE+s9LcrI5ipsL9OhjEie/c8pfY83I4OvGwWM5nESCa3G6qktUbncrjpNG5nJ146jdvRiZfuxE1n8DIZvGwWJ5PBzhaxS5q857LZLLA5nGOrkWaraqcxnKUlUaI1WSIbdfyLx0FVKKrycWo7UszIjKYqX0NVvo7K/Aji9gi0EcU1I3hmmJwyeQ94b08/aI/gpbSLgYehPAw8zCBAmSEDM2RhRUKY0RBW2MS0/CFgpmUGx81gMTDDVve2ZWJaQS9KsBimCo75PStmyMAwDb+e6Q876+qZ6QpKRtDDZQQ9TGL/0VpTyKT9MNfWRrYjCHZtfqjLdbSRaWsj195GIZvp8xqxVCXxqmriVdXUjBlHLJkqB7ruMOf3xnUFOysUHhThVoj+IEHwAEgkEmQyff8hJIQQB4vM3/7Gpv93I14+z+jbbqPyny4Y/F+IiunuiVma3gq2V0HbGn94GfjPEVUeipc8HHfiybhePXaxGjuTotSexM3GIbvNELiI6Qe4ZBizPkwkGSaW6DEUMxHCTIQxU2GUtee9Tlpr3JYWiu+8S2ndWtzWVpyWVn/d2oLb0orT1orb2uaPW+w6Txno6hG41aOxzSiFgqboGNhGDDsU9xcrTikUpyMOzckcbfE0HbFOOivaSde00hlpJhvuBNU98YThmSSLNSSLozi0vYZUYQRVhRFUFUdSo0cQsSKEIiZW2MSq1FjVHpYFobCJFTEJRSxCUX+xoiHCsRChWAgrYgXBq3cIMy0VhDEDM6QwzSCcWWrw/zcn9prWmlI+R66jnVxHB7nO9qDHrrsXL9feRqa9jVx7O57rbHcNKxwhXl1NvLKa2rGHMH7mUcQrq6moqiZRXUO8qpqKqioqUlXSOyeGPfk/YIC4rospM+oJIQ4C2rZp+s//pOWXvyJyxBGM/elPiBx++EA3a3vFDGx6FTa8AhsW+5OzdG4oH9ZGCF15GF7FFNz4R7HdQyjmx1Bsr8PbYsCWoKICszqKVRslelgMqzbm9951DdVMhTHCe/bnt3Zdcq+8gr1lC15HB25Hp987l+/9Dj7P0eQ2NZFdt4Vi3sGxKrCtCpxQHKeiCjcxAjd6OO6YON6EmN/TZoRxtEmxBCUnmByjB9so0VqxiZb4BjoSm2mNb6E5upm8mS3XUSiqjFpGWvUcET6eUdHRjK4Yw5j4WMYlxzIyPpJI2O9ls0IGZsjACnrIhNgZx7bJd3b44a5r3XO7xzrf0Y7rbB/uUIqKVCXxyiri1TXUjhvvB7sqP+D5vXp+yAsH70wWQuzasAqCz993N41r93hAyk6NPPQwTrviC7tVd/78+dx6662MHj2aZcuW8eabb3L++eezfv16CoUC1157LV/4gn+tRCLBtddeyzPPPEMsFuPJJ5+kvr6+X9suhBC7UtqwkU1f/zr5116j6qKLqL/pRozorifu2O+Kadiy3A97W16Hza9B45vlXj4vcRhOxdE40XMpFcdSzNRjZ0dArjvAmZURrLoosfF+2LPqgqUmule9eH3xCgU6Hn+cxvvuJ9OYJR+toRCtpRCrpZCopxQZg21Gsc0ojhnDNcIQB6b1fT0rbBCpCBGOmoQiJuGwvw5FTCLxEG5Fni2hdWxU77PWeY81hXfZkF+Ph/9ziYfiTKqaxOyqj3FE9RFMSE1gXHIco+OjCZvhfvnMYmjSWmMX8uQ6Oylk0j2WjL/O+tv5TJpCOk0+3UGuo4NiLtvn9cxQiIpKv2cuXlXNiPETqaispCJVGZRXloduVlRWYcg/ngvR74ZVEBwMXn75ZVasWMHEiRMBuPfee6mpqSGfz3P88cdz4YUXUltbSzab5cQTT+S2227jhhtu4J577uHmm28e4NYLIYaTzueeY/O3bgbPY+xPfkzqrLMGpiGZJtjyGmx+Db3pddj0Gqqj+zUJnlmDbU2ipC6hWJxE0ZuCLiQBMJJhrLoooUNixOpihIKwZ9ZE97hXb2cc2yXTWqSzJU/nljTt61poW7mOjk0d5K0UpYnfgInd9Q1DkaiNkqiKUFVhEamwiFSEtllbROO9y8wgoGqt2ZzdzMrWlaxqXcWqllWsbF3J1o6t5XuMio9iat1UPl5zFlNrpjK1Zipj4mOkt0SUOaWS3xPXs3cu2N62LN/RgWOXdnitUDRGNJEglkgRTSSoP+yIcqiLpVJUpKqCoOevQ1HpuRNioA2rILi7PXf70+zZs8shEOCOO+7g8ccfB2D9+vWsXr2a2tpawuEwZ599NgDHHXcczz333IC0Vwgx/HjFIo0/vJ22Bx8kOnMmY3/yY8KHHHJgbu4UYfNreO/+A/3+y6itSzAKm8qHXV2P7R1GyTsZWx9OicNQydGYVf5QznBdjIq6rh6+KEZk7/6a81yPbEeJbHuRbHuRTHuRbFuwbi9SyNrYeZtSroRd0nh6+2n0I8USiYoII6eMoHrKOFJ1MZK1UVK1USoqI7s9pbvjObzf8T6r1q7yQ1+wdJb8l84bymBCagLH1R9XDnxTa6ZSHa3eq88uDl6e65JPd2433DLX2Umus/u5u3ywLuXzfV7HDIV6BLdK6g45lFiqstxLF0smicaTRBNJookE0UQC09rh9KlCiEFqWAXBwSAe755db/78+fz5z39m0aJFVFRUcOqpp1IoFAAIhULlfykzTROnrzHzQgjRz0pr1rDha9dTXLmSmiuuYOT1X0OF9++QQXfTetxXn0G9+39Y7f9A6TwG4OgRFL0p2NbH8SpnwMgjMUeOxKqNEa2JEq/yZ9zcm9kZSwWH1s1ZOrbmtgt5mfYi+c5S+f3dXQyliZklIk4aK9NCONNOyi1gukXCFSESqRDJuhiVYypJTain4qjZRA6b2HcD+vo5eC5rO9eyun0173W8x/sd75eXrvfvhY0wR1QfwUcP/SjTaqYxtXYqR1QdMeReoi58WmuKuWw5wJUnUeloLw+97A54HRQyabb7DxdQhkEsmSoPuaycNLkc6nr20klvnRDDiwTBAdTR0UF1dTUVFRWsWrWKf/zjHwPdJCHEMJZ7dSnrv/QlFDDuv39O8rTT+v0ebtbGXt+J8/ZS1PvPEmpfQMhbhak0jq4jHz0Dd+TJqENPwDr0UCKj4sQSoX36UpppK7D1/U4a13bSvCFL6+YMmdbe7wqLVFjEqyIkqiLUjk0Qr/a3eWMx2V/9F5FCKyE7i7IswoccQmTyZKKnzCA6YzrR6dOxqves901rzdbcVlY0r2B583JWNK/gjZY3yNrdz1ONiY9hYtVEZo+aXe7lm1g5EcuQv7oPZnaxQL6zc7uhmOUhmp0d5NrbywGvr5kxAaLxBLEg2NWOO4RDUkdSURmEu22CXTSe2O61IkIIIX+bDKCPfexj3HXXXRx11FFMmTKFE088caCbJIQYptJ/fZ6N11+PVT+S8b/8Zb8MBfWKDvbGDKUNGUrrO2DdQsLZBcSMl4ka/rNsTnQ6pbHXoGZ8gtDM46kI79tfS9rTtGzKsmFVK5vf6WDr+x1kO/znmgxTUT06zujDq6g9JU7N6DjVo+LEqyOE+nheMP/666z9r1uoP/ZYai6/ifDECYTHjUOF9nwIXM7Osbx5Ocubl/N60+usaF5BU74JAMuwmFo9lXMOO4eZdTOZXD2ZCZUTiFmxffpZiP3PsW3y6Y5gcpRO8sG6kO709zPd+7nOTvKdHdjFQp/XskLhoIeuikRNDSMmTCz34G27jqUq5dUHQoh9pnQfQwgOVg0NDXrx4sW9ylauXMm0aTuYfk0MKPndCDE4tD/yCJu/PY/o9Okcctd/Y9XW7vE1tO1R2pzB3pChtCFNaUMapymPxUYqzL8St/6KSRPaiOCN+SBq5icwpp8FqdH71HbX9WjdmGXrmk42vtXGxrfbyKdtAFJ1UeonVlI/MUX9xBQjxiUxQ7vXK+K0tvL+hXNRSjHh0Uf2uMcvZ+dY1riMV7a+wuIti1nRvAJH+z07E1ITmFk3k5l1Mzmq7iim1EyRGTsHAbtUJB/MiJnv7CSf6QxCXFfIC/Yz3aHPLvT9jB1AOBbzX1CeSBFLpYglkkGPXVeo83vsuoZnhiJRGY4phOgXSqklWuuGXdUb8H9OUkqFgNOAv2mt80GZ0kMpoQohxCCktablrrto+s87iM+Zw7j//ClGj+eYd3ieq7Ebc9hB4CttyGBvyYLr/7FtxDXJ6peIjfgjVudStDJQh58Osy5BTT4LM7x3z7MVczZtW3K0bs7SvD7jD/Vcn8F1glcjVEUYP6OWcVOqGTulmmTN3r3mQrsuG7/+ddyWFg797W93KwRm7Syvbn2VxVsXs3jLYt5seRNHO1jKYnrddC6fcTkNoxo4su5IKiOVe9Uusfu6eurynZ29Qty2++WQl+nEKRZ3eL1IPE4skSo/Z1c7bjyxZJJYspJoIlkOerFkimgyRSyZlMlThBCD3oAGQaVUGPhvoMbfVXVa6wclBAohxP6ltabpP/6Dll/+isrzzmX0d77T55BHrTVuS4HS+h6hb1MGbfvhS0VNwuOSJD84lkh1O+HGP6DefAjV3Aq1R8BH5qGOughSY/aobZm2Io1rO2lc00nj2jRtm7PlIZ4AVsRkxCEJZp46lvpDU4yckCRV1z8TXDT95x3kFv2D0bd9h9jMGdsddzyHd9vfLT/bt7x5Oe+0v4OnPSzD4si6I/nczM/RMKqBWSNmyUQue0hrjVMqUszlKOVzlHI5inl/e0dlxVy2V8jbWU9dNJ4glkoRTSRJ1NYy4tCJ5f1YEOL8dSro0UvKO+yEEEPSQPcIHsH/Z++8w+uorr39zuldvcuW3Cu2wXIDY9NbAEMIoSUxF0Louc79UggXQopJaDchpiUQIJSEEHoIPcZgAzY2BnfLXbZ6l04vM7O/P+aco6NiWS6SJTPv88yz9+w2M5alM7+z9loLCoEGYB+wUJKksBDilb4uIEnSD4AfAAwfPrxfblJHR0fnWEIIQcMDD9Dy5FOkX3E5+Xfe2SmQhBqWiexqI7y9lfD2VpRWzVIimQ2YC104Z+ZjKXZjLnZpydf3fQorF8Oq90AywPhvwIzvw4h50AdhJoSgvTFE1dYWKstbqdvVTtDb4deXVeSieEKm5tNX4CSzwIE7y97n9At9/neJxfC+9z7Njz9O+qWXkn7JJQghqAvUsaFJ8+vb0LiBrS1bCcma0EizpjE5ezKnDT+N6XnTmZoz9Wvt2ydHo0SCASLBgCbW4qp8NE0AACAASURBVMItIdqSAi5FyPUk8ISqHvBaJrMFi8OBxW7H6nBi96SRWVTcScTZPR4c7jTNYqeLOh0dHZ1ODLgQTN32KYTYLEnST4A9QoiAJElPAdkHs54Q4nHgcdB8BI/4Devo6OgcQwghaLj/AVqeeoqMK68g7847kSQJNSQT2txEcF0jkd3toAokixHr6HTc84qxlHgw5zmRjHHxpSqw9V/w2hKo+RIc2TDvJzD9akgr6tN91OxoY/vqeiq3tOBr0QJouDKsFE/IIK/UQ26ph+xiFybzkX9xVyMRQuvWE1q3jsiOHUR27CC6ezd+Q4x9p4yg8eJ8Ni29lY1NG2kONwNa6obxWeP55phvJv37hrmHHTN+XaqqEA2GiAT9mpUt4E9a2yLBAJFAvAwGU8YEiIYCyfFKH1IdmSzWuHhzYLE7sDocpOflY7F3nHetW+2OuOhzJOfqWy91dHR0Do8BF4IJEShJ0jxAAF8IIUKSJI0DbgB+M9D3pKOjo/N1QAhBw3330/L002RceSW5t/2c0CZN/IXLW0ARGLNsuE8uwjYuA8twD5KpS3CVaBDW/Q1WPgytFZA5Es7/A0y9AswHtoSFAzG2rapj84pqWuuCmG1GisdlcPxZwxk2IZO03P7JX6ZGo4TXryfw+WqCq1cTWreOmBylIg92T0hn91w7Oy50U2nyApWw8TFGpI3gpKKTkqJvbMZYzMbBLT5URSEc8GuCze8nHNCOSMBP2J9ST7YFkvVIKNhjDrpUzFYbVocDq9OFxeHA4fGQnl+QbLPa46XDgdXhxGK3dwg6hxOLza5Hu9TR0dEZJByVv8aSJN0HzAciwBZJkrYBFcAPhRA1BxssRpKkC4ALRo8e3S/3q6Ojo3Ms0Ph//0fL00/j+cYlmMddSu3dqxERBYPbjGt2AY5puZiLXT0LsUATrH4CVj8OoRYoKoMzf6NtAzX0brETQlC/x8vm5dXsWNuAElPJG+Hh9IUTGDU9t8fUDfGJKcJEdLQlzoXoXgoVEIholNCmTQRWryW49ktC6zeiRqJU5kpsnZHDppty2ehoISiigJ8sq5njMiZyccZ4JmeMZVL6aDxmZ+e12ys7rt/TtftSqioIRbOoitS60tEXv4YQgmgkSjAQJhQMEQyECAVCBIMhQqltwTChYJhwKEw0Euv1Z2E0GrHZrVhtVmx2Cy6blawCDzZbDla7BZtN67PaLNph7SgtVgtGY09RV7t+XMeAdu0QQBAIHOgjvQ8f+X16LThS6/TlUgN5PwcYM5jupcd1xGH0H87c/r63Lv39ufZh3xv77+tx7n4n6uNTkSQ489f7WWvwM+DpIyRJygD+DnxDCKFKknQJMAvwCyF+HR9zSFFDB2v6CJfLhd/vp6Kigs8++4wrr7yy1/EVFRWcf/75bNq0iS+++IJnn32WJUuWDNDdDhyD4WfztUEIUKIgR7RSiYIqgxJLKWPaC2mi3qlP7jyuxzY5pU/pqAs1+XKefLFPnqu9nNMxt7cxyZfsLs/brW9/QuJI9HGI8wbuek1bM2n8tB3LiDlYplyNwRDCblmDw7IKq2krEj39ewrtZylHQY0HapGMYLRovoCS1Ot9RhUb24Jz2Rw4g2a5BLMUYpx9OZOcH5Btqtj/MxwCQoFQq5lgvZVgg5VgkxmhGIgaBdsmqaydCJ8XmWiOi86SWIxZoTAzwhGmhiPkKwoDscFTFRCULfjjR1C2EFTMhGQzQcWcrIcU7VBEz+kuTJKCwxTDbozhMMawm2LYDDJWo4wtflgNnetWo4zZcGDfOx0dHZ3+YT9/Zfe7C2QIjJcM8L81+xl/9BiU6SOkjq+Zi4HTgQ+ANwE/cI4kSd8SQrx8sCJwqFgEKyoq+Pvf/35AIZhKWVkZZWUH/DnqDBWE0MSYHI6LsohWhtrAXwe+OvDXQ6BRE1kJwdPTkRBtiTXksPbCLofjoi/1fP9h0Y8oBlP8MIMxXkqGDtEgGQApXk8979pv6BjTW3/ij3K3OvFzCVKCoHTu623e4fYN9PWkTk2JiqqaCTUNp3WTAd/Kv2DMGU/aKafjzFuFLbMeySCAsSCN676mvxFq10PrHu08ZzwUTANHZs/PmnIvDa0uNu8pYnttHrJiJDvdxykjtzNmWBMWswOkiw772YUqiNS0ENhaS6C8huCOOkQk7p9WksmGb7r5rERmlaWZoJBxSGbmuoYz11nCbOdwCiyezusfVqlJ2Eg4ht8fxOcN4vd1PgL+IH5fgKA/RE8fcRabFYfTgT3DidvlIs/lwO504nA5sbvipdOJw+XA7nJitlq7rdGdPkjbPm3DHaB1BtO9DPg6fbnUgdYZbM/U09+HQ+w/nLmH1N91+MHM7+97O5z+g5y733EHaNcZMvSrEOxq2YvXW+NbQ78vSVKDEGK9JEkrgInAacDLB3sdIcSbwJtlZWXX9Tau7c1dRGsCB7t8r1gKnaRfMKpPY2+77Ta2bt3KtGnTWLhwIRdffDHf/e53CQS0e3r44Yc58cQTO8356KOPeOCBB/j3v/9NIBDg1ltvZePGjciyzC9/+UsWLFhwRJ9Hp4/IUc0/qm1v/KiEtn2akJNDHQIsVewlBNqBkAzgyAKjlU4CqFvdAEYzmGyahcaRDSardhjjpckGJkvHmERpNGuCrVNp7jjv1Gbq3Jcc00Of/qFw1BFCEKvyE1hdR3B9I0p7E8Hlv8WYlUPpi09gKTxAPK5dH8Ly/4O9n4A1DeYuglk3gDu/12mxiMKOL+rZvLyahr0+TGYDY2blMWleEbkl7iPi9xetrCSwciWBlSsJrvocpbUVAMvIkbgv+RZbjs/kQ8dePqxbQVCuJsuWxXnDL+K0Yacxq2DWISdtV1WFYHs7/pZmfC1N+Fua8Tc34Wtp1uotWr2nPHR2TxqujExcucPJGZeFKzMTV0YmzowsrUzPwO5Jw9RD6g4dHR0dHZ3+pF+FYEpgmJ8CViFEIhDMR0ABcKMkSY8LIb6UJOlR4C1JkoqEENX9eV9Hi3vuuScp6gCCwSAffPABNpuNHTt2cMUVV9B1a2sqd999N6eddhpPPfUUbW1tzJw5kzPOOANnHxJA6xwCqgreamjeGT92ddTb9qZsTUQTQ+nDwF3YWZCZbB1lQoh1FWgmG1g94M4DVz44sw/oc6Wj0xU1GCO4rpHA6jpidQEkswHbhDTa//F/SFKMkqf+3LsIrNsEH9ypCUFPEZx1N0xfCFb3fqcIIajd2U75qlp2rm0gFlbILHRy8mVjGTcrD6vj0MSNGgoRrawktm8f0X2VRHbtJPj5amJVVQCYcnNxzTsZx5w5eKeN5PWWj3h1x6s0tzTj9rk5Z8Q5nDfiPMryyjD24XdJqCqBtlbaG+rxNtbT3lBPe2MD3sY62hvq8TU3oSpKpzkGoxFnRibuzGxySkcx8oQZuDKzcWVm4c7Mxp2VjTMjQ49sqaOjo6MzaOn3raGSJN0E3ALUSZJkF0LcLoSolCTpbeBs4EFJkv4MnAREgYPeaNvXraF9tdwNFLFYjFtuuYV169ZhNBrZvn17r+Pff/99/vWvf/HAAw8AEA6H2bdvn+5nd7jEwlC3IUXw7YSmndCyS7PiJTA7IWsUFB4Px10KWaMhoxTSh4Mrr/MWRB2dAUAIQXSPl8CaOoIbm0BWMRe5SL9oNPap2dT/8g4i27dQ/MjDWMeM6XmR9mpYdjes+zvY0jQBOPM67QuL/eBtClG+qo5tq2rxNoUxWY2MPiGHiScVkj8q7aCtf0IIIlu34n3vfXzvv090z55O/ca0NOxlZWRefTXOObMxjShlVe0q/rHtHyxffhcA84rncdGoizi5+OQeLX9yNEp7Qz1t9TW01dXRVl9LW30t7fV1eJsaUGKdg6w40tJJy80jf/Q4xs05GVdWdlLguTKzcHjSOuVe1NHR0dHRGWoMhI+gH/gvYAvwoiRJ9wghbhNCbJIkaQ+wHTgTkIEFQgghSZJBCNFnj/a+bg0dbPzhD38gLy+P9evXo6oqNput1/FCCF555RXGjRvX6zidPiJH4atn4eP7Nf880LY3ZpRqIm/UqVqZONz5+tZHnUGB4o8S/LKBwJo65MYQktWIsywP54x8LEUuABofepj2N/5F9g9vxX366T0sIsOqR2DZ77RIK3Nuhnk/BntGj9eMhmR2ftnAtlV11OxoAwmKx2Uw8/wRjDw+F7P14K3Ykd17aHvlZXzvva9Z+4xGHDNnkHbhBZiHD8cyfDiWYcMwpqcD0BZu44Wdr/PP12+l0ldJpi2Taydfy6VjL6XAVYCqKngbGqisrqSlupLW2mra6mppq6/D19LUKaiQxe4gPa+AnOGljCqbRVpOHmm5eXhy8vDk5GC29v73WEdHR0dHZ6jT70JQCPGsJEkOIURQkqRrgb9IknSfEOKn8STyb8eFHACSJJmEEAfOSDsEcbvd+Hy+5Hl7ezvFxcUYDAaeeeYZlC5bj7py9tln89BDD/HQQw8hSRJfffUVxx9/fH/f9rGHqsCGf8JHv9O2eA6fA+fdD3mTNOveIM8TpvP1RKiCyK42AqvrCG1pBkVgKfGQ8a1h2KdkY0hJwdD02GM0PfIIad/8Jtk33NB9sfot8MbNWiL4cefBOb/TvgDpgqoKqstbKV9Vy+6vGpFjKul5DmYtGMm4Wfm4Mw9eLAlVJfDJJ7Q89zyBFSvAZMI5Zw7ZN1yP6/TTMWV0FqJCCDY0buDFbS/y7p53iapRTsg9gR+Mv5bJ0RLaKvex7rO/88G+ClprqpFjHX64dk8a6fkFDJs4mbS8AjLyC0jLKyA9vwC723PMJILX0dHR6QtCCIQAVQhUAYLO56oQWiw6IbQ68bbUMap2LkiZkzJfjc+HLuumzu9p3fgYra2HdUX3++86RsTHdJ2jHsIYVd3P83UZLwH3Xzr1aP5YD4sBiRoqhAjGyx2SJN0APCJJ0u2ACy1/4OMpY49JEQgwZcoUTCYTU6dO5eqrr+amm27ikksu4aWXXuLUU089oK/fnXfeyaJFi5gyZQpCCEpLS5P+hjp9xFcHz10MDVsgfwpc9TKMPkO39OkMWtSwjH9lLYHVtSitEQwOE645hThn5GHO6/43o+nPj9P4xyWkLVhAwW9+3Xn7ohKDT/4AH98HNg986ymY9M1u//9b6wKUr6xj2+d1BNoiWB0mxs3OZ/ycAvJGHLyAkltbiZSXE9q0ifZXXiVaUYEpJ4fsH95KxmWXYcrK6jxelfmy/kuWVS7jw30fUhOowSZZmSVN4LiGbAwrW9jV+jS74uNdGZlkl4xg+HHTyCoaRmbRMLKKhmFzuQ7qPnV0dPofIQSKKpBVQUxRkRVBTFW1NiXeltKnCJF8KVdU7aVcia8h4m1qyot56rmSEDVqfJ3kC75IGZeybooIUlKEQHJ+4j6ESD5HYs0Drd9t3cQ40fFvknymxPOoHYJNVXsWMAlRlRBo3UQPnc91umOQwCBJGCQJKVmn49wgJduklD6DJGE0DO33xwHNI5iIIipJUjZQDWwEZh+u+EvxEbxux44dnfr0XHWDlwH/2QgBL1wBu5fBRY/BxIt0vz6dQYsalvF/WoNvRTUiLGMdlYZzZj72SdlIpp7/3zY/+SQN9z+A54ILKLznd0jGlO2arXvhn9+D2nUw+RI49z4tMFEK3qYQH7+wnX2bm5EMEsMnZjJudj4jpmZjMvd966eIRml/6218775LuLwcub4+2WebMoXM734Xz9lnIVk6fPlUobK2fi2vb3+NZfuW4VP8mISBohYHRdUWSuuc2ISFrKJickpGaEfpSHJKRuDwpPX53nR0hiqqKogqKhFZRe4ilmRVJaaIpKiSFYGsqMTUeBkfkyq0UtsTczvq8THJOd3nd7t2t/X3P3awI0lglKS4AIjXU8+TwkATAlK8zSh11FP7DSliInWMNlfCmBAW8TUMhg6h0SFIUgSIQRMkEnQRKB3XkiSQSBUtncdIXeekiCBpP3MSfVIPc/qybsf8rnO6i6yexvQo0vq4rrGXMccigzKPYEoqif8G1gCnCCFkSZKMQoje90X2vu6Q9BHUGWDWvwDb34GzfwuTv3m070ZHp0fUiIz/kxp8n1QjQjK2iVl4Th+e9P3bH81//asmAs87j8Lf/bazCNy5FF65VouE++3nYOKFna+pCjZ8WMnn/9qNJEnMvmgk4+cU4EzrS666DhSvl9YXX6T1ueeRGxowlwzHMWsmtnHjsU0Yj3X8eEyZmZ3mlFdt5MV1z/Nh8wpa8GGWJYbXOSirz2GSZTQjxkym8PwJ5I4YRVbxMD0Kp86AI4QgHFMJRmVCMYVwTCEcUzVRFi+jcvxQlE5tEblzGVWU5NiONq2ePJeVbvOjsiaoBgKzUcJkMGAySpiNBkyGeGmUutQNybE2c09j4/2d6gbMBq1MrJfa19P8hDhKCq6kIOtZlCWEUId4I6WvY46UOr5L/7EqDnR0ujKgQjCFTcCv4iLwmPUJ1BlEtFfDO7dp/oCzevCZ0tEZBIS3t9L6yg6U9gi2CZl4zig5oAAEaP3nP2m4517cZ59N4X33Ipnif9pVFT75P/jwbsidAJc9r0W+TaGpysey58pp2Ouj9Lgs5l0x7qB9/9RIhMYlS2h74R+owSDOE+dQcPfdOOee1O2FKhIMUrV1Iys2vMdrvqXsTmsBAUXNDhaoUzm1cD6l50ylcOx47G7PQd2Hjk4qUVnFF47hC8t446UvHMMblrW2UEdbYow/IhOMKoSiCqFYR3m4WIwGLKb4Ea9bTZ3bPDYTVpOxo72ncfH2hFgyxwVbV4FlTgq53kRddwE21Le56ejoHBwDKgQTW0OFEC/Gz426CNTpd4SAf90KagwWPKLn6NMZdKhhmfa39hBYU4cpx07OjVOxlvRNBHnfeYe6u36Jc97JFN1/X4cIjPjg1eth21sw+Vtw4RKwdPgUClXw1Qf7+PyN3VidJs76/iRGT8896G/CY7W1VP3wvwlv3Ijn/PPJuvYabClbvoUQNFftY9fa1ez+cg0bGtaxblQbVbkhbG4zC2yn8O2JlzNpwkzd2vc1IhxTugu0kIw/EiMUVYjIKuGYSkTWrG9hWbO0aWWiv3MZTTkicYvagXBajLhtZtw2Ex67mQyHhaJ0I3aLEbvZiCNe2i2mZN1m6RBrVqMBq9mAxWjsJNY6iTmjAYMusHQOARH3IZSFSB6xZB1t223cZzLZrmp9ajwQjJLwESTFfxBt3eQYIeL92niROibZ17GOkuKbmFin0zUSY3roE6AdKX2CjntJ9CfWSYwjfn8iZb1e+7qsd+B/a4gIlagqiKhaGUvcb3IdkRybWNcowZa5xx2Bn/bR4WhtDU2cH/7XbPQ9j6DO15Qvn4VdS+Hc+7tZQ3R0jjaaFXA7ijeKe34xnjNKkMx98131r1hB9U9/hn36CRT/8Y8dPndyBP5xJVR8Cufco1nBUwReyBflP3/dyr7NzYw6IYdTrhyPzXXwIiy4Zg1Vi36ECIUofvgh3GecAYCqKFRt3cTONavYtXY13sZ6mt1RNh0fYc+oFjwmF7dMuoWrJl6Fy6IHdBlqKKroZEXzhuRulrektS3S0e9Nscj1RaQBmAwSNrMRm9mgWcvipc1swGYy4nSasMXbO1ndTAZcFlNS4CXEnttmwmMz47GZcdlMugVsiNOTUJJTznsSSJ3a9iOoknVVWz91fEwVPV4vtb1jfvfrxVLupdPYlGsm1o0Noegumr8iGON+iRIJ38eOOoCBuG8fcT+/+FytTUqukxin9SfWTOmLz+nUl1JP+gLS93iAHsmMzShhkSQsBgNmqeMeEs8opd5z/H6GMkdra+gRRfcR1Nkvbfvgvf+F0pNhxveP9t3o6CRRowrtb+8hsKoWU66d3JumYRnm7vP84Nq1VN36Q6xjRjPssccw2O3xhRV49QewZzlc/GeYenmneTU72nj/L5sIB2TmXzGWSfOKDikBfOvf/k79PfdgKS6m+NlnMJeWsnfDOrav+oQda1YS8rZjMltwTxvNjnkyn4W+wm1xs2jyIi4ffzlOc+9RknUGDlUVNAUi1LSFqWkL0eiL0OTXjkZflLZgtJPAC0QP/B2u3WxMEWEm0h0WhmU6cNvMeOyaGEuIstRxLqtJs7qZNaubyagH9DpSqEIQjYuMaFyMROPCIyF+EvWoqiIL4mWXcWpCZJEULx2Chrh46iyI5G5iTSCrPQu21HX3d61UEXY0MEsSJglMkoQ57o+otaUe2hcZqe12g0Eba6DLWG0dU+q68QAnHe2JNnpoi1/H0DE/IYoMkAyUYiAlMA2pZXxMvM1IlzEp62jCKr5OyjV0v8qhyTEhBHW+xggBzbtg32ewbxXUroeIF6JBiMUPiyu+JVR/odAZHEQrfbS8uA25OYTr5CLSzirtsxUQILxtG5U33Ig5P5/hTzyB0R0XkELAOz+DLa/DWYs7iUAhBF++t5fP39iNJ8fOJbdMJecghGfy2tu30/j7P+D/6COc8+djuuVGPl3xH8rvWU7I247ZamPkCTMomDGN9w1reWbnyxiiBq6ZfA3XHHcNHovu93e0CMcUdjb42VbnY3u9j/I6HxXNAWrbwkSVzhY6gwSZTgvZLisZDgsjs11xi5om5NwpQs6TIuQS7eZjWMCJLqIpliqwUoRWqnBKlFGRGNchtLqulRy3n7aeRZxKTIVYfGubLLoKO22bXX+TECHGFIGSaEsVTalticNqMGj1LiLJKNFZ7KQIJGMX0dRpXUMPwqyHdRPjOgk5Q2dBlnr/uugZWgghiMgqoahCOLHVPKYkfYETQaCC0USbnKyHY0oyaFNEVpJBnSKySiSmBXVSVcFHPzn1aD/mIaMLwQHC5XLh9/uP9m0cG4TbYccHsO1t2LMCAg1auyMLiqaDfTJYHGB2aD5Ro8+EjJKje886OoBQBL6PKvEu3YfRbSH7+8dhG5V+UGsofj9VP/whBrud4U892TkH3/IHYM0TcOKt2hFHjip8+Fw5O9bUM7osl1O/Mx6L7eD+/EcrK2l86CG8b/6bqMdN6yUXUBHy0bz4fzGaTIyaPovxJ82nZOrxvFf9H/7ni9/SFmnjotEXcePUG8l35h/U9XQODiEEzYEoNW2hpGWvtj1ebw9R0xaiwRdJ5hGzGA2MznVxXFEa50zOpyjdTmGanYJ0G7luG5lOy5DYNinioisS9+sJx8uIKggqKgFFIaCoHYeceq4kx0dVTSxFhDY31U9IW7+jvb+365njgsMSFx8WQ0dpjgsTc7xuM0q4JQNmg6lTn0XSAsCkrpE6z9zDWl3bLHFB1FHGA9L0IJASwkoXSDoHQ0Kk+SMygYgcL5VkPRiVk8ItHFOTUXsTvsMd4k4hFNPEWfexB/8ViNkoJXcm2MzGTn6/VpOBdLsZi9uabBNCDNn/+7oQ1BkaBFtg82tQ/pa25U2NgTMHRp2mRQItORGyx+qJ4XUGLXJziJYXtxHd58M+LYeMBaMx2A/uT7AQgrpf3EWssoqSZ5/BXFjY0bnmL7BsMUy5HM74dbI50Bbh7cc20LDPx+yLRnLC2SV9/sASQhDetIm2V16h9ZVXaXbbqZ03kypvC2LnFgrHTuCM79/MuDknY3O52Ovdy03Lb+Xz2s+Zkj2Fx898nHGZ4w7qGXX2T0RW2FHvZ2utl8qWINWpgq893M3vzmY2UJhmpzDdzrwxORSm2xmT52J8vpvSLOeAbrsUQhBUVfyyik9R8MmaEPPJCj5FxS8r+BUVX6dSwS+rBFU1KcTC8TKSLA9elEmAy2jAYTRgMxiwGgxYDZpYshgkPEYjFrNWtxoMWrskYYvXzQYJa6rQipc9iaukiIuP69SW0meO+yOZdDGlM8hIiDVNbHVY0pJWtVj3KLuJMpgcpwm8hOBLir6ognIQv8OWeHAmmzkeuClet5mMpNnN2NzW7n3Jo/s8RyIIlEULDJU4P5Z3NHTlmBCCfQ0W884771BXV3dEr52fn8+5557bp7F+v58FCxbQ2tpKLBZj8eLFLFiwgIqKCs455xxmzZrFV199xdixY3n22WdxOBwsXbqUH//4x8iyzIwZM3jsscewWq2UlpaycOFC3nzzTWKxGC+99BLjx48/os921FFVqFgBXz4DW98EJQqZI2H2jTD+fCgu0yOA6gx6hBAE19TT9u9dYJDIvHwcjmm5h7RW28sv4337bXIW/TeOsnieWH8DvP0TbTvo6DNhwcPJbdANe728/dhGIiGZc68/jpHTcvp0v5Hycrxvv4P33Xfx19ZQlZ1O9dQx+GMR7EqU6d+4iCmnn01GQREAUSXKn9b/iSc2PIHVaOXO2XfyrbHfwiB9fT5MjzRN/ghba71srfWypcbL1lofuxr9yVxyBgnyPDYK0+1MLkrj7En5FKRp54kjw2E+LFEhq4LmmExLTCYQF2cJ0RYRWuLyxDbEsCrwygpeWcGnxEtZ7dTWlzziJgncRiMukxGX0YDbZMRjNGK1mJKCzRYvezq3pJw7DAacRgMukxFnXPg5jUbs8RxyOjrHItH4NkhfJJYUX6kWN384Xo+m1COKFrE3phKKb5UMpaRROdjvWwwSyWi7dosBu9mI06oFa8r32HBaTbisWptWN/XYlozUGz+Gwi6FocYxIQSHSrAYm83Ga6+9hsfjoampidmzZ3PhhVpi523btvHkk09y0kkncc011/Doo49yyy23cPXVV7N06VLGjh3L9773PR577DEWLVoEQHZ2Nl9++SWPPvooDzzwAH/5y1+O5uMdOXz1sO5vWrTP1j1gS4Oya+D470LeJN3qpzNkUPxRWl/dSXhLM9aRaWR8exym9INL0p4gvH079YvvxnniHLKuu07zB1z/Arz7c80X9rQ74KRFYDQjVMGm5dV89spObG4zl/zkBLKLD+wPGK2ooOaOOwh+sZYWj5PqMaXUZNtQVZXiMWOYd8a5jJl5IiZzR4TRNXVr+PXKLi73UwAAIABJREFUX1PhreCc0nP46YyfkuM4sODU0aJvVrYE2dMcoKJJO3Y3BdhW56PBF0mOy/fYmFjo4YyJuUwo8DChwENJpuOQLXoBWaE6EqM6HKUuGqMpKtMYlWmMxrQyptVbY0qfwq6DFizCYzJqws1kwG00Umg1M95pi7dpws6TIvBcRiOu+NhEadVFms4xjKKKpCWtu0VNJhRV49shU6xvMYVwtAfrW1fLW7wu91G1WUyGuAAz4rKacVk1q1qBx4bdYoxbzBLpUzpKR7wvkV7FltKeGGMxGvTf4yHCMSEE+0pfLXf9hRCC22+/neXLl2MwGKiurqa+vh6AYcOGcdJJJwHwne98hyVLlnDmmWcyYsQIxo4dC8DChQt55JFHkkLwm9/8JgDTp0/n1VdfPQpPdARRFdj1Iaz9K2x/F1QZSubCKT+HiReC2X6071BHp88IIQhtbKLtX7tQQzJp543ANbcI6RC/zVSDQap/9D8Y3G4K770XKVAPb9ys/c4Mmw0XPgQ52t+JlpoAy54vp253O8XjMzjzmkk4PJbe71dRaHnuOeoe/COV2R4qT5yGN+DDZjUxbf7ZTDn9HLKKh3Wa0xpu5fdrf8/rO1+nyFXEY2c8xtyiuYf0fF8HglGZ8jofW2q8bIlb+crrvIRjHds5XVYTpdkO5o7JZmKBh4lx0Zfh7P3nl0pEVamLxKgOx6iORKlJlHHhVxOJ0S53j/rpMBrIMZvIsZgYabcyK81JtsVEjsVMplmzyiWsdC6TEZuhY0ujRfcP0zkGUVVBKKb5qwWiSnJLYyC+zTEY1Sxpwbh1LRhROvVrZUc9GFX6nDYlFYvJ0E2QOSxGXFYTOS5rcmuj3axZ3xwWLfJu0spmS7G0xVOqOK3HdkAnnb7ztRKCR5u//e1vNDY2snbtWsxmM6WlpYTDYaD7B6gkSYgDOKRbrZplwWg0Isty/9x0fyNH4YunYOXD0F4Jjmxt6+cJCyF7zNG+Ox2dg0ZuCdP2xk7C21oxFzrJvvY4LAWHlyqhbvHdRHfvZviTf8FkjcHT52lbQs97AMquBYMBJaay9t0K1r67F7PNyOkLJzBudv4BX86jFRVU/Px2tlXvYe/4YUSESkFhISeeeR5j58zFbOlswRRC8Paet7ln9T34o36unXwt10+9HrtJ/7ImgRCCDVXtfLqrKSn89jQFkoFaPDYTEws9XDmzhPH5bkbkOCnNcpLtsvT681KEoCEaoyYcoyou8mriIq8qLvIao90/CzLNRgqtFobZLMxOd1FoNVNks1BoNVNgNZNtMeE06tvsdYYuCdGWaiXzRzRxlgg60lnQpYq2jvZgNDFPJhhT6GtcIIvJgNPSIbYcVk2I5bqtHW2WzkIu4aNmt3T4q3Xu07dD6vQ/uhAcQNrb28nNzcVsNrNs2TL27t2b7Nu3bx8rV65kzpw5vPDCC8ydO5fx48dTUVHBzp07GT16NM899xzz588/ik9wBBFC28726Cxo2Q0lJ8FZv4Fx3wBT37/91tEZLAhFxbeiGt/SfSBB2jdG4jqxEMl4eB/i7W+8Qfurr5J14w04jxupicBAEyz8l+YnC9TubGPZ8+W01gUZMyOPuZeOObAVMBaj8s9/Yu0bL7M33YlSkMWIaScw86JLKR4/qcc5LeEWFq9azAd7P2BKzhTumnMXYzPGHtbzHUu0BKK8+mUVL31RxbZ6HwDDMu1MLPCwYGoREwrcTCz0UJRu71XwBRSFcn+Yjf4Qm/0htgfCVIWj1Edj3fKmOY0GTdhZLUxy2SmyWii0mZNlodWCQ//mX+cokhpspKfgIl23SSaCi4SianyM3CnwSOpWyGB8jYOJDClJJIWZy6qJNqfFRF7cd61D0GmlI+675rB0+K25Eu0Wk7YV0qT/jukMTXQhOADIsozVauWqq67iggsuoKysjGnTpnUK7jJhwgSeeeYZrr/+esaMGcONN96IzWbj6aef5tJLL00Gi7nhhhuO4pMcIaIBaK/WXmaNFrjqZRh9hu77pzNkiez10vrqDuT6ILaJWaRfOOqQfQE7rbt7D7W/+jX2sunkLLwUnrkA/PXwnVehuIxISGbla7vYvLwad6aN82+ZSsnkrAOuW/vhUj57+A/sM6qITDdjps9i9mXfIadkxH7nLNu3jF+u/CW+qI9FJyzi6klXY/waBmuKKSr7WoLUtoWTSdeb/FF2N/pZtq2BmCKYOiyd3158HOcdl0+6o3dB3hiNsdkfYqNPE32b/CF2BSNJ37x0k5HxThtz0l1JK17ColdkNeMxGfUtmTqHhayoBLv6oaUEC0n0hfYr1uT9Ros8nGAjDoupRz+1XLe5k2UtEUwkYXFL1BOWOGdc6CWsdDaTEYNuZdPRAUA60PbDoURZWZn44osvOrVt3bqVCRMmHKU70li/fj3XXXcdq1ev7rG/oqKC888/n02bNg3wnQ0wcgS8NRBuA4OJrfVhJkw+Hoz69xE6QxM1GKP93QoCq+swpllJv3AU9kkHFmJ9WjsSoeLblyHX1zPi709ifue/oG0ffOcVKDmR3esaWf7CNoLeKFNOG8bMC0YcMDdg3eaNfPLg/extb8YAjJ04hRNvuJWM/ML9zmkMNvLHL//IG7veYFzGOH578m+/NlbAiKywZk8rq3Y3s6PBx67GAHubA8S6hL80GyVy3TbOmZzPt8uGMS6/e2AeVQj2hqJJK98mX4hN/iD1KVs5i21mjnM5mOSyM9llZ7LbTpH18CJ/6gxtVFUQlvcTsr8XsZYUavFcax1iTe1mYev6/7kv2MwdvmjJQCJdfNhsXbZB2lPEWtcAJPaUrZE2i0EPNqKjc5hIkrRWCFF2oHHHxBt4X9NHHA3+9Kc/sWTJEh588MGjfStHD0XWrBiBRs3q58oHVy60btdFoM6QRAhBaH0jbf/ejRqI4ZpbhOfMEgzWI2cha7j3XiLbtlH8u9swv3MNtO6Fq15CLpjFx89soXxlHVlFLs69cQp5pZ79rqOqCru++JwvXvwbNVV7MSoqEwqGMfdnd+DpEgAmldZwK09vepoXyl8gpsa47rjruHHqjZiN5v3OORaoag3y8fZGlpU38tmuJoJRBaNBoiTLwagcF2dOzGN0joviDDvZbivZTiseuyn50iqEoDEaY28oyvZAmE1x4bfZH8KvaNvXjBKMddiYl+nWBJ/LziSXnXSz/vdwKCErKhFZJSqr+xdr+9kK2cmqFlPj2xzlTiH7Q/HE2AeLxWjoEGopFjKHxUSWq4to6+azFrewWYw4eowSacJqMugWNR2dYwTdIqjTfwgBwWbNCigUcGSBO1/bDor+s9EZmshNIVrf2ElkRxvmYhcZF4/BUuQ6otfwvvse1YsWkXn6ePLyloMtHb71FN60mbz750007vNRdl4pZd8oxbgf/6+w38+mZe/z1Xv/xtvYgC0qM0qRmHXHr8iYOXP/1456eXbzszy35TlCcojzR57PDVNvYLhn+BF9xsFCTVuIVbubWbmrmVV7mqlsCQFQlG7n1PE5nDoulzmjsnBYOos0WRXsDkXY4g9RHgizLRCmIhRhbzhKUOl4eXcaDUmhl7DyjXXYsOl+ewNKVFZp9Eeo94Zp8EZo8IWp94YJRBQisuZjlhB1EVklElOIKiqRmEpE7qinth1CLvtOWx7tFgMOs6mT6OrJUtZTyP6uQi7VKneoaUV0dHSOHb5WFkGdQYiqaNvYwm1gcUFasZ4CQmdII2QV38dVeJftQzIaSF8wCuesgkNOCbE/opWV1N7+c2x5ErmZH8KUq+CsxVTuhfd/+wWqKvjGTVMonZLd4/zmqkq+evdNNi9fihyJkC2ZOKGijjHzT6PgF3dhdPUcwTSmxnhp20s8tv4x2iJtnFVyFjdNu4lR6aOO6PMNBnY3+nl7Yy1vbaxja60XgHSHmVkjMrnmpBHMHZ3N6FxX0spXF4mxqtnL1kCYrXHhtyMYJhJXAkYJRtqtjLBbmZvhosRupcRmYZTDRqndgkHf4nZEEUIQVVTCUZVgTIv06A3FqPdGaPSFqffGBZ+vo2wJRLutY5C0lB0WkxGryYDVrG1JtJq1c5fVRJbTgNWkBQOxmgzJMrVNm9uDVa2HrZD6lkcdHZ3BhC4EdY480aCWCF6JgrsAXHl6IBidIU1kTzutr+1AbghhPy6b9AtGYvQcfjCYrghZpuYHV0EsQNEZVqQrX0ctnc9XH+zj8zd2k1Hg5NzrjyM9z9Fpnqoo7Fm3lq/efZO9G77CaDIxqnQ0+Ss+x+0Pkv+LO0m/6KKerykEK6pX8MAXD7CnfQ8z82fy47IfMyHr2LLW72r08/aGWt7aWEt5nRbRc3pJBv973gROGp3N+Hw3BoOWtmd7MMJzNc2sag/weZuf6kgsuU6+xcwEl42TM7KZ4LIzwWljjG7h64SqCgJRmUZfhNr2sHa0haj3hfGGZLzhGL6wjDcUQxUCq8mI1awJKrPRoAWVVlRkVSCrgkgsZbtl3B9O6cUcZ5Agx20l122jOMPOCSUZ5Lqt5Hls5Hm09lyPlSynVQ/Nr6Oj87VGF4I6Rw4htEig3mowmCBrDFiP7JY5HZ2BRAiBf3kV7e9WYEy3knX1JOzjM/vtes2/+AGhPY0UXj4Jy8+ep3JXmE/uXkNLTYBRJ+Ry2vfGdwoI01S5l80fL2XrimUE2lpxZmQy+5wLyflsNcorb2GbNInCv96PdWTP0UCr/dX8ZuVv+LTmU0o8JSw5dQmnDDvlmLFY7GzQLH9vp4i/spIMfnH+RM49Lp+CNG2XQntM5s2mNpY2e/mw2UdTTAvgkmsxMSvNxQ1pTia57Exw2cg4xv34VFXQEowmt1DWe8O0BKOEY2pSkIVjardk2YGIllw7ENECkfREusNMut2M22bGYzeR43JhNErJrZaRmIo3JmOUwGTUhKHTaMAST5rdNQ+bPSXvmtumhf/PdVvJcukCT0dHR6cvHNufaDoDhxDgrdKEoNUD6SV6IBidIY0aVWh9eTuhDU3Yp2STccnYIxoMpiuh15fQ+NpneCZnIq5/hrf+spOKDU14sm2ce/1xjJiWjSRJtDfUs3PNSso//Zi6XTswGI2MOH4Gk04+hbSN5bQseRRVksj7+W1kXHUVkqnn38P3Kt7jV5/9CoHgpzN+yuXjLh/ygWC84RgrdzXzyY4mPtnZxJ6mAJKkib+7LpjIuZMLyE+zJa1+r+5r4D/N7axuD6AIyDAZOTXLw8kZLmanuSi1957gfSgSjMrUeyM0xLdM1rSF2NcSpLI1RGVLkOrWEFGl5wAlVpOW+DoRiCQRlj8/kX8tfu60avnWslwWCtLsFKTZyE+zYTN//dKN6Ojo6Axm9Df1AaKuro5FixaxZs0arFYrpaWlPPjgg4wdewyEYRdC8wcMtYAzBzxF+lZQnSGN3Byi+bktxOqDpJ1bimtecb8KAnXLB9T89iFMLiv7LvwD6xZ/gdFkYM7Fozju1CLa66tZ/fpLbP/8Uxr27AIgp3Qkp3zvOibMnQ87d1H3m8U0l5fjOu008u+8A3NBQY/XCsaC3LfmPl7Z8QpTcqZw78n3Uuwu7rdn628qW4K8u6mOdzfXsa6yDUUVOCxGZo/M4uoTSzlncj55HhshReXTNj8Pbm9iabOXyrDmMzbRaePmYbmckeXhBI8T0xC2JMUUlbr2MDVtIWraQ9S0haluC2nnbSFq28L4InK3eekOM8MzHUws9HDWpDwK0+zaFkqPjTyPjUyHBZtZ923T0dHROdbQheAAIITg4osvZuHChfzjH/8AYN26ddTX1x9QCCqKgtE4iL9FFSq0VkC4XfcH1DkmCO9spfn5cpAg+78mYxub0b8XrF1P/c9vIOq1sH32dVR+5mfEcQayi1qp3vwZn7+ymWB7GwAFY8Yx7zvXMGbGHNLzC4g1NNBw92/x/utNTAUFFC35I+4zz9zvC/u2lm38ZPlPqGiv0NJBTLsRs2FoWQGFEOxq9PP+lnre2VjHxup2ACYVerhx/ijmjsnmhOEZWEwGqsJR3mn28p+KGj5t9RFSBXaDgXmZLn5YkstpmR6KbL0nfB9MqKqgui3EzgY/la3BuMgLU90apKYtTIMv3C2SZabTQmG6jdIsJyeOyk5un8zzaH5y+Wk2PLah9X9AR0dHR+fI8LUSgtu3/waff+sRXdPtmsDYsXf2OmbZsmWYzWZuuOGGZNu0adMQQvCTn/yEd955B0mSuOOOO7jsssv46KOP+NWvfkVBQQHr1q1jy5YtPP/88yxZsoRoNMqsWbN49NFHMRqNvP/++9x1111EIhFGjRrF008/jcs1QH55qgIteyDq06yArtyBua6OTj8R3NhIyz+2Ycq2k/29iZiy+jnS7a5leB+8jrZtFmoKxlBjrYLISsqX+wFwZ+VQMuV4iidMZsTx03FnapFCRSxG85NP0fTII4hYjKwbrif7Bz/A4HDs91LvVbzHHZ/cgdvi5vGzHmd2wez+fbYjiD8i89nOJj7a3sjH2xqpbtNSPEwbls7Pzx3PuZMLGJ7loCYcZWWbn5d3VrOyzc+uUASAEpuFKwuyOCPLw5x016AO7KKqgkZ/hH0tQfY1B9nXEmRvc4AdDX52Nfo75ZWzGA0UptsoTLczd0w2hel2iuLnhel2CtPs2C2D+ItEHR0dnUGMEIJYLEY0GiUSiRCNRrvVZVlmZi8pmQY7x4QQHMwJ5QE2bdrE9OnTu7W/+uqrrFu3jvXr19PU1MSMGTOYN28eAKtXr2bTpk2MGDGCrVu38uKLL/Lpp59iNpu56aab+Nvf/sZ5553H4sWL+c9//oPT6eTee+/l97//Pb/4xS/6/6GUGLTshlgQ0odrOQJ1dIYw/s9raXt9J5bhHrIXTsTg6D8rieJvIvDPm3HufI/aFXkEbSY2ZMu4LS2MmDqb4omTGTZxMp6cvG7WPSHLVC36Ef6lS3Gdcgp5P78NS0nJfq+lCpU/r/8zj65/lKk5U3nw1AfJtvecemIw4Q3H+GBzPW9trGXFjkZiisBpMXLS6GxuOnUUs0Zn02gUrPMGubuuga+2B9kX3+7pMRmYlebiu4VZnJ7lYbTDOmi2NcYUVQuyElUIRjR/vfI6L9vrfWyr87G93t8p2IokQWGanVG5LmaPzGJMrovRuS5KspxkOS16Ym8dHR2dLqiqSiQSIRwOE4lEiEQixGIxZFlOltFolHA4TCgUIhwO93hEIhH6km99xowZg+Yz5mA5JoSgEOJN4M2ysrLreht3IMvdQPPJJ59wxRVXYDQaycvLY/78+axZswaPx8PMmTMZMUKL9Ld06VLWrl3LjBkzAAiFQuTm5rJq1Sq2bNnCSSedBEA0GmXOnDn9f+OxMLTsAkWGjBFgT+//a+ro9BNCCHzLKvG+vxfbuAwyr5qAoR+sKLFwmL0b19G+4inGt7yOyxhh4+pizGEVy23/j2vP/wae7JwD3mvtXXfhX7qUvNtvJ/N73+11fDAW5I5P7+CDvR9w4agLuWvOXViMg3crpKIK3t9cxytfVrN8eyNRRaUo3c7VJ5Zy4tgc5HQLn7X7ebrVz4837CDx8VxkNTPN4+D7xdnMSXcx0WXHeJQ/lGOKyo56P5tq2tlc3c6mGi/ltV4C0Z4jama7LIzNc3PZjGGMynEyLNPB8EwHRRl2rCbdqqejozO0URQFWZYP+jjQvFgslhRtCQEXjXbPG7o/LBYLNpsteXg8HnJzc7HZbFitVqxWKxaLBYvF0mPdaj3yqaQGkmNCCA52Jk2axMsvv9ytvbdvGZxOZ6dxCxcu5He/+12nMW+++SZnnnkmL7zwwpG72QMR8WuWQEmC7NFg6Tk5tY7OUECogva3duP/tAbHtBwyLh2LdAS3DXqbGtj95RfsXvs5+zZvYF5mOdMza/Ba81hadT5FVe/i+vZVDL/66j6t1/j7P9D+yqtk33TTAUVgXaCOH374Q8pbyvl/0/8fCyctHLTfWMYUlTfW1fDoRzvZ3RigIM3Gd+eUcPKkXCrMgn81tvOn6hpiVQKLJFGW5uR/SvOY5nYwzeMgx3J0fdz8EZmdDX4217SzqdrL5pp2yut8RGVtG6fTYmRSYRqXlg0jy2lJRth0WExkOS2MzXeT7RraLxM6OjqHjxACVVU7HYqi9Hp+oDGJ+tFu64tl7UCYzWZMJlPyMBqNmM1mrFYrmZmZSfGWWibqibmJMiEAB3UcjgFAF4IDwGmnncbtt9/OE088wXXXaUbLNWvWkJGRwYsvvsjChQtpaWlh+fLl3H///ZSXl3eaf/rpp7NgwQJ+9KMfkZubS0tLCz6fj9mzZ3PzzTezc+dORo8eTTAYpKqqqv8ikQZbtOigRgtkjQKT/uKiM3RRgzGa/7GNyPZWXCcWknb+SKQjsM0uEgyyfdUnbP74P1SXbwEgPa+As2dnM6GpBrXs+6xvv5q013+ElJlN0U9/1Kd1m5/+K81PPEH65ZeRfestvY5d37ie//7wvwkrYR4+/WHmFc877OfqD8IxhZfWVvHnj3dR1RpiQoGHB684HkO+nVcbWnl8bzUxIRjrsHFdcQ7zMl3MTHPhGGAfv3BMoa49TJ03TL03TF17mL0tQXY3+tndGKDBF0mOTbObmVzk4b9OLGVSURqTCz2UZjn1LZw6xwxCiKRg6ansre9Izjlac/v7egONJEkYjUYMBgMGgyFZP1Cb2Wzu07hEPVXAHcphMOiRi/sDXQgOAJIk8dprr7Fo0SLuuecebDZbMn2E3+9n6tSpSJLEfffdR35+fjchOHHiRBYvXsxZZ52FqqqYzWYeeeQRZs+ezV//+leuuOIKIhHtRWTx4sX9IwTD7dC2FywubTuoniNQZwgTrfHT/PxWlPYI6RePxjWr51QLfUVVFfZt2sCWj5eyY/VK5GiEzMJi5l7+PcbMOpEMqRnpybNgxDx25/+YlsceYWygmqLf/hGj68BW9fY33qDh3ntxn302+Xfe2euH4Zu73uSXn/2SXEcuT579JKPSRx3Ws/UHzf4Iz63ay3Mr99IciDJhVAZXnFFKtRn+p62JYItKnsXEtcXZfCsvg0ku+4C8AMiKyp6mAOV1PsrrvGyr81Fe56OqNdRtbLrDzMhsJ/PG5jAyx8nIbBeTCj0UZwzMveocfYQQPW5f67qVrbfzwSI+DmbO0RArh4skSUiSlBQTibKntgOVqXWTyXTIc3squx6pgqqn8wONOZBISxw6X1+kofgLvT/KysrEF1980alt69atTJgw4Sjd0TGCqkLjVpAMkDNOK48A+s9G52gQXNdA6ys7kOwmsr4zAetwzyGv1VJTxeaPl7JlxTL8zU1YnU7GnzifSfNPJ3/0WE0QhNrg8VNADtP+zfd57d4vKfvkV3jmzGTY43/qVTTIjY00/P4PtL/2Go7Zsxn2+J8xWHr28VNUhSVfLeGpTU8xI38Gv5//e9Jtg8t/d3ejn798sodX1lYRshkYPjmbUJaValnLbTfcZuG0LA/nZHs4OcPd735+Va1B3t5YS3mtJvh2NviTydSNBomR2U7G5bsZm+emIM1GQZqd/DQt9YJbT7kwaIjFYsRisW7tiUAQwWAwGRCirwKtL+JOUXr29zxUDkdAHOm5A329/r5X/csZna8bkiStFUKUHWicbtbROTCBBlCikDnqiIlAHZ2BRgiB9/29+JZVYin1kHXVBIzugw+cEvb72bZyOZs/Xkrtjm1IBgMjpk3nlO9+n1HTZ2JKFWpCwBs3Q3slkcve4K1nahhV/hJGgyD/F3fs9+VERKO0PPccTY8+hhqNknXd98m+8cb9isBgLMjPlv+Mj6o+4ttjv81ts24bVPkBt9R4eeSjnfx7ZwMUOrGfUkDUCLuBk9w2rs/ycFqWh1H2gYnu2eiL8Miynfzt873EFEGex8r4fA8nj8lmXL6bcfluRue69CAtRwFZlvH7/Xi9XrxeLz6fj0Ag0GNEv4S4O1RBZjQau/kbdd2OZrPZeuw7mPPe+lIFi46Ojs5AowtBnd6Ro+CvB1sa2A7dcqKjczQRQtD+9h78K6pxlOWRcfHogwoKoyoKFRu+ZPPHH7Lri1UosRjZw0qY/51rmHDyqTjT95N0/rOHoPzfKGcs5t9v2DCVryK77ktyFi3CMmxYj1P8n3xK/eLFRCsqtPQQt/0MS2npfu+tKdTEzUtvprylnJ/P/DlXTriyz8/V33y5r5UlH+5kabsPhrmInZwPwPFpThbkZXB+TtqABnppD8V4fPkunvqkgqii8u2yYm4+dTTFGfvPv6jTmXA4TFVVFWazmezs7E6BzboihEiGaE8It0Ag0OsRDoe7rWMwGDpF9UtE9rPZbNjtdmw2G2Zz9/9HVqsVh8OB3W7H4XAkRV1CjOlWIh0dna87uhDU6R1vjWbV8BQd7TvR0TkkhBC0/1uLDOqcU0D6haP6/AIYCQbZuPRd1r79Bv6WZmxuD1POOIdJ804nd8QB1tn0Cvznl4gJC3h33cnU7W7m9JZ3MZeWknXNf3UbLjc3U3/PvXjffBNLaSnDHv8zrnm9B3nZ3babG/9zI62RVpacuoT5w+b36bn6E1UVLNvWwO9X7WGdJKMWOhAlmQyzmvlukebzV2gbuBQWDd4wy7Y1sHRrA5/sbCIYVbhgaiE/OmMMI3NcA3YfQxFFUQiFQjQ2NrJnzx52795NdXV1Jx8xu91OVlYWbrebaDTaLSeXqqr7Xf//s3fe4VFVWx9+z8wkmTRSSQNCAoQQSmihd0EUpQkIAnJFsCAXxYafetWL7SqKgIqABRERRUBAsEtHekujhpDeezIpkyn7+2NSqQkkhLLf5znPnNln733WDGFm/2atvZatrS329vbY29vj6emJg4MDdnZ2NGrUCEdHx4pHW1u571IikUjqAykEJZdHr4OSHHDwkhlCJbckwizI3RxN4YEUHPqUZQatwYKyMDeHY7/9TNjfv6MvKsS3fTB3PfokLbp0Q62rhkqpAAAgAElEQVS5igdLCNgzH7a/g2jWk93FzxAbmc2ArnrEzmhc334LpUqIpxCCvI2bSJ83D1NREe7//jduTz5x2TDQcg6nHmb2jtlYq6xZcc8K2rm3q9F7Ul+UGEz8eCyRj08lkeKkQfhpUQP3uzsxtak7vZ0dUN2AxbzZLAhPymP76XR2nE4nIikPAB8nLQ90bsKkHr6083GqdztuBcxmM7m5uWRmZpKRkUFmZiZZWVmX9M4pikKTJk3o27cvfn5+mEwmsrKyKsZkZGRUeODK07hX9diVH+XCz87O7o5P2y6RSK6OJUGRASGMmM3Gi87NwoC4RLsQRszCiDBX7WO0nAtjxRizuUrfsn7Vz8v7G8raq58jzHTrtrGh36ZrRgpByaURAvISQWUFDh4NbY1EUmuEWZC76RyFh1Jx6N8Ep2H+VxWBJYU6Dvz0A6F//orZZCagZx+6jRiDV8uAmt3UWApbZkPY99BhPIdUzxP5Zwoh9/nhvO0TCp2ccBo+vKK7ITWV5FdeoWj/AWy7dMH7rTexadXqqrfZGreVl3a/RFPHpiwdspQmDg3jsRdCcDwhl6URiWzL11HkbgPN7fBWqXnCz4Px3m64Wdf/10xBiYF/ojLZdjqdnWcyyNTpUSnQxdeFOfcEMjjIg0BPxzvaq2Q2m0lOTiYlJYXU1FRSU1NJT0+vlmTF3t4eNzc3vLy8sLOzw87ODnt7e5ydnfH19UWr1TbgK5BIJDXBIpxMFsEiDAhhKhNEpWWix1DlsRSzubRKW/k4EwIzCFNZmwkhzJXXRJkQqhBKFwuoCtF1GQFVTWhVFVzCWCHOyo8bgaJYoSgaVCpN5bmiQVFpUBTrsnbLNZWiQaWyQlFsUamsEULcst8vUghKLk1RFhiLwcUPVPJXW8mthRBlnsBDqTgObEqje/yu+CFtNpuI2PYXe39cRbGugPYD76b76HG4ePnU/KZF2fDjFIj7Bwa+QpTdVI58fZK2fX3oHKIl+pWtuE59BJWtLQC6Pf+Q/NJLCL0er7n/xXn8eJQaJIzYlbCLObvm0M69HZ8N/gwnmxvv3UrJLWbx0Tg2peeS5WwFdmrUWi2DHOx5LtCHbk729f6lGJNZyLZTaew4k86hmGwMJkEjrYYBgR4MbuPBgNaNcbG/cSGoNyvp6emEh4cTHh5Ofn4+AFqtFk9PT7p06YKnpyfu7u64u7tjZyf3SkruHCyCqVLYVHqTKg9zFc+R5bkJcYFIqd7HVOGFulAwVetf1re6ADJdIJSMVcRVlfFV5r6UzTdKOJVjEUeaMhFldcG5VRUxVUVcqW1RKVZl7RrLeZV+5fOoyoSXoqp6bnWZ9qrzlPepfq5SWV/SVstxawq560UKwRuAg4MDOp2u4vk333zDkSNHWLx48WXHzJ07FwcHB1588UWmTp3K8OHDGTdu3HXbMnDgQObPn09IyBUyyuoLID/JUjPwJks/L5FcDSEEeb/HWsJB+zW5qghMOBnBjm++ICMuhqZB7Rk09Qk8/FrU7qZZ0fD9eMiNhzFfoms2il1vH8TTvxEDJrYm89NPwGzGZeJEhMlExuLFZC37HJuAAJosWoRNC/8a3WZf8j6e2/kcga6BLB2yFEdrx9rZeZ1EpOXz2uEYDptLMTtaoXja0E5jzTR/T0b7uGBfT6F+mTo9EYl5RCRZjsikPFLyLGGLrT0dmNbXn8FtPOni64zmBhebv5kwmUxkZ2eTkZFBRkYGZ86cITk5GUVRaNmyJUOGDMHX1xcnJ6c7dtEjuX4se0TNZR4iM2DCbC73LukvOKq0VQnhM1cRPpXi6BKCqmKM6YKQPmM1L1O1/mVerQu9Sg0vmNQVHqXy80oxoi4TQJpq4kSlaNCotZX9K8ST+gKRVdm/Yv6qYqiqMFNZlQmiqo9VRZG67FBVPKf8HFUVr1n5veRnya2MFIKS6ugLIOs8aKwt3kD5H1xyi1GwLR7d7kTse3rjdN/lw0ELc3PYtWo5p/7ZSaPGHox47mUCevSp/Zda3H5YU5ap818/I3x7sWNxGCajmSFT24LRQO7adTgMGoTKxob4adMpOngQp7Fj8HrttQoP4dU4nHqY2dtn4+/kz+d3f35DReBPMel8eDKJWBsB9ircTVZM8/HgEX+Pegv9zNLp+S0ihZ9DkzkSlwNYPo783e3p7u9K1+YuDAr0oJnr7e3FEkKg1+svasvLy6vY21d+ZGVlVUvO4uXlxT333EP79u1xdKzfvxeLOLAcFnEgKgTDxW3lQqLqoygLRRNXGWtGIECYy+5rvsTY6m2W/pcba65y/cKxWB7LxojycZirPC8TRBVtpsrzKv1EWT9Lu6laOxddt8zDFa+Xhe2V24bpoutCmCrtq5ivPMTPIuAsokmUzWWuCAO0vBemS8/D5RMA1QWVgulCEVMppFRVxFCFYFLZXOBhUld6mCq8Q1UF04UeI/UFXqbKMSql+v0VlbrS+1RhY1VxpJYeJ8ktQYMLQUVR7IAJwHYhRFx93uv1qEQidcV1Omd7B1veDmh6zePj4uKYNm0aGRkZNG7cmBUrVuDr63vZ/m+99RZbtmyhuLiY3r178/nnn6MoCgMHDqRHjx7s2LGD3Nxcli9fTr9+/SguLubRRx/l5MmTBAUFUVxc+fr/+usv/vvf/6LX62nZsiUrln6MQ2m6JTGMWytQ3zx1yCSSmlCwO5H8rfHYdfG4bHZQs9lE2N+/s3fNKoylenqOfYjuox/EyvoaEiKFr7XUCXT2hUlrwa0lJ3YnEX8im/4PtcbZ047cTZswZWfjMGQwMRMmYMrOwfu993B+YHSNbxOaHsqsbbPwcfDhi7u/uGHhoKd0xcw4Es0ZYQRrQXuh4bUgXwZ61U+kQF6RgW2n09gclsyeqExMZkFrTwdeuLs13fxdaefT6JKF3C/eE3PppAJVkwdUPy/zIFTxPggq98ZQviCm6j6ZKvtnqiygqy+4L2i7VN/yRT2UjRMYDKWUlBRXHJY6eQIFQBHVzhXAzl5NSyc1gW3UaDRq1GoVarWq7O9/PRGRZaKqirApFzyW9+/CNnFBG1xKuFVtk9QGxeJlQVXmdVFVnFdtU1CDoqCgAsVS7qLauCrtljY1CkpZm6pC3FBtvgvP1RfMpbrANnWZF6isf8W55V4V41XWqFQ2qC56tEGtsrFcV8o9UpcSeeVCTFP2PkgkkhtBgwtBoCswCchSFEUlhIhpaIPqmuLiYjp16lTxPDs7m5EjRwIwa9Ys/vWvf/HII4/w9ddf88wzz7Bp06bLzjVr1izeeOMNAKZMmcIvv/zCiBEjAEsh3kOHDvHbb7/x5ptvsnXrVpYuXYqdnV3FHpEuXboAkJmZyTvvvMPWrVuxt7dn3jtvsmDe27wxZ3aZCLwZ/jQkkpohDCYKdllEoG2wOy7jWqOoLhaBqefOsnX5UtLOR+HbviODp8/E1ecaEq0IAbvmwc73oHlfmLAK7FzJTS9i7/oomgW50L5/E4QQ5Hy3GqumTUif/xEK0Hz1d9i2q3mGzz9i/mDu/rm427rz5dAvcbN1q729tSS5pJR5MSn8mJIDRjNtCwWrhrSjiWPtkoUIITCbizEadRiNOkwmHUZTIWZTCSZzCWZTMWkFenafE+w+b83xJC0modDYXs8DQan0ax6Hr2M6ZlGCKauYExklmEwlmM3FZeFmlUkHGo7yxXRlOBVULqgrjmoL76p9VZhMZvT6UstRosdosggrlUqNVmuLtbW2bLFffoBGY4W1tQ3W1jaoVGqwLMtBUVU5t/RXKtpUoGB5rHq9bNyF/UBVea2sf+VYVZkYrTqmbK6Ke1Zpqza2yj0v2aaUja20tdy2SmGkVLmmVLFJuaB/ZVv1MVXtvZTtl56vXKRUFUuVAqlcyKm5nLiznEvPkEQiuTlo0NW+Yvk0TAQOAXbA24qibBJCrK/FHE8ATwBX9KQB1+W5ux5sbW0JDQ2teF6+RxBg//79bNiwAbAIu5deeumKc+3YsYMPPviAoqIisrOzadeuXYUQHDNmDABdu3YlNjYWgN27d/PMM88AEBwcTHBwMAAHDhzg5MmT9OnTB4SJ0uJCeoV0liJQckshjGYKD6eSvyMBc34ptsHuuE4IvEgE6rKz2PPDSk7u3o69swv3PTOHNr37X/uCbMf/YPcH0HESjPgYNNaYzYLtK0+hUqu4619BKCqF4tBQSiIjUbRa1M7O+H79dY33AxYZiph3eB4bojYQ3DiYjwZ8hIdd/WbwLTGZ+TgujSUJ6RhMZuwSsnnETfDMIA+E4RgZGTqMxgKLsDNZzk1VzivEXpVzi9frYs7l+vNH7F2EpndAoMLTLp2hfvsI8TpDK9csrNS2qNRajCZbVCot1tZuqFWWNrXaFpVifYmwL6tLhHRdIqlAtXCvy4SLVeyPKfeQXCzurmdRbzQa2bt3L0ePHq1I4mJvb4+fn1/F4e7uLkWDRCKRSOqNG77iVxRFEWXVaMseYxRFOQL0AhoBGkVR1OJyq4cLEEJ8AXwBEBISIq7S/abnSl/6JSUlzJw5kyNHjtCsWTPmzp1brc6TjY0ltE2tVmM0Vm6CvtScQgjuvvtuflj+mSXBhZUtuLUElRSBkpsfYRYUHU0jf1s8plw91n6NaDQhEG3L6iGLxtJSjv66iYMb12I2Gek2ciw9HpiAzfVkRzy52SICOz0MoxZX7KMN/TuelOg8hjzaFgcXi+csfdEiADSNG9P8mxVYNamZ9/FM9hnm7J5DbF4sj3d4nKc6PYWV6uqh2kIITKYiTKZCTKZCjKZCi1CrIt5MlxFy4XpXFutHkiQ86Sn+4SG+o3GzDACOHbv0/VQqG9RqBzQaBzQaRzRqB6y0Tas9V2scK84VtR37YqxZeUhPaGIpTlo1T/bzYGQnHwK9XFGr74wsnwkJCWzevJmMjAwCAgLo16+fFH4SiUQiueHc8FV/uQhUFKUfYA0cA9oBJ4DPgLyaisDbgd69e7NmzRqmTJnC6tWr6du372X7los+d3d3dDod69evv2om0f79+7N69WoGDRpEZGQk4eHhAPTs2ZN/z3yKc8f30CqwLUVaLxLPnad169Z19+IkknpACEHer+fR7U3GqqkDLmMCsAlwrraAFkIQdWgfu1Z9TX5GGq269WTAw9Nx9vK+vpunnYCNM6BpNxi+oEIExp/M4sDP52nZpTGtu3sCkP39DxQdOIja2Rm/H75H4+5+2WnNZiMGQzZ6fQY/nt3A0lMbcNTYMLfdIAK1cZwIfwLzBRnuhDBhMukwmYowGgvLxF8R5fu+roSiWJeJNQdKVe6sMg7j19IueKh0jM3ZjH1uCq7txhLo441G44ha44CmiuArF38qVc2Em95o4ufjyXy+O5rojAKaONvy3xFtGR/SDHubO+fHJ71ez/bt2zl48CCNGjVi4sSJBAYGNrRZEolEIrlDaZBvYEVRPgD6AwZgP1AMrBZCGJVr+DlUUZQRwIhWNSjEfLPxySefMG3aND788MOKZDGXw9nZmccff5wOHTrg5+dHt27drjr/U089xaOPPkpwcDCdOnWie/fuADS2FXzz0etMnPU6+jLZ/c4770ghKLnp0e1OQrc3GYfePjiNaHGRByUjPpYd33xBwolw3Js158HX38W3fcfrv3FRNvwwEWwcYfwqS1IlICe1kD+/PIGrjzX9JnpRXJxI5url5H+5BhUK2g8nklT4E6U5WehLMzAaci2eOlNhmYDTYTDkUmgS/JBtTWSJhrZaE5Nc82mk+5vcUnesrdxQLvAIKooaa2sP1Go7NGp71BqHS55XF3KOZQLOYvs/OQU8fyqelFID033cOfdPCX9Gh7ByWnf6tLq8cK0p+SUGvj8Yz9f/xJBeoKetdyM+fqgT93fwvmPKPAghSEpK4tSpU0RERJCfn0+3bt0YPHiwLNAukUgkkgZFKXPQ3bgbKooL8D1wvxDCrCjKOKAfkAIsEkKUXHGCKxASEiLK996Vc+rUKYKCgq7H5NuPglQoSLHUCHRpXrbZ/8Yj/20ktaXwWBo5a89a9gI+1KbaXsBiXQH71n5H2F+/Y2NnR+8JD9NxyDBUV6ltZzYbMBrzMBjyMBhzMRhyMRryy8IoLULNaCigyY512GWkENW3HwVONpiMhRgMOop0eag0JSiqSo+dOgs83rSiqJuZvCmWX1pUKlusrd2xsnJGo3FArbYvC52052xhKQvO7iK/tJin2o1nUpuHsLFpjFrtUC+hgiYhWBibxoLYVFrY2fBxm2b88Fc0648mMv/Bjozren37qfOKDXy15zwr9sai0xvp28qdJwe0oG+rOyP00Wg0Eh8fz+nTpzl9+jT5+fmoVCr8/f3p378/zZs3b2gTJRKJRHIboyjKUSHEFYqGW7ihHsEq3r6mwGDgb2AzkA/cAwwHapwoRnINlORZRKCtqyXl/R2wKJPcHpScySZnfRQ2LZ1wHV+ZEMZsMhG+9Q/2rv0OfWEhwXcPo8eYkZhV6aSl/0ypIRujIReDMQ+DoVzolYu+PEwm3VXurCIwpgSHtHzOtW9BfiMNapUWK60b2Ql6inLUtOzcHEc7Wwo2/oYpKhH7Yl+Ekob/y/OxbRaItXVjNBr7i2Y2mU0sC1/GF5Ff0MyxGUvu/oC2bm3r4d2rJF1vYObJOP7J1THO04V5rZuyfNd51h9NZPbggOsSgcWlJr7ZF8uyXdHkFRu4r4MXMwe2on2TG1PuoiEpKCjg3LlznD17lujoaEpLS9FoNLRq1YrBgwfTunVrbGtYM1IikUgkkhvBVYWgoigPAn8IIQoURXkN6AK8I4S4TPqAamMrEsNAxf7AnLLQ0McURUkXQoQpivIPln2Cd3ENQvBWDg29oZiNkJsAGi04N5MiUHLLoI/PI23dfsx+Oqzuyych5Sil+gzyMpNIPBWOvjgP/yHOuPm5YjCt4tDx+dXGK4oGjcYJKytnrKycsLHxxN6hteW5xgkrKxc0Vk5YaSzXNZpGFV471Z6PURLegx4zaDVsHmAJ99vx3WnO701hyKNtaaZKIWnWC2izsmn8/H9In/cBrlMexi3wnsu/JpOeV/e8yl9xfzGy5Uj+0+M/2FnVb3H03dkFzDwZR6HJxMI2zXjIy5VNoUks+PssY7o04dkhAdc0rxCC1Qfj+XhbFBkFegYFNuaFoYG3rQDU6XQkJCSQmppaceTl5QHg6OhI+/btad26NS1atMDa+s5IgCORSCSSW4+aeARfF0KsUxSlLxav3XxgKdDjagOrJIZ5CbARQrxddmkn4A08pSjKF0KIY4qiLAF+VRSliRAiqTYvQgixBdgSEhLyeG3G3XHkJYHZAK4tGiwcVCK5GkKY0RWepaAgkoKCE+RnR6ArOIW5d1nU+JmyfmYVZgPYeqpxsnXAysaMSmPC1akPdvatsLdvhb1dC6yt3a89xHL3h5ZagZ0mwz3vVTSHbk3g1N4Uut7ri9uxjcQt/gwrHx+af/cdWV99hUqrxe3JJy87bUFpAbN3zOZw6mFeDHmRR9o9UnvbaoHRLJgfm8rHcWkE2GlZ37klbext+Tk0iZfWh9OrhRvvjwm+pvcor8jAC+vC2Hoqje5+riyZ3IVufq718CoantTUVPbv309ERARmsxlFUXBzc6NZs2Z069aNli1b4uXldUeEv0okEonk1qcmQrA8g+f9wFIhxM+Kosyt6Q0URZkJzAJSFUWxFUK8KoRIUBTlNyzCcpGiKJ8DfYBSILlWr0BSM4pzoTgbHLzAun69DhJJbRHCTF7+cdLTfiM94w/0+lQA1Co7bPKb4ZTfH9cuXSkoMBC1N4L4sPMowo7uIx8kZOQYrKxt6t6ofxbC9ncg+CEY+SmoLD+exIZnsm/DOfyDHPH66S0yDh+m0f334/XmXEpj4yj480/cZ85E43ppMZRelM5TW5/ifN553uv3HsNbDK9726uQVFLKUyfjOJRXyCRvV94OaII1Cm9uOcGKvbF093dl2ZSuWGtq/+NQRGIeT60+Slp+Cf8d0Zapvf1uOxEkhCA6Opp9+/Zx/vx5rKysCAkJITg4GA8PD+nxk0gkEsktS02EYFKZUBsCzFMUxQaozYpBBzwKnAR+VBTlfSHEy0KISEVRYoCzwN2AERglhBCKoqiEEOaa3kCGhl4FkxHyEkBjC46eDW2NRFJBYeF5kpPXkJb+K3p9KopijZtbf1q2eAFH+2AKv8/HkFBEQdcStn+5npzkRBxc3ej1wHSCh9yLrYNj/Ri271PYOhc6PAijl4DKknAmM1HHX8tP4NZYg/+a5ynRF+H93ns4jR6FoihkLFyI2skJ10enXnLamLwYZvw9g1x9Lp8N/ozePr3rx/4y/szMY/apeAxCsKRtc8Z4upBRoGfa98c4GJPNo338ePW+IKxqmcFTCMF3B+N5e8tJ3B2sWftkLzr7utTTq2g40tLS+O2334iLi8PBwYHBgwcTEhIi9/pJJBKJ5LagJkJwPHAvMF8Ikasoijcwp6Y3EEJ8qyiKnRCiSFGU6cBXiqJ8IIR4SQhRqCjKb2WhnQAoiqIR4oKCWVe/hwwNvRJ5CWA2gVsrGRIqaXDM5lIyMreSlPQ9OTn7URQNbq79adlyDo3dB6PROCLMguwfz2CILeSU6jDhP27Hs0Ur7nv6RVr37ItaU495rg4shb9eg3YPwOhlFSKwKL+UX5eEYa1V0zlxDQommq9fj00LfwAKDx6icO9ePObMQe14sUANywhj1rZZqBQVK+5dUa9JYfRmM29HJ/NVYibBDrYsa+dHCzsbQhNymbHqKLnFpSyc0JEHOtcuMUxesYFfw1NYfzSBY/G5DAxszMLxnXCxv728YsXFxezcuZNDhw6h1Wq5//776dy5M5r6/LuTSCQSieQGc9VvNSFEEbBBURQPRVF8y5pP1+YmZXMghIhSFGUG8JmiKK8CDkAs8EWVvrUSgbcCarWaDh06YDQaCQoKYuXKldjZ1Tw883//+x+vvvpq7W9sNkFhOpTkgqM3WFX/FTs2Npbhw4cTGRlZ+7klklpSXJxEcvIaklPWUlqaiVbbhJYtXsDb+0FsbBpX65vz2zmKwzIIz9lFrPkUw/79PEH9BtV/2OGhL+GPlyFoJIz5EtSWj0ijwcTvy8IpKTAw7H47Cp/dhsecORUiUAhBxoIFaDw9cZk86aJpdyfu5oWdL+Bh58GyIcto1qhZvb2E80V6ZpyIJVxXzGNN3Xm9pQ82KhVnUgt4+KuDONtZ8dNTvWnnU7NELkIIdp3NYN3RRP4+mUap0UwrDwfeHNmOKT2bo1LdPqGgBoOB8PBwtm/fTmFhISEhIdx11121+ryWSCQSieRWoSZZQ0cCHwE+QDrgi0UItqvtzcqyiJ5SFGU8kAREAD1rO88l5r2pQ0NtbW0JDQ0FYPLkySxbtoznn3/+quOEEAghai8EzWYoygRdmiVTqNYJHGRIqOTGI4SJrKxdJCZ9T1bWTgDc3QbRpMkk3Nz6oygX1/hL/OU4/KMjuiAU6xAXpk38HK2DQ/0be3g5/PYitBkO474GtVXZaxDsWHWa1PP53PN4e8Sn/4fa3R2XSRMrhub/8ivFYWF4v/sOqguKhG+M2sib+98k0DWQJYOX4GbrVm8vYUNaDnPOJGClKHzT3p97G1vEXqZOz/SVh7G1VrP2yV74ONcstDGv2MCrGyP4NTwFV3trJnX3ZUyXJnRo4nRb7QXMycnhyJEjHDt2jOLiYpo2bcrkyZPx8fFpaNMkEolEIqk3ahLn8jYWsbZVCNFZUZRBwMSrjLkkVUpJzAYOAwOFEEZFUdRCCNMVhl5t3hqFhr655QQnk/Ov9TaXpK1PI/47ouaauF+/foSHhwOwYMECvv76awAee+wxnn32WWJjYxk2bBiDBg1i//79dOrUieLiYjp16kS7du149913q3nx5s+fj06nY+7cuRw+fJjpj07FXquhb7eO/L7zAJGhx4hNyWTKqP4UFhYCsHjxYnr3rt+9SZI7G70+g+SUtSQnraFEn4y1dWP8/Gbi4z0BW9smlx2X8k8k5j15ZJvTCJh9Nz6t29wYg4+uhF+fh9bDYNyKChEIcPT3OM4eSqPHSH+8TbHEHziA5ysvoyrbJ2YuKiL9o4/Qtm2L0wMPVIwTQvBlxJd8evxTevv0ZuHAhfVWHqLEZObVqES+T8mmu5M9S9o2p6nWEq6pN5qYseooGQV6fqyFCDwal80zP4SSml/CnHsCebxfi2tKKHMzk56eztatWzl79iyKotCmTRu6d++On9/tl/RGIpFIJJILqYkQNAghshRFUZUlcdmhKMq867xvJPBmmQis9Z7AWxWj0cjvv//Ovffey9GjR1mxYgUHDx5ECEGPHj0YMGAALi4unDlzhhUrVrBkyRIA1q1bV+FRjI2Nvez8j06dyhf/m0Pv3r15+YNloLYGGwc8PFT8/fffaLVaoqKimDhxIkeOHLkRL1lyByGEICdnP0nJP5CR8RdCGHFx6U2rgFdp7D4ElcrqiuPTI6Mo2pyEEQMtnh1IoyY3yIt9/DvYMhsChsL4laCp3O8WfSydg5vP07q7J13ubU7Cv95A07gxzhMmVPTJWv41xtRUmsz/EEVVKZQ+Pf4pX0Z8yfAWw3mr91tYqa/8+q+V5JJSpkXGElpQxDO+Hrzk742mLFxTCMErP0VwJC6HxZM606mZ81XnM5kFS3acY9G2KHyctayfcXsmgomOjmbt2rWoVCr69+9P165dcXK6PeseSiQSiURyKWoiBHMVRXEAdgOrFUVJx5Lhs9aUF5gXQvxY9lx9I0VgbTx3dUm5Rw8sHsHp06ezdOlSHnjgAezt7QEYM2YMe/bsYeTIkTRv3pyePWsXMZubm0tBQR69u3UEVz8mTZnKL7//BVj2vcyaNYvQ0FDUajVnz56t2xcoueMxmYqIiHyarKydaDRONGv6CD4+D2Fv36JG4zNj4sj4JhI7tSONHw26cSKwKPbhG0YAACAASURBVNsiAlsMgPGrQFNZhiI9Lp+tK07i6d+IQVPaUHzoEEVHjuD5n/9UhH8aUlLIWr4cx2H3YhcSUjF2Wdgyvoz4krEBY3mj1xuo6ilJ08FcHdMjYyk2m1nR3o9hjasLvSU7o9lwPInnhrRmePDVwxyLS008tfooO89kMLKjD+880J5G2voRsA3JsWPH+OWXX3B3d2fSpEk4O19dIEskEolEcrtREyE4CigGngMmA07AW9dysyqhoeXPrzkc9Fai6h7Bci54K6pRLg4vhUajwWyurKxRUlJSOZ8QloQw6uoZ/BYuXIinpydhYWGYzWa0F+xhkkiuB4Mhh9Cwx8jPDyeg1X9o0mQSanXN/8ZyUpKJ+XQXXlbN0Y7ywbWN79UH1RXx+y37aAe8DFaVNuty9Py2JBytoxX3PRWMWqMi49PFaDw9cR7/YEW/9I8WgNmM54svVrR9Hfk1n4V+xsiWI+tNBAoh+DY5i/9EJeKrteGnDq0ItNdWu778nxg+/PMMIzv68Mzgq++f1umNPLbyMAdjsnlndHsm9/C97cIjhRBs376dPXv20LJlSx588EH5eSiRSCSSO5aarFA8AGshhFEIsRL4Eqin4l3XhqIoIxRF+SIvL6+hTakx/fv3Z9OmTRQVFVFYWMjGjRvp16/fJftaWVlhMBgA8PT0JD09naysLPR6Pb/88gsALo0ccLS35UD4OQDWrFlTMT4vLw9vb29UKhWrVq3CZLoj9LfkBlBSksyRow+h050kuMNn+PpOq5UILC0uImz+Bryt/bHq60rj3gH1aO0liN9v+eHEp3NFk6HUxG9LwyktMXH/zI7YNbKmcN8+io8exe3JJ1DZWLyGRcePk//LL7hOexSrJpZ9j9+d/I6FRxcyzG8Yb/V+q15EYKrewOMnYvm/s4kMcGnE710DqonAnMJSHlt5hHd+PcXQtp58MC74qoIur9jAv5Yf5HBsDosmdOLhns1vOxGYk5PDunXr2LNnD126dGHSpElSBEokEonkjqYmHsF1QNXMIqaytm71YtE1cCvWEezSpQtTp06le/fugCVZTOfOnS+5B/CJJ54gODiYLl26sHr1at544w169OiBv78/bdqUJdPQ57N8/hs8/uzL2Du8y8CBAyv2u8ycOZOxY8eybt06Bg0adEWPo0RSUwoLz3E89BGMRh2dOn6Di0uPWo0XQnDy099pZdURAqzxHN6+niy9AnH7oUnXCm+g2Sz4c9EBMuJL6GF7jJJ5PxFfqkd/+gwab2+cx42z2G42k/a/99A0boz745aPnbVn1jLv8DyG+A7h3X7volZdnBH1ejAJwYqkTN4/n4JRCF5t4c2/fT1QVxFsh2Kymb3mOFm6UuaOaMsjva+e9CSnsJQpXx/kTGoBn03qzL3tvevU7oYmLS2Nf/75h8jISBRFYciQIfTp0+e2E7oSiUQikdQW5UohigCKooQKITpd0BYmhOhYr5ZdAyEhIeLCJCinTp0iKCiogSy6gWSfR5eTiUOLbqAovP/++6SkpPDxxx83tGWX5Y75t7kNycraQ+SJZ1GpNHTquAJHx9oVRxdmQdK3h+G0njynHNq+NAJFfYMX5qVF8H4z6P00DJlrCRv87ACnI4tpHbcJf+NpVFobFBstKq0Wt6dm4NCnDwB5W7aQPOclvN9/D+fRo1l9ajXvH3qfAU0HsHDgwjpPDBNeUMScMwmEFRQz0MWR9wOb4mdbuZ/RaDKzZGc0i7aexdfVjsWTutC+ydUTn6QXlDDlq0PEZBXy+cNdGdTGo07tbiiEEMTFxbF3716ioqKwtrama9eu9OrVi0aNGjW0eRKJRCKR1CuKohwVQoRcrV9NPIIZiqKMFEJsLpt4FJB5vQZK6hCzGfQF/LrrMO+NfQKj0Ujz5s355ptvGtoyyW2GECbOx3xCbOxn2NsHENxhGXZ2zWs3h0mQte4UnNYTUxpJ92cfufEiECDpiGV/oK8l4OHgt4c5HVmMX/Z+Bi5/GavL1JATRiMZixdjExiI08iRLI9YzqJjixjsO5gP+39YpyLQLASfxafzfkwKblYalrVtzigP52rerKi0Al5YF0Z4Yh4jO/rw7gPtcaxBgpeUvGImf3mQlLwSVkztRp9W7nVmd0NhNBqJjIzkwIEDpKamYmdnx6BBg+jWrZssCi+RSCQSyQXURAjOwJItdHHZ80RgSv2ZJKk1pToQZiZMepgJ0/7d0NZIblP0+gxOnHiWnNwDeHuPI7D1XNTqmtWkK0cYzGT9cJqSk1lE5Oym7b/vw8a2gRbo8QcABZp1J2LjMY7u1+GVH8mQjx65rAgEyPt5M4a4eJos/pSl4ctYGraUYf7DeLfvu1hdpURGbcgsNfL0qTh2ZBcworEz8wOb4mRV+ZFtNJn5ck8MC/8+i72NmsWTOtcoMyhAQnYRk746QE6hgVXTuxPi51pndjcEWVlZhIeHc+TIEQoLC2ncuDEjRowgODgYK6vbL+upRCKRSCR1wVWFoBAiGuhZVkJCEUIU1L9ZtUNRlBHAiFatrp4Z77akJA8UFVjfVDl8JLcROTmHiDzxDEZjAUFt5uHjM67WcwizqBCBx7K2og1xo3lw56sPrC/i9oFnO6L3xLPnjyxciuK5791R2DRretkhorSUzCVL0LZvz1fOYawI+4bRrUYzt9fcOt0TuD9Xx1Mn4sgxGpnXuin/8nGr5gWMSMzj9Z8jCU3IZVh7L94e3R53B5srzFjJ+Qwdk786SFGpidWP9aBjDWoL3ozk5ORw4sQJTpw4QUpKCgABAQH07NmTFi1ayD2AEolEIpFchZp4BAEQQujq05Dr4VZMFlNnCGERgjaOoKqfWmWSO5uUlA2cOv0qtrZN6dxpJQ4OgbWeQwhB7pZoSk5mccZ8jBR1DFOnvFQP1tYQkxESD2NoPYat6xKxN+Qx8rVB2PpfOcw1d8NGDElJ7JgQwIoT3zAhcAKv9ni1TrODfpWYwRtRSfjZ2vBdcADtHSs9pkfjcvh0exQ7z2TgYmfFJxM7MyLYu8ai50xqAZO/OogQgjVP9CTI+9bbL1dcXMzmzZs5deoUAE2aNGHo0KG0a9dOFoSXSCQSiaQW1FgISm5SDMVgNoCNXABJ6hYhBDGxi4mJWYSLSy86tF+CldW1CQfd7kQK96eQ5ZROaOjfjH7pdWzsGjB7bVoElOpIiLbDqNYyYIw7DoEtrjjErNeTuWwp6f4ufGK9h0fbTeO5rs/VqedpSXw6b0UnM8zdiU+DfHHQWLyMh2OzWbT1LHvPZeFqb82cewL5V6/mNdoLWM7+6CxmfHcUrZWK1Y/1opWHQ53ZfaNISUlh7dq15OXlMWDAADp16oSLi0tDmyWRSCQSyS2JFIK3Ovp8y6P21vtlX3LzYjaXcvr0a6Sk/oS31xjatHkXlcr6muYqCk0n7/dYcmwz2Rq6gu6jxtGya+1KTdQ58QcAiDzria0qH997Bl51SMaP32NMTePzh1Q8F/IC09pPq1OTFsel8c75FEZ6OPNZUHOsVBaB+cOheF7dGIGbvQ3/uS+IyT19sbOu3Uf3+qOJvLIhHD83e76e2o1mrrde4pTjx4/z66+/Ymtry9SpU/H19W1okyQSiUQiuaW56mpCURQ74AXAVwjxuKIoAUCgEOKXerfuNkGtVtOhQ4eK5w899BAvv/xy3UxekgdWdlDH6eoldy5GYyHhETPIydmHv/+z+PvNumavV8m5XLLXnSVfk8PWk9/Qd+Ij9Bj9YB1bfA3E78ek9SRR04Eg/1JUVwmrzs1LI27xQhKaKYyd+CZjA2u/R/JKfBqXxrvnUxjt4czioOZoykTgir0xvLnlJAMDG7NkcpdaC0CzWbDg77Ms3nGOPq3cWDK5K062N/dnRXJyMsnJydXaEhISCAsLw9/fn7Fjx+LgcOt5MyUSiUQiudmoyapiBXAU6FX2PBFLQXkpBGuIra0toaGhdT+xqRQMReB4exWAljQs56I/ICdnP22DPsDbe+w1z1OapCNr1QmKzPlsjfuWQdOfpNPQ++rQ0mtECIjbT1aeF0JR027clb2TCfkJ/PjWw9yfb8D9tacZUMcicFFsKu/HpDLG04VP2vhWiMClO6OZ98dp7mnnyScTO2OjqV0ymhKDiTnrw9kSlsxD3Zrx9uj2WKlv7n3EERERbNy4EbPZfNG1fv36MWjQoKuKdolEIpFIJDWjJkKwpRBigqIoEwGEEMXKTZaOrcZZQ39/GVIj6vbmXh1g2PvXNPTll19m8+bNaDQahg4dyvz585k6dSparZYTJ06QlpbGggULGD58OLGxsUyZMoXCwkIAFi9eTO+OrTGbzcya8wa79uzF398fs9nMtGnTGDduHH5+fjzyyCNs2bIFg8HAunXraNOmDYWFhTz99NNERERgNBqZO3cuo0aNqst3RXKLkpNzgKSk72jWbNp1iUBDehEZyyMo1uvYlriau5/6N0H9BtWhpddB9nkoTCcmpy+OmmIat3SrdtlcVET+H3+ij4oiNeIQujMnub9AYOzSlgEjZ9apKQtiU/kgJpVxni58HOSLWlEQQrBwaxSfbItiZEcfPhrfsdYCTgjBS2Ui8OVhbXiy/82fRfPQoUP89ttv+Pn5MWrUKDSayq8njUaDrW3tSpVIJBKJRCK5MjURgqWKotgCAkBRlJaAvl6tqiU3e9bQ4uJiOnXqVPH8lVde4e6772bjxo2cPn0aRVHIzc2tuB4bG8uuXbuIjo5m0KBBnDt3Dg8PD/7++2+0Wi1RUVFMnDiRI79/x4Y/dhMbn0hERATp6ekEBQUxbVrl3iV3d3eOHTvGkiVLmD9/Pl999RXvvvsud911F19//TW5ubl0796dIUOGYG/fgMk7JA2OyVTEqVOvYGvrS8sWz1/zPMbsEjK+ikBfXMj2pNXcPftpWnXrWYeWXifx+wGIVvendU+fagJJCEHSc8+j27ULk5WaJFcTeQHOePUZR8DER+vUjPkxqcyPTeVBLxcWtbGIQICFf5/lk+3nGB/SlPfGBKNW1V7ALdkZzeawZF66N5AZA1rWqd11jRCC3bt3s2PHDgIDAxk3bpys/SeRSCQSyQ2gJkLwv8AfQDNFUVYDfYCp9WlUvXGNnrvr5VKhoUajEa1Wy2OPPcb999/P8OHDK66NHz8elUpFQEAALVq04PTp0/j7+zNr1ixCQ0NRq9WcPXsWDMX8c/wMDz74ICqVCi8vLwYNqu51GTNmDABdu3Zlw4YNAPz1119s3ryZ+fPnA1BSUkJ8fDxBQUH1+TZIbnKizy+kuCSeLp2/r3Wh+HJM+aVkfBVBqa6I7Qmr6TXt4ZtLBAIidh8Gow05pmYEDmld7Vru+vXodu1i3wOt+Lh1DPe3Gs0bvd7AVlN33ighBB/GprIgNo0JXq4saNOsQgSuOhDHJ9vPMSGkGe+N6YDqGkTgXydS+fDPM4zu5MNTN7kINBqNbN26lQMHDtCxY0dGjhyJWl139RglEolEIpFcnpoUlP9bUZRjQE9AAWYLITLr3bLbHI1Gw6FDh9i2bRtr1qxh8eLFbN++HeCiEC5FUVi4cCGenp6EhYVhNpSitXcAaweE+sqZHG1sLEWm1Wo1RqMRsCxEf/rpJwIDa18PTnJ7kpt3lISEFTRp8jAuLteW0dNUaCBjeQSG3CJ2JH5P0MjBdLhraB1bev2Yz2wnrSQAV2cFF69KL3hpQgKp//sfUS20fNYmgf/r/gqT2kyq05BKIQQfxKSyMC6Nid6ufBTYDFXZ/H+eSOW/P0cyuI0H7z7Q/ppE4KmUfJ79MZSOzZx5f2zwTRcOWlpaSmJiInFxccTFxZGYmIjRaKRnz54MHTpU7v+TSCQSieQGctlvXUVRupQfQHMgBUgGfMvaJNeBTqcjLy+P++67j0WLFlXzGK5btw6z2Ux0dDTnz58nMDCQvLw8vL29UalUrPpqMSaTCZya0rdfP3766SfMZjNpaWns3Lnzqve+5557+PTTTxFCAJa07JI7F5NJz6lTL6PV+tCq5ZxrmsNcYiRzRSSGjEJ2Jf2IV48gej84uY4trQN06ahLUkgwdyFwQGXdQLPRSPjsxykyl/DtA41YPmwFk4Mm17kI/N/5FBbGpTH5AhF4NC6bZ344Toemznw6qTOaa0jqkqnT89jKIzTSWvHllK5orW4uz9rJkydZtGgR3377Lbt370av1xMSEsLkyZO55557pAiUSCQSieQGcyWP4Edlj1ogBAjD4hEMBg4CfevXtNuHC/cI3nvvvcyePZtRo0ZRUlJiSQ6xcGHF9cDAQAYMGEBaWhrLli1Dq9Uyc+ZMxo4dy7q1PzKoe3vs7e3AypaxY8eybds22rdvT+vWrenRowdOTlcuLv/666/z7LPPEhwcjBACPz8/fvlFJoG9U4mJ+ZiiovN06rQSjab2afmFwUTmyhOUJunYm74RbYArQ598+qbzRgEYDm/CCkg2tGVody8AigxF/PTmvwg5GcefDwfyxZSvcdW61ul9TULwytlEvk3O4l8+brzfummFCIzO0DF95RG8nbR8/UhIrUtEACTlFjNz9TEydXrWzeiFRyNtndp/PZSUlPD7778TFhaGt7c3o0ePxtfXF6325rFRIpFIJJI7kcuuOIQQgwAURVkDPCGEiCh73h548caYd3tgMpku2X7o0KFLtvfp06eaMAQICAggPCwMMs+CycB7H38JgEqlYv78+Tg4OJCVlUX37t0rahbGxsZWjA8JCanwFtra2vL5559f56uS3A7k5h4hLv5LfLzH4+Za+992hNFM1nenKI3N56RpP4UOOh5+/h3UmoZP9lGy71dUmx5BY2WsaNOoBEbFCsWrPY3cbMktyeXllZOYuTGGzG4tefrVn1Cr6taTVmo2M+tUPJvTc5nd3JOX/b0qRHJ6QQmPfH0IjUph5bTuuDnY1GpuIQQ/hybz+s+RmMyCTyZ2Jripc53afz3ExMSwadMm8vPzGTBgAP3795d7ACUSiUQiuUmoyU/PbcpFIIAQIlJRlE5XGiCpJ4qyLHUDnZtDlcXq8OHDyc3NpbS0lNdffx0vL68GNFJyq2A0FnDi5AvYapsSEPCfWo8XZkH22jOUnMnB3N2GyB93M3TGM9jYNXz2WWNGOmLd46jtzJQ49q5o1xvVHMoMIWCUHwazgRe3P8vY72NRN2pEr4+/rXMRWGg0MT0ylp05Bfy3pQ9P+XpUXCsuNfH4yiNk6Ur58cmeNHer3fuWW1TKa5si+SU8ha7NXVgwvmOt56gvCgoK2LFjB8eOHcPV1ZXp06fTtGnThjZLIpFIJBJJFWoiBE8pivIV8B2WEhIPA6fq1ao7mG+++ebSF0xGyE8Gawewdal2qSb7AiWSCzl79m1KSpLp2nVNrUNChVmQu/EcxeGZON3nz9b9y7Fzciaoz8D6MbY2thkM5L85Glf3Qkp7zMVu2HMAZCQUcGBjNAlJ2fTp3Jj3Dr5H418O45cmaPLJ22hc6zYcNNdgZHL4eY7nF7GwTTMmelfWKzSbBc/9GEp4Uh6fP9y11l68sIRcnlhlEZFz7rGUiLiWMhN1TWlpKfv27WPv3r2YTCZ69uzJXXfdhbX1lZNaSSQSiUQiufHURAg+CjwFzC57vhtYWm8WSS5NYToIS4IYbsK9V5Jbi/T0P0hJ/Qk/v3/j7NS1VmOFSZCzIYqio2k43tWM0paC858dpte4SWhuggV/5ryXcXM+gcGpC5qhs4k+nk749kSSo3LR2KjpPrIFW1I3su3IWhbvU+MwsD+Od99dpzZklBqYEBrNuSI9X7X3477G1YXevD9O88eJVF67P4ih7Wrnwc8o0PPEqiNYqVVs+ncf2je58p7g+kYIQU5ODufOnWP37t3odDratm3L4MGDcXNzu/oEEolEIpFIGoSalI8oARaWHTcliqKMAEa0atWqoU2pH0xGKMwArTNY1V09M8mdiV6fxqnT/8HRsQP+fk/Xaqwwmsn+4TTFJ7JoNMQXx8G+bP3qM9RWVnQael89WVxzcjduwD5lJTTWoh/3DZvmHiQvoxhHVy29x7aibR9vjuUeYd7Weby9zw0rkYfna/+p08Q2SSWljA+NJllvYFVwCwa4Ola7/v3BeD7ffZ4pPZszva9/reY2msw8/cMx8ooNbJzZhyDvRnVm9+UwmUycP38evV5frb2goID4+HgSEhLQ6XQANG3alPHjx+Pr61vvdkkkEolEIrk+ap+e7iZECLEF2BISEvJ4Q9tSLxSmgTCDo9z7J7k+hDBz8tT/YTaX0K7tAlSqmid1MZeayFp1En1ULk7DW+DYtwlF+Xmc3L2Dtv0GYefUsElKiiNPoP/uBZw7GDCP+Ji/1mRSVFDKvU+0x7+jOyq1irj8OF7Y9QJ3p3nQ6ngC7rOfwboO967FFOl5MOwceQYTP3ZsQXfn6iG3u85m8PrPkQwMbMx/R7SttQD98M8zHDifzYLxHetdBJpMJsLCwtizZw85OTmX7OPs7Iy/vz++vr74+vri4eFxU2aLlUgkEolEcjG3hRC8rTEZoDDTsi9QegMl10ly8lqys/cQGPg29vYtrj6gDHORgcxvTlCaUIDLg62x7+oJQPjWPzCW6uly36j6MrlGCLOZzLmzadI2B7P/EA4n9iQlOo67p7elZRdLghazMPPqnlexNipM/8uEVfPmuE6fXmc2nNIVMyEsGqMQ/NS5FcGOdtWu7zqbwRPfHqG1pyOLJ3Wpda3APyJT+Hz3eR7u6cuYLvWXeMVoNFYIwNzcXLy9vZkwYcJFYZ62trY4OjpeZhaJRCKRSCQ3OzUWgoqi2AshCuvTmNsVtVpNhw4dMBqN+Pv7s2rVKpyda+g90aVbvIEODe8NdHBwqAgBA0timyNHjrB48eLLjklOTuaZZ55h/fr1N8JEyRUwGPKIPj8fZ+fuNPGZWKuxWWvOUJqkw21yELbt3QEwGgyE/vkLfh274N6seX2YXGMK/vgDF9dwFGtbUjv+jyOfx9Gmlxetu1X+v1l/dj3hmeEsTbgLkfAXnl99haqO9jSG5hcxMSwaa5XChs6taGNf/Uebv06kMuv747TycGDV9O442NTuN7joDB0vrgunYzNnXh/etk5svhRpaWmsX7+ejIwMfHx8uO+++wgICJBePolEIpFIbkOu+pO0oii9FUU5SVmmUEVROiqKsqTeLbuNsLW1JTQ0lMjISFxdXfnss89qNrCaN/DWLL7s4+MjReBNwvmYRRgMebQOeKNWC3t9fD76szk4DfWrEIEAZ/btpjA3h673j64Pc2uMMJnIXT4fBx89xh5P8+eaTJw97Og3oXVFn6ziLBYdW8TdmmDc1+3C8d57cejbp07ufyBXx7jQc9hrVPzcJeAiEbglLJmZq48R5NOIHx7vWetagQUlBp767ijWGhVLJ3fBRlP3dfiEEBw+fJgvv/ySoqIiHnroIR5//HFat24tRaBEIpFIJLcpNflZeiFwD7AZQAgRpihK/3q1qp6Yd2gep7NP1+mcbVzb8H/d/6/G/Xv16kV4eDhgWXy99NJL/P777yiKwmuvvcaECROYMmUK48aNY9TAEMDM5JkvM2HiJIKDg5kyZQqFhRbH7OLFi+nduzc7d+5k/vz5/PLLLwDMmjWLkJAQpk6dip+fH5MmTWLHjh0YDAa++OILXnnlFc6dO8ecOXOYMWMGAB9++CFr165Fr9fzwAMP8Oabb9bqfZg6dSqNGjXiyJEjpKam8sEHHzBu3DhiY2MZPnw4kZGRtZpPUrfodGdISlpNkyYTcXQMqtXYgu0JqOw02Pf0rmgTQnD01024NfWleXDnuja3VuT//gcONqcRioadZ/tQrCvl/pkhWGsrP94WHF1AsbGYJ3dbIdRqPF+u+f/ZK7EzO59HI2JoorVmbceW+GirexjXH03kpfVhhDR3ZfnUEBy1Nd+TCWAwmZm5+hjnMwpZOa07Ps51Hx5eVFTE5s2bOX36NC1btuSBBx7AwaF25UQkEolEIpHcetQoPkkIkXDBr8Km+jHn9sZkMrFt2zaml+1L2rBhA6GhoYSFhZGZmUm3bt3o378/jz32GAsXfMSobs3JM2jYd+AgK1d9R2lpKX///TdarZaoqCgmTpzIkSNHrnrfZs2asX//fp577jmmTp3K3r17KSkpoV27dsyYMYO//vqLqKgoDh06hBCCkSNHsnv3bvr3r53eT0lJ4Z9//uH06dOMHDmScePGXdP7JKlbhBCcjXoHtdqBli2eq9XY0mQdJaezaXR3c1Q2lZ6o+MgwMuJiGPrkMw3qMRImE1nLPsGvcwk5je/jbLiJvg8G0Ni3cu/a4dTDbI7ezP8xDPOeLTR+/nmsvK4/1Pq3jFxmnIgjwN6GNR1b0ti6usj7Zm8Mc7ecpF+AO19MCcHWunaePCEEr26IYE9UJh+M+3/27js+yiJ/4Pjn2ZLspvfeSEILvfdiQVARRewNj1PRH5bzPM9T7yx36t2hnt1Tz+MOD8WGioAKSK9SAqGFFNJ7L7vZvvP7IyQkJCSbEAzgvDWv7D7PPDOziVmf787Md4YyKTGo84tc5HQ6KSwsJCMjgwMHDmA0GrniiisYP348KlXX1i5KkiRJknRhciUQzFcUZSIgFEVxAx7mAt1Qvisjdz3JZDIxfPhwcnJyGDVqFDNO7lm2fft2br31VtRqNaGhoUybNo29e/cyZ84cFj1wH2UVlXy1LZV58+ah0WgwGo08+OCDHDx4ELVaTXp6ukvtz5kzB4AhQ4ZgMBjw9vbG29sbnU5HTU0N69atY926dYwY0TiyYzAYyMjIcCkQbBkEXHfddahUKpKSkigtLe3qj0k6R8rL11FdvZN+/Z5Fq/Xv0rX1m/JR3NV4TYxodXzvtysaN5CfPL0He9p1dd99h4dyDJXawcbUKcQNDWLopacSqdgcNl7Y/QLR+gjGf3QMoqIImH/XWbe7uqyGhcdyGObtwSdDWAeAZgAAIABJREFU4/HTnnorFULw6rp03t6UyRVJobx56wh02q5P53xrYyZf7C/g4UsTuWl09Fn32Ww2c+LECdLT08nIyKChoQFFUYiJieHWW28lIiKi80okSZIkSbpouBII3g+8AUQCBcA6YNG57NTFpmmNYG1tLbNnz+add97h4YcfRgjR/gUOO3fOvZKPV23m02/XsWTJEgBee+01QkNDSUlJwel0otM1rhvUaDQ4nc7my81mc6vq3N0b1ySpVKrmx03P7XY7QgiefPJJFi5c2OnrsFqtuJ1MsFFVVUVQ0KlRipZ1n/G1ST8rh8NMRuZLeHr2IzLiti5daytrwHSkAu/p0aj0p94qynKyyD10gMm33NWrG8gLu52Kt98mYiSU2vqhRI/iil8PavXhxNJjS8mqzeLfhhuxZS4n8s03ULl3bY3e6XbVGFiUmssIbw8+HZaAV4s1e3aHk6e/PsJn+/K5dWw0L1w3BLWq6yOmK/YX8I/16Vw/IpJHZ/Tr/IIzqKioaA78cnNzm983+vbtS79+/UhISMDDw6PziiRJkiRJuuh0GAgqiqIG7hRC3P4z9eei5uvry5tvvsm1117LAw88wNSpU3n//feZP38+VVVVbN26lZdffhmM5dx902zGzllAWFg4gwYNAqC2tpaoqChUKhVLly7F4WicoRsbG8uxY8ewWCyYzWY2bNjA5MmTXe7XzJkz+dOf/sTtt9+Ol5cXhYWFaLVaQkJCWpWbNm0ay5YtY8GCBZhMJj7//HMWL17ccz8gqcfl5X2I2VzAiOH/Q6XqWqbK+k35KBoVXpNajxTtW/01Wncdw2b07gbytatXY1Oq0bvXcUB5gKsXDUPbYvpqibGE91Pe5+qg6fj983vcx47F++RofHelGkzMP5xFjM6Nj4bGtwoCzTYHDy0/wPpjpTx8aSKPzuheopWdmRU8seIQExMC+du8oV2uQwhBZmYm27dvJzc3F4CQkBAmTJhAv379iIqKQq3u+YQzkiRJknS+E0JgcViwOCyY7WbMDjNmu7nVMYvDgsluwmQ3UW+tp95aj8FmoM5a1/jYamg+bnaY2XHrjt5+Wd3W4Z2hEMKhKMq1NCaMkXrAiBEjGDZsGJ9++il33HEHu3btYtiwYSiKwuLFiwkLCYbSo4RGxTNwYBLXXXcqI+P//d//MW/ePL744gsuueQSPD09gcY1gDfddBNDhw6lb9++zVM8XXXFFVeQmprKhAkTgMZtIpYtW9YmEHzjjTdYuHAhb775JkII7rrrri6vI5R+PvX1qeTkvktw8CwCAiZ26Vp7pYmGlDK8Jkai9jo16ldXUcbxHVsYMesadL2YUMRpsZD7r0/xG+6BSfgz9MGH0Hm2XqP3/qH3cQgH9+7zwVpXR+hTT57VesZCs5XbDmXhoVLzybAEAlpMB60wWLj/f/vZn1fN83MGMX9iXLfaSCupZ+Gy/cQHe/LPO0bhpnF9vZ7D4eDo0aPs2LGD0tJSfHx8mDFjBklJSfj7d21KsCRJkiSdK0IIHMLR/N0pnDiFs9UxgcDhPHkOJ05n43eHcDQ/dgonZruZkoYSSo2lFBuLKTYUU2etawzqHGYs9lMBX1Ow11UaRYO3mzfebt54uXnh7eZNsEcwXtrGxw6nA7XqwvyAVelsCp+iKC8CvsBnQPM+gkKI5HPbta4bPXq0OD15SmpqKgMHdi1LYq8ylEFdIQ36SIaMnkBycjK+vr693atz4oL73VxAbLY69u67FqfDwtix3+Lm1rVEI9VfZWDcX0r4E2NQ+5yaSrn5o3+R/P0q7nnrQ3yCQjqooecJpxPT/v3UfruKos0HONFvFjdGPY1l9KPornm2Vdn8unzmfDOHBd4zufxPa/C7/nrC/9y1TLgtVdvsXJucSbHFysqRfUnyOpW982hRLfd9tJ9Ko4VXbxzO1UPDO6jpzErrzMx9Zwd2p+DrRZOIdCFDqMlkIisri4yMDDIzMzEYDAQHBzNp0iQGDx6MRtO1UWBJkiRJOp3VYaXQUEhBfQGV5kpqLbXUWeuotdRSb61vE8RZHBYM1sYRNIPNgNFmxO60Nwd8gnOzfMhT60m4Zzi+7r7o1Drc1e64a9zRqXXoNLrGYxp33NXuzY+byrU833RMr9Hj7eaNXqO/4LZSUhRlvxBidGflXLlLaBpK+HOLYwK4tDsdkzognGAs58ddKSx49Fp++9vfXrRBoHTuCCFITf09ZnMRI0d83OUg0F5lxri/FM8xYa2CQLPBwKEf1zJg4tSfNQgUQlC1dCnVH/0Pc0k5OYlzyBv0CFP8loJKjW7afW2uee/Qe2hUGq5cXYJDpyP4kYe73X61zc6dh7LIMVlYPiy+VRD43eFiHvs8BT8PLV8snMiQqO79vRotdhb8dy81JhufL5zQJgg0mUxUVVVRU1NDTU0NtbW1lJSUkJ+fjxACnU5HQkJC86wAmflTkiSpLadw4nA6cIhTX06nE7s4FaQ0BSwO4Wgu2/z8ZLAjEM25EJoetwxuWj5vc16cPNZ0vqNrm9rq5Fqrw4rNacPqsDZ+Oa3YHDasTmvzOYfTgRNnq1E4IUSr0baWr98u7JhsJgoNhZQ1lLUJ3lSKCl83X7zcvNCoNKhQoSgKKkWFu9odbzdvwjzD8HbzxlPriValRaWoWn2pFTWKoqBW1B2eU1BQq06WQYVK1fhdrajRqrWEeYYR7hmOt5s3Utd0GggKIS75OToiAaYacFi5/Oq55M27u7d7I12g8vL+RXnFevomPo2fX6cfBrXitDqoXHYMRaPCe1pUq3Mp67/DZjEz+prre7K7HRJWK8XPPEvtN99gmDCXY8MvxdCgYtB4PwYXb0FJnAM+rUfgsmqyWJ21mt+orsC2YzUhjz+OJjCwW+1nN1i441AW+WYr/xwUyyT/xv/JOJ2C1zdk8OaGDEbG+PHenaMI8dZ1qw27w8miT5I5XlLPh3eNZnDkqWCytLSUnTt3cvjw4VYJodzd3QkMDGTy5MkkJibKdX+SdAFrGVg03+S3uOEXQuAUjX//p5drDkZO3tC3G0Sc/G5z2miwNWCymzDajJjsJhyi7W5g7Y7WnGEAp72y7c00awpWmtZYNa25Oj3oagpATj92pqCsvcDt9PMtA79fGo2iQavWolVpG4O1k4FUU8DW8ktBaS6jVtSoFTXuGnfGhY8jyiuKKO/Gr2B9ML7uvnhqPVEp8kPHC12ngaCiKIHAs8BkGt8KtgN/FkJU9kQHFEXxAG4HqoUQX/ZEnRckIcBQChoduPv0dm+kC1R19R5OZL1CSPCVREf/qkvXCiGo/jIdW7GRwPmD0PifCmzsVisHflhF7NARhMTF93S32+Woq6Pg4Ucw7t5N3rwXOFHpj5+3B9fd35/Iuq8hpxbGtc10+87Bd9CpdUzbXofd1xf/227tVvt7agzcfSQbgC+GJzDOr3FNpNXu5PEvU1h5sIgbRkXx4tzBuGu6F4QJIfjTyqNsTivnpblDuGRACEIIsrOz2blzJ5mZmWi1WkaPHk18fDy+vr74+fmh1/f8xvKSa4QQ2IUdu9PefIPZ9Gm7Xdibvzedtzvtp8qcvFG1O+1t6mh5rPmT+pNTqFpOp2o5BavN8RZ1NZVrar/p3OkjD0CrwKHV8xajEO0dd7n82dbbUaB0WlDUUaDU9HNqqvv08qeXay8ga1muVeB1hnJNv8szBXjtBl0XOQUFLzcvvLSNI0lNQYdKpUKjtAhETo4AaVQa3BV3VKpTAUrTCJJaderx6UFMy3raLd/Ulqpr5ZuCpsZ/G6cLKopC0z9Nz5tea6vzpx0/07VN9TeVbe/als/d1G64qdzQqrWnHqu0F+y6Nenn48rU0E+BrcC8k89vp3G94OVn2/jJfQnfBtYCIxVFSRZCZJ1tvRckSz3YzeAXAxfYPGTp/GCxlHHk6MPo9TEMHPjXLs9nr9+Uj+lQBb5XxqEfENDq3LFtmzDWVHPlosd6sstnZCssJP/++7Hk5GJc9ConjuoYdmk0E+YmoNYo8O4HEDYUose1uu541XHW5a7jN6G3YNn8MYH33YeqG0HT16XVPJKaR5TOjY+HxtPHo3GKrMFi54Fl+9mWUcHvZ/XngWkJZ7VuYPmefJbvyeP2kcHEOQr47LNd5OfnYzAY8PT05NJLL2X06NFyi4ezYHPaqLfWU2upbbWupel7raWWWuupc3WWOswOc6uArWVAdz6NKig0fqrfdOPYfFN98uZVo2hOPVZpGkcBaPwE//T/btvcZJ7hhrbL5VvczHa13uabX4XGfiutj7e8GW+6OW95rGW5pnrbLdfiRrxl+VbtQJfLnR4wtFfOlX6318fmn5Er5Vr89+Gp9cRT44mH1gO9Ro9aaT9QaO997fTfVYsTLpV1U7vh4+YjR5Ik6TziSiAYIIT4S4vnLyiKct0ZS3dNOPCJEOJHRVEWAl6KomQIId5ytQJFUe4D7gOIiYnpoW71AkMpqLSgl9n9pK4zGNJIObQQu72eEcOXotF0bZ686Wgldety8RgRgtfU1lNChRAc+GEVwXHxxAwZ1pPdbpclO5vcu+5CmC14/u09tnxvJWaQP5NuSERRKZC9FcpT4dp32nxo8s6Bd/B282bGHitGjQb/27q2d6IQgrfyyngpq5jxvp4sGdKnOTtohcHCr/6zl2PFdbx8w1Bu7MYm7w6Hg4qKCoqKivgprZCXUyBSXY/m6F7WHQM/Pz/i4+OJj49n0KBBaLXaziv9BRNCUGeto8BQQGF9IYWGxq8CQwFFhiLKGsow2owd1uHt5o2vmy8+7j74uvkS7hmOTq1Do9I0B1YaVWNApVFaH2tTpsXxVmVOC8jalDl5vuXoSMupW01BRVPQp+LUY0mSJEnqLlcCwU2KotwCfH7y+Q3Amu42qCiKIk7O1RBC5AK5iqL0AX4NqICbFUVxE0JYXalPCPEB8AE0Zg3tbr96ldUIVgP4RIL8lEzqorKyHziW+jhqtRcjR3yMl1f/Ll1vKzFS9Vka2mhv/K/v2+bmsiQznYq8HC6/Z9HPcuNZ9vfFCLOFiP/+j5WfVaHz1HD53QMbg0CAPR+APgAGz2t13aHyQ2wu2Myj/e6j4eX/4nPlLLShrie1cQjBHzMK+U9hBdeH+vPagGjcTyZdyats4K4lP1FSZ+Zfd43i0gGhHdflcGA2mzEajRQXF1NUVERRURHFxcXY7XZsQsVq22A81BoeHR9AUvxNREdH4+0tF7qfzuqwkluXeyrIqy9oflxoKGwT6Pm4+RDpFUmiXyKTIibh6+6Lj5sPvu6+jV9uvs3HvN285dQpSZIk6RfrjIGgoij1NM7gV4DfAstOnlIBBhrXDXZZUxCoKMpUQA1sF0JkK4oSTWNm0tdcDQJb9PUa4JrExMTudOmcy8nJYfbs2Rw5cqT52HPPPYeXlxeTJ03ikQfvx2KxYHEo3HzzzTz33HPN5a699lrKysrYtWtXL/RcOp8J4SQr+w1yct7Gx2cEQ4e8g7t7xwFKmzpsDiqXpaK4qwm6cyCKtu0HEYc3rkXj7s6ASdN6qutn1JB8AMPmzQQ98ht27bZTV27iut+OQO99ci/Dmnw4vgYmPQLaU1M+hRC8kfwG/u7+XHlES01DAwHz57vcrtnhZFFqLmvKa3kgOpg/JUSgOhn0ltWbufH9nVjsTj65dzwjY06N2huNRvLz88nLyyM/P5+amhrMZjM2m61V/VqtlvDwcEaPHk14eDjvHjBRn1bJ8gXjGRffvUQ2FwshBDWWGsoayig3lVPeUE5efR4nak6QVZtFfn1+87ouAL1GT6RXJJFekYwOHd38ONK78bvMGidJkiRJrjljICiEOGf/N1UUZTEwFbACxxRFOQ4cBP4ghChtOWroCiHEKmDV6NGj7z03PT535s+/i8/feYFhEy/DofMnLS2t+VxNTQ3Jycl4eXmRnZ1Nnz59erGn0vlECAeHjzxIefk6wsNvYED/P6NSuXd+4Wlqf8zDXmEi6N4hrbaKaGI1NXB8x1b6T5iC+zlepyaEoPy111AHBVHWfyYZn2cxbk4fIvq2mC6979+N30f/utW1m/I3sadkD0+OegLDw0vwGDMG/aBBLrVba7Mz/3A2u2uNPJ8YwcLoU6OIFpudPyxZy1BLNoND3Nn3Qw5NO5WazWaqqqoAUKvVhIeHk5CQgE6nQ6fTodfr0ev1hIWFERQU1Lylwyc/5bH2eAGPz+z/iwwC7U47RyqOsLt4N7uLd3O4/DBWZ+vP/jSKhlifWPr592NW3Cz6+PYh2juaSK9IAnQBckqkJEmSJPUAl3YbVhRlKBDXsrwQ4qvuNKgoij8wBJgohHAqijIPmAB4CSE2d6dOV5W89BKW1OM9Wqf7wAGEPfVU9y4WgrKyMsLDI8AjELWikJSU1Hx6xYoVXHPNNYSGhvLpp5/y5JNP9lCvpQtdYeFyysvXkZjwBDEx93brxthaUI9hWwGeY8LQJfi1W+b4zm3YLGaGXjbzbLvcKeOOnTTs3YvmkefZ/nUOUQP8GTkr7lQBmwn2L4UBV4PfqfV5VoeVV/a9QoJvAlfm+lFSVEzY00+71KbV6eT6g5mkGy28lxTLdaGNQafBYCA5OZmN23cTY21Aq/ckyC+41bW+vr6MHDmS6OhoIiIiXFrPd6yojudWHWVK3yAemJbgUh8vdDanjdTKVJJLk9lfup99pfsw2AwoKAwIGMDNA24m0iuSYH0wIR4hBOmDCPUIRauW6yMlSZIk6VxyZfuIJcBQ4CjQND9HAF0OBJVTd6tRwGXAemAVjVNNZyqKcoMQ4suujAaerPe8nhp6RrYGHr33NvpPuYbp0y9h1qxZzJ8/H52uMW3/8uXLefbZZwkNDeWGG26QgaAEgNVayYmsV/H3n9jtIFA4nFSvyEDl6YbvVWceaT68cS2BUTGE9x1wNl3uvD8nRwNrEydx6Hgoem8tMxYMQqVq8dqOrABTFYxtvYH8J6mfkF+fz/uXv0/tb99EGxOD1/TpLrX7XXktRw1m3h8Uy7Uh/lRWVrJ9+3ZSUlJwOp0UOXwIT5zAH+64vEf26Xtu1VF89Vpeu3l469d2kakwVbA2Zy2b8zeTUp6CyW4CINYnlplxM5kQMYGxYWPx18nkWJIkSZLUW1wZERwvhEjqvFhbp0/xPPm4+uTU0HsURSkTQqQoirINSAIuBbq8l6CrU0O7PXJ3ltq9URdOFGsDzzzxKLcvfIx169fzySefsHz5cjZv3kxpaSmZmZlMnjwZRVHQaDQcOXKEwYMH//wvQDqvZJ54GYfDRP9+z3V7ilz91sLG/QLvHIhK3/7bQHluNiWZ6Uy/q3vBZpf6s249ORUepCbdSkCwnmseHIaHj9upAkLAT+9DSBLETWk+XGmq5P1D7zM1aiojyj3ISUkh9OmnUVwM2pYUVtBH78Y4YWXFihUcOXIEtVpNYtJQ3jgkiAwP4e3bJ6BWn30Sp8IaE3uyq3hsRj+CvLo+jfd8V2+tZ0PeBr7L+o6fSn7CKZwk+iUyN3EuI0NHMip0FEH6oN7upiRJkiRJJ7kSCO5SFCVJCHGsq5W3SAzze8C9xTYUm2ncOuIBRVE+EEIkK4ryLrBGUZRIIURhV9s6nwUGBlJdXd3qWFVpIX0GxIJPJAlBnjyQmMi9995LcHAwlZWVfPbZZ1RXVzevC6yrq+PTTz/lhRde6I2XIJ0namuTKS7+gtiYhXh6dm9qoa28gboNueiHBKEfdOYb88Mb16HWaBg4ZXo3e+sap93OniU7SBt4N5F9/bjygaG4nx6c5v8EJYdg9muttox4++DbmO1mHhv9GBVP/QOVtzd+1891qd2jBhN7ao1cV1/Gez98jlarZcKECQwdOYbblqbgcLPx7u2jcNP0TCbf1SlFAMwZHtEj9fW2ClMFB8oOkFyazMGyg6RWpeIQDqK8orhnyD1c1ecqEvx+GdNfJUmSJOlC5EoguJTGYLAEsNCYRVQIIYa60oCiKP8HPAiUKIqiF0I8JYTIVxTlO2Am8LqiKO8Dk2hMHlPU1Rdxvk8N9fLyIjw8nA0bNnDZZZdRVV7KD+t/5JF7l7Jm/WauuuoqFEUhIyMDtVqNn58fy5cv54cffmDChAkAZGdnM2PGDBkI/oIJ4SAt7Tnc3cOIi1vUvTqcguoVGShaNX5zznyTbrNaOLZtI4ljJ+Lh49vdLrtk8yvrSfOfRmyUkysfGo66ncyl7P4n6Hxh6M3Nh9Kq0vgq4ytuG3Abwcm5FGzYQPCjj6Ly9Oy0zfz8fJ5OyUCj8yH0eApTp05l/PjxqN3cuWfpPnIrG1j263GE+ep67HWuPFjEsGg/YgM779/5SAhBWnUaG/I2sCFvAxnVGQC4q90ZEjSEBYMXMD16OkOChshkLpIkSZJ0AXAlEFwC3Akc5tQawa4wAL8CjgGfKYryNyHEH4QQRxRFyQbSgRmAHbhWCCEURVEJIVxu60LIGvrRRx+xaNEiHnvsMXBYefbRhSQMG8/TL9/No48+ioeHBxqNho8//rg5Hf348eObr+/Tpw8+Pj789NNPjBs3rhdfidRbCguXU284yuDBb6HRdC+YaNhfijWnDv8b+qH2djtjucyfdmIxGs95kpi8YxWk5rgTbTrKVU8uQtXeFMwTG+HYNzDld+DW+LqFECzeuxhvN2/u6zufknm34ZaYQOCv7m6+zGg0cvjwYazW1hkps7OzOZ5XwL4JM5mqcfLkww+h0+mwO5ws+iSZbRkVvHzDUCYk9FxGz8yyeo4V1/HM7G7Nsu9VtZZaPjz8Ietz11NoKESlqBgRMoLfjvotI0NHkhSQJBO7SJIkSdIFyJVAME8I8W13GxBCfKQoiocQokFRlF8DHyqKslgI8XshhFFRlO9OBnIAKIqiEULYu9ve+SopKYlNG36Emjww14BnCGh0fPrpp+2WLyxsOzs2OTn5XHdTOk9ZrRWcyHqVAP9JhARf2a06hM1B3fpc3GK88RjV8Ubrhzeuwzc0jOikId1qyxUOu5OtSw+jN5UzeV58+0GgpR6+fRgC+8LUx5sPr85azZ6SPTw17ims//of9qJiYj9ehuLmRn19PTt37mTfvn1t9vODxhF6ps3A7tDw5Kh+6HQ6nE7BEysOs/ZoKc/MTuLG0dFtrjsb3x4sQqXA7KHhPVrvubatYBvP7XyOSnMlkyIncd/Q+5gWNY1A/S9v2wtJkiRJuti4EggeVxTlExqze1qaDnZl+wghRMPJ7xmKotwPvKMoylOAF5ADfNCi7EUXBAJgt0BVFtjN4B0BXh3fiEtSS00JYvr1e7bb0+4Mu4px1FkJuKV/h3VUFxeSf+wwk2+5C0XVM+vj2pOyMZ/aWsHwvG/xm/Fh+4XWPwO1BfDrdaBtnKaZW5fLC7tfYGTISOY4h5K39EX8brwBW2Iia9asITk5GafTyZAhQ5g8eTIBAQGt61QUpuxNY4xWyxBvD4QQ/Hn1MVYkF/Do5f1YMLln9+sUQrAypYiJCUGE+PTcVNNzyWA18Mq+V1iRsYJEv0TeuuwtkgIvvNFMSZIkSZLOzJVAUE9jAHhFi2Pd3j5CCJGqKMpNQCGN003Hd3KZK/We12sEMddBdU7j44AE0Pn0anekC0tjgpgvzypBjNNkp25TPu79/HGPb3/PwCb716xErdEw+JIZ3WrLFYZqC/vWZBNUc4w+42JQ6fVtC2VtgX1LYMKDED0WaNwz8PEtj6NVa/nbpJcou/e3qH19yb/kEta//TYOh4MRI0YwadKktgHgSZsq68g2WXm8T+Po3Gs/ZvDfnTncM7kPD1/W8+8hhwpqya1sYNH08/T9qQW7086Wgi0s3rOYkoYSFgxewKLhi3BTn3kasSRJkiRJF6ZOA0EhxK96qrEWW0k8AuwFpgsh7IqiqIUQjrOot8M1gkKI3kteYKyA2nzQ6CAgHjQXX9r47ujiVpG/WEI4OJ727FkliAGo31qAMNnxbblBezsaams4uvlHkqZeiqffudvjbedXmThsDvoe/xSfh/7etoDFAN8+1Pg3c8mpzeFf3fcqqVWpvHXpW7iv3kJNyiEyrr6a5K1bSUhIYPbs2fj7d9zv/xRWEKTVcHWwL7mVRt7ckMG8kVE8ffXAc/I+sfJgEW5qFTMHh/V43T2l0FDIVxlf8U3GN5SZyoj1iWXprKUMDxne212TJEmSJOkccWVD+SjgLRqzegpgO/CIEKLgLNo9Ajx/Mgg8p2sCdTodlZWVBAYG9k4w6OYFHgHgEwWqs9+Q+mIghKCyshKd7sKYJtebCgo/wWA4xuDBb3c7QYyjzopheyH6YcG4RXh1WDb5+1XY7TZGXzOvW225ojC9moy9pfRTjuPlreA5vp1JARueb1xP+6vvwM2j8VDeBj45/gk3xt9In1wNxS+/THlYGMeCArl21iyGDx/e6d94nsnC+so6HokNxV2lYvWhYgAeu6LfOXl/cDgFqw8VccmAYHz1519ClczqTF7Z/wo7C3cCMClyEk/1e4qpUVPRqs6//kqSJEmS1HNcmRr6H+AT4MaTz+84eazL88aaNpgXQnx28rn6XK8JjIqKoqCggPLy8nPZTOeK03u3/fOMTqcjKiqqt7txXrNaK8hqThAzq9v11G3MQzgEvjNiO27PbOLgutX0HTOBgIjIbrfXEYfDydZP0/HycyP8+yX43nJj283fT2yEPR/AuPtxRI0j9cgRNuzdwEd8hJ/Vl7j3Uqk7+Dl2jYaqG29k0V134u3t3aatEw1m7j6cTYX11FuMRQgU4M6IxmQnq1KKGBXrT4RfO1NTe8BPWZWU1VuYM+zc/Dy7yymcLDu2jDeS38BT68nCYQuZmziXCK+LY49DSZIkSZI650ogGCyE+E+L5/9VFOU33WlMnDYf8Gymg7bU0RpBrVbbvCm7JF1IMjMX43CYzypBjL3ChHFPCZ5jw9AEdRzsHN6wFovRyJg55240MHVHMVVFRqYMrkNtacDGag5GAAAgAElEQVRnzjWtC5Qehc/n4wzqzy795fz0xhvkWHI4GHoQHwv8fUMQ3kcOwsiRBD79NMOT2p/OaXU6eeBYLhVWO3NDW08VHeKtJ1LnRmZZPcdL6nn2mnOXBGXlwSI83dRcNvD8SQ5VbCjmjzv+yJ6SPUyPns5zE56TWUAlSZIk6RfIlUCwQlGUO4DlJ5/fClSeuy513YWwj6AkdUVN7X6KS1YQG3t/txPEANSuz0VRK/hcGtNhOYfdxr413xCVNJjwvv273V5n0veUEBDhiffuJTjj49EltQjCagtx/m8eVqeaD6qnU7x1I3mxeRzmMBOLvXnoWy3q+ixCnnoS/zvu6DCj6eLsEg7Vm1gyOI6rgttPjrMqpRhFgauG9MyWDjUNVtJLDc3PhRB8f6SYmYPD0Gl7f1q43WlnZeZKXtn3Ck7h5PmJzzM3ca7c/F2SJEmSfqFcCQQXAG8Dr9G4RnDnyWOSJJ0DQjhIS3sOd/cw+pxFghhLXh2mlHK8L4lG7dNx1sfjO7ZiqKxgxr3db68zxloLxSdqGTUlEPMn+wn+zSPNQUh5wQncll2LzlzJf5WbKBvoxhb7RhrsDSwMvI7LXl+NNiKCyP+8iq5/x4Hq9up63skr447wwDMGgUI0rt0bGxdAaA9s6VBrsjHr9W2U1JnbnJs7onenhTqcDr7P+Z73Ut4jty6XkSEjeWHyC0R79+xeiZIkSZIkXVhcyRqaB8z5GfoiSRJQXbMHg+EYSUmvolZ7dKsO4RTUrspC5a3Fe3rHazGF08neb1cQFBNHn+Gju9WeK7JTKkBAUNkBbIDP7NmYTCa+W7WS4cdeJI5Cfuz/MLt9ctlfsZWRISN5euxTuP/mRcxqNTEf/gtteMejd9U2Ow+l5pHg4c7zfc+83u14ST0nyo38alLPTBt/cc0xyg0W3rhlOEFepzID693UjIjueLuOc8XmtLEhdwPvprxLdm02/fz78folr3Np9KVyFFCSJEmSpDMHgoqiPNPBdUII8Zdz0B9J+sWrrtqJoqgJDrqs23U0HCzDml+P/439ULl3/HlP1oF9VBbkceWDj53TACHrQBm+IXr48Uv0I0dSpdHw2QcfMLX6cxLI49tJ9/O3ivXYa+w8O+FZ5vWdR/X/llG6dy/hL77YaRAohOB3aflUWO0sHdUXz9OT0LSw+lARapXClT2wpcO2jHI+31fAA9MTuHZ4747+GawGthdtZ1PeJrYVbqPeWk+CbwKvTnuVy2MvR6WceTqtJEmSJEm/LB3dIRrbOeYJ/BoIBM6bQPC831BekrqgqnoX3t5D0WjaZsJ0hdPioPaHHLRRXniM6DxJyb5VX+EdFEz/CVO61Z4rzEYbhWk1DB7hge3zE5Q/+hs2fPghMW61JKiO8sSAiXxX9B1Dg4fy18l/JcYnBkt2NmX/+Aee06bie/3cTtv4X1Ela8pr+VNCBEO9zzyS2jgttJiJCYEEep3dvp5Gi50nvzpMfJAnj1zW96zq6i6H08HWgq18mfElO4t2Ynfa8Xf357KYy7gs5jKmRE5BLbeukSRJkiTpNGcMBIUQrzY9VhTFm8ZN4H8FfAq8eqbreoNMFiNdLOz2eurrDxEbs7DbddRvycdZZyXw9oEoqo5H+MpysihIPcK0Oxag1riyZLh7cg5V4HQKfA59T/LoUWQUFxMbG8ssjzRuMURQZC5m0fBF3DPkHjQqDcLhoPjJp1Dc3Qn/8186Hal8P7+M5zKLmO7vzQPRwR2WPVJYR25lA/83vftJeJq8vDaNwhoTny+c8LMnhKkwVfBVxld8mf4lxcZiQvQh3DHwDi6JvoRhwcNk8CdJkiRJUoc6vPNTFCUA+C1wO7AUGCmEqP45OiZJv0Q1NXsRwoF/wMRuXW+vMlO/tQD98GDcY306LX/gh1Vo3N0ZfOkV3WrPVcf352P1zeEH0YApMJHx48czfUxfFn75V8p0epbMXMLI0JHN5av+uxTTwYNEvLwYbeiZRzWdQvBcZhEfFJRzdbAvbw+MRdVJ0LjqUBEalcLMQWc3LXR/bhVLd+Vw1/hYxsQFnFVdXVFrqeWtA2+xIn0FdmFnfPh4fj/m90yLniY3gZckSZIkyWUdrRF8Gbge+AAYIoQwnKmsJEk9o6p6JyqVO74+Izsv3I7a77NRFAXfKztPgtJQV0vq9s0MmnYZOk+vbrXXmaKiInbu2MWR8iOgF0QYBfNuv52ExESe//IaknXu/H3kY62CQEtWNuVvvIHX5ZfhM3v2Ges2O5w8lJrHqvIa7okK4vnESNSdBIFCCNYcKmZK3yD8PDrOpNoRs83B7788RISvnsdnDeh2PV3hcDpYkbGCtw68RZ21jhv63sCdSXcS5xv3s7QvSZIkSdLFpaMRwccAC/BH4OkWU7MUGpPFdD7cIElSl1RX7cTPdzRqddfXrlmyajAdrsDn8hg0vp1ff3jjOhw2GyNmnjnY6q6GhgbWr1/PgQMH0Ki16BrCGX14C1M//DtuUVF8fOjfrGjI5V5NGFcNuavVtRXvvIOi0RD+3HNnnBJaa7Mz/3A2u2uNPJMQwQPRwS4luknOq6GwxsRjV/Q7q9f31sYMTpQb+WjBWLw6ScbTEw6WHeSln14itSqVUaGjeHLsk/QPOHf7PUqSJEmSdPHraI2gTC8nST8jq7UCgzGNhNBrunytcApqVmWh9nXHa2rH20UAOB0OUtZ9R8zgoQTFxHWjt2fohxCkpKSwbt06zGYzkyZNwrDBQHmlwsiFN+IWFcXOop0sPvAGlxgbeHDOS62ut+bnU/f99wT86m40QUHttlFts3NzyglSDWb+mRTL3FD/dst9d7iYP6w4RJ3Z3uq4m0bFjKTQbr/Go0W1vLclixtGRTG1X8frEc+Ww+ngg0Mf8M+UfxLsEcziqYuZFTdLbv8gSZIkSdJZO/cfZUuS5JKq6l0A3VofaNxXgq3YSMCtA1C5dZ4kJHPfbuory7nkV/d1ua32CCEoKChgw4YN5OTkEB0dzezZs/EoKefjynyi9CX4X3c32bXZ/G7L74i3O/mrvi+qqDGt6qn8979R1GoC7prfbjuVVjs3pWSSYbSwZHAcM4J825RxOgVvbMjgjQ0ZDI/2axOsDYrwwVvXvbV0NoeT3395iABPN/50dVK36nBVlbmKJ7c9yc6incyOn80fx/8RT63nOW1TkiRJkqRfjosiEJTbR0gXg+rqXWg03vh4D+7SdU6znbq1ubjF+aAf2v4o2ukO/LAKn+AQEkaN7U5Xgcbgr7S0lCNHjnDkyBFqamrQ6XRcc801jBgxAux2fvq/F3EEX8fg+ZeRXp3OwvUL0TodvFVchOeNL7eqz15eTu1XX+N73XXtJogpt9q44eAJck0WPhrah+kBbWenN1jtPPZ5Ct8fKWHeyCheun4w7pqey575wdYsjhbV8d4dI/H1OHeJWQ6UHeB3W35HjbmmeU9FOQooSZIkSVJPuigCQbl9hHQxqK7ahZ/fOBSla4FL3YY8nA02/GYPcilYKM/NpuDYEabe/itU3dhioLy8nKNHj3LkyBEqKipQFIWEhASmT5/OgAED0Ol0AFT8dylFjjDctFARVc7DPzyEh9aDD4xaonzjoe/MVvVWffQRwm4n8J5ft2mzxGLjxoOZFJhtLBsaz2T/tnssFtaYuHfpPlJL6nj6qoHcM6VPjwZPmWUG3tiQwVVDwpg1uOPN7bvD4XSQXJbM2py1rEhfQbhXOMuuWsbAwIE93pYkSZIkSdJFEQhK0oXOZCrAZM4jOvruLl1nK2/AsLMIj1GhuEW5tgH9gR9WoXHr2pYRlZWVpKamcuTIEUpKSgCIi4tj/PjxDBw4EE/P1lMWbaWllHywhMrRz2IZVcwDG58gzDOMD/rNJ/yLX8Ps10F1ahmyo76e6uWf4j3zCtxiY1vVZXcKbj90giKLjeXD4hnv1zrDqcnq4MNtWfxzywnUisKS+WO4ZMCZt5zoDqdT8IcVh9Br1Tw/p2sjtp3ZW7KX77K/Y2PeRqrMVejUOq6Ov5onxj6Bt5trv1NJkiRJkqSukoGgJJ0Hqqt3Al1fH1i7JhtFo8J3ZpxL5U2GelK3b2Hg5Gnovc4cZDgcDvLy8khPTyc9PZ3KykoAoqKimDVrFklJSfj4nDlxcNnLr5AZeSWpgUfYpFpGP99+/DN8FoFfPwh+MTDsllblqz9ZjtNgIOjetoP6y4orOWow8+GguFZBoNMp+DaliL//cJziWjOzBoXx1FUDiQn0cOln0RUf7cphX241r944jGDvrmd0PZOlR5fyyr5X0Gv0TIuaxozYGUyOnIyHtudfgyRJkiRJUksyEJSk80BV9U7c3ILx9HB9nas5vRrz8Sp8r4xD7e3annipWzdit1oY3s6WEQaDgczMTNLT0zlx4gQWiwW1Wk1cXBxjxoyhf//++Pu3n6GzpYZ9+8jZkcGeKVeyod+7jAwezlt2P7xXPwqxk+HG/4BW31zeaTZT9dFHeE6ejC6pdQKWGpudxdnFTPTz4urgU4lhciuNPPzpQVLyaxgS6cvrNw9nXHygSz+Drqo0WHh5bRrT+gVz/cjIHqv3i/QveGXfK1wRewUvTn4RnUbXY3VLkiRJkiR1RgaCktTLhBBUV+/C33+iy2vahENQs/oE6kAdXpNcD05Sd2whOC6ekLh4oHG9X2pqKmlpaRQWFgLg5eXFoEGD6Nu3L/Hx8bi7uz4CJhwO8l98mf3Drmdj//eJ84rk3aJCPPK/gQkPwuXPg7r1207NV1/hqKwk8L62o4Gv5ZRSbXPw58SI5p/NkcJa7v7PHuxOwas3DmPuiEhUqnOXSOWdTScw2508c01Sj605XJO1hr/s+gtTIqfwtyl/Q6s+d4lnJEmSJEmS2iMDQUnqZUZjBlZrBQH+rk8LbThYhr3MROAdA1E0rm35WVNaQnFmOsOvu5mNGzdy7NgxKioqAIiIiGD69On069ePsLAwVKrubSNa8/nnHHYOYk3SN9jdzLyaX4mHsQ5u+A8Mvr5NeUdtLZX/+hD9sGF4jGm9lURmg5l/F5Zze3ggg70bp0ruzKzgvv/tx1ev5dMFY0kM8WpTZ08qqG5g2e5cbhgZRUJwz7S1MW8jT29/mlGho/jH9H/IIFCSJEmSpF4hA0FJ6mXN6wNdDASFQ1C3MQ9tuCe6Qa5Phzy4eQOmqES2p51ASc8iNjaWMWPGMHDgwA7X+7nKXl3NsSU/sHp6MEW+GbygjqFv/V64Zz2ED2vndTgo/N3j2CsqiPzHq21G257PLEKnUvFEfBgAaw4V8+hnB+kT5MnSBWMJ8z33Uynf+DEDFHjk8r49Ut+Owh38bsvvSApM4u3L3pbTQSVJkiRJ6jUyEJSkXlZVvQu9Lga93rUpng0HynBUmvG707Wpik6nkz179rDlWDp4+XL55ZczYsSINpk+u8uSlU3dD99TseZHvh86nv2Ry7guYATX7l8Jlz/XbhAIUP766xi3bSPsz8/jMWJEq3Obq+pYX1nHH+PDCXbT8tGuHJ799iijYvz59/wx53QPvyaZZfWsSC5gwaQ+RPjpO7+gAzaHjXcOvsOSI0tI9E/kn5f/U24OL0mSJElSr7ooAkG5obx0oXI6LVRX7yQsrO20yfYIh7NxNDDSC11SQKfli4uLWbVqFUVFRaiNdVw6eRKTJk8+224jHA6qln5E7cqVWNLScCoqdl3yAGsHLqOPRwxPpW6HiJEw4aF2r69ds4bKf32I3y0343/TTa3O2Z2CZzKKiNW5sSAyiL+sPsa/t2dz+cBQ3r5tBDptz20Q35FX1qbj4abh/y45u/eV7Nps/rDtDxyrPMa8vvP4/Zjfy6ygkiRJkiT1uosiEJQbyksXqurqPTgcDQQFTnepfENyGY4qM353dTwaWFNTw6ZNm0hJScHT05PBEaHkbkxm+PRneqTftd+uomzxYvTDhhH85JPsq0/iK/tihJuDN4Q3eks9XPtOm8QwAObUVIqf/iP6UaMIe+qpNuc/Ka4kvcHMPwfE8PDHB/gxtZS7J8bxp9lJqM9hUpiWUvJr+OFoCb+5vC8Bnq5lZD2dEIIv0r/g5b0vo9PoeH3661wWe1kP91SSJEmSJKl7LopAUJIuVJWVm1Gp3PH3H99pWeFwUrcpH22UF7qB7Y8GNjQ0sG3bNvbs2QPAxIkTmTx5Mp/84WFihwzD06/z7R867YfNRsW77+KeNJCY5Z+wZXk6mwp+JH9gKr+LupI+W9+HS/8IoUltrrVXV1Ow6EHUvr5EvfE6ilvrIMvscPJ6binDPPV8+OVRUovqeO6aJO6e1Oes+90VL69NI8DTjXumxHfr+pTyFBbvXcyh8kNMCJ/AC5NfIMSjZze5lyRJkiRJOhsyEJSkXlRRuQl//wmo1Z2vQWvYf3I0cM6gVqOBQggKCws5cuQIBw4cwGKxMHz4cKZPn46fnx/FmWnUlpYwbu5NHdTuupqvv8aWn0/ku++w++ssDm/P58DENcR4RHLb/q8a1wRO+k37r/edd7GVlxP3ycdogoLanF9WXEmRxYbzQAXWchMfzh/NpQNCe6TfrtqRWcH2zAr+NDsJL/euvUUWG4p5Lfk1vs/+niB9EM9PfJ7rEq9DpXQvC6skSZIkSdK5IgNBSeolDQ3ZmEy5REf/qtOywu6kblNe42hg/8ZRvZKSEg4fPszRo0epqalBpVLRv39/pk+fTmjoqeApbedW1BoNfce6vj3FmTitVireew/dsKGkm/twYH02NZOOUuws4E3HALSmGrjzG2hnSwSnxULtqlX4zJiBfsiQNucbHE7ezC0lxAqWUhNf3j+BQRG+bcqda29syCDMR8ft42I6LSuEoNhYTEp5CvtK9rHyxEoA7ht6HwsGL5AJYSRJkiRJOm/JQFCSeklF5WYAggIv6bRsQ3IZjmoL+qtiSE5OZt++fRQXF6NSqYiPj2fatGkMGDAAvb71yKLT6SBt5zbiho9G53n2++DVfPkl9qJiqm97lr3fZhM5xpPlmi8Z59Gf6QfWwdTHIWxwu9caNm7EWVuL77z2E+MsLaygzGpHf6iC+aOjeyUI3JtTxZ7sKp6ZnXTGpDT11no25m1kS8EWUspSKDOVAaDX6JkRO4OHRzxMuFf4z9ltSZIkSZKkLpOBoCT1ksqKTXh69kWvj+q0bPHBHPZ7Z3Bi1TasVishISFceeWVDBkyBA+PM2egLEw9iqG6immTpp51f51mM5XvvU/p+Ns5us9B/IhgDgxaTX16PY8XNKD4x8GUx854fc2Kr9BEhOM5vu16SKPdwVt5pcQ4VZRXWVjwM68JbPLupkwCPN24dWzr0UCjzcjm/M38kPMDOwp3YHPaCPUIZUz4GIYFD2N48HD6+vdFo5JvqZIkSZIkXRjkXYsk9QK73UB1zR6io+d3WraoqIgvizZgV5wMHjaEUaNGERUV5dIegsd3bEXrriNh5Niz7nPNZ5+Rp07kuG4icUODSLxBz5NrPmOeZyL9s36E21eAtv21jrbiYow7dhD0wP0o6rYjbf8urKDK5kCkVDEzKYyYwJ9/e4WjRbVsSivn/ksi2Fm8mfTqdNKr08moySCvLg+BIMQjhFsG3MKsuFkMCRri0u9AkiRJkiTpfCQDQUnqBdXVOxHC1um00Ly8PD5e9jFaoeaOafOIumSAy21YTQ2k795OwuhxaHW6s+qvs6GBQ5/v4Xi/24gZFMCsewfz0JYH0avdWXR8OwyaC30vP+P1tStXghD4zp3b5ly93cG7eWUMUGnIKTNx77zhZ9XXrjDZTaRVpXGo/BDvr7ejUvmxrPA+Pi4xo6AQ4xNDP/9+XN3nasaFj2N4yHCZ+EWSJEmSpIuCDAQlqRdUVGxCrfbC13fUGctkZWWxfPlyvNw8mFk3mNCB0V1qI/n7VZiNBkZeNedsu8uht1dyNGou4VFarlw4hJ/KdrOtcBuPKYEEKlqY+dczXiuEoOarr/EYNw636Lav4YP8cmrsDnyP1TEixo9Rse1vjXE2jDYjRYYiio3FZNdmk1qVyvHK42TXZeMUTpyWIIwljzEgPp87J/yGIUFDSPRLlBu/S5IkSZJ00ZKBoCT9zIQQVFZuITBgCipV2+yaAGlpaXz++ecEBgYyJ2QKSn09mhDXgxKzwcC+VV+RMHoc4Yn9z6q/DcfT2Jfqjp9bDdc8MRdFA6/uf5VIN39uSzsAs/4OPmdOjmLatw9bXh7BDy5qc85gd/B+QRkj3dw5ll/PM7eNPKu+AlSbq9lfup+9JXs5WH6Q/Pp86q31rcqEeoQyMGAgM+JmMCBgAN/s9GK9toplty0gyMv9rPsgSZIkSZJ0vpOBoCT9zAyGVCzWUgKDprc5J4Rg9+7drF+/nrCwMO644w7ql6ShivJCUbm+Hm3f6q+xNBiZeOPtZ9VXp9FIylNvYQm5nqm3xqJ1U/N1xtekV6fzcp0dt/BhMOaeDuuoWfEVKi8vvGfMaHPu05Iq6uxOHLm1RPnrmTmoa3sGOoWTnLocDpcf5lD5IZLLksmsyQRAp9YxLHgYV/W5igivCCI8Iwj3CifaO5oA3alRx8IaE98f2sQd42NlEChJkiRJ0i+GDAQl6WdWUbkJgMCAaa2Om81mVq5cSWpqKgMGDOC6667DXe1GVbER78mRLtffUFdL8ncr6TdhCiFx8WfV15I//4U8VQI6HSRM6kODrYG3D7zNULcAZlYehHv+B+ozv404DEbq1q7F95prUJ22tYVDCD4sKGegzp2044U8MzsJjbrt+rv8+nx2Fe2i2FiMyW7CZDfRYGug2lLNscpjzaN9XlovhgYP5er4qxkdOppBgYPQtrOf4en+tTULgPumnt3PSpIkSZIk6UIiA0FJ+plVVmzC23sI7u7BzceKi4v54osvqK6u5oorrmDChAkoioIlrw4cArdob5fr37PyS+xWKxNvuO2s+lnz1deUfb+JyokvMXxqDGqNio9SPqLMVMYrpdUog2+AqNEd1lH/w/cIkwm/dvYOXF9RR47JyrgqB956G9MHuZNVm4XJZqLEWMKu4l3sKtpFXn0eAGpFjYfGA71Gj4fWAy+tFzPjZjI0aChDg4fSx7dPlxO51JltLN+Tx/UjI4nwaz/jqSRJkiRJ0sWo1wNBRVH0wHTALoRY38vdkaRzymqtorbuIH3iHgLA4XCwb98+1q9fj16v5+677yY2NvZU+bzG0S5XA0FDVSUpa9cwcMp0AqO6llymJUtGBiV//jMVY25HoJA0KYIKUwVLjixhhiaIEZYSuOyZM15fY65hf9l+dEvfQhPhy6sN38LuVY11OyyUm8rZxJVo8Caz/reo4hxc+23rOvQaPWPDxnLbwNuYGDGROJ+4Ht+uYUtaORa7k5tGd/9nJUmSJEmSdCHq1UBQURR34B1gLxCvKEqKEKKsN/skSedSTe1eQBAQOJkTJ06wdu1aysrKSEhIYO7cuXh5ebUqb82vR+3jhtrXtbVrP33zOU6ngwlnMRroNJkoePRRFC9vikLGERnsiV+oB8/vehmbw8ojeVmUDL6ODSXbsRVuanVtsbGYfaX7SK9Op3+B4C8ZDr6Y6cWGvB+by2hUGtw9B1Grj2WQ7QD5ldO4ZVR/hkQE46HxwFPriZ+7H0mBSbip3br9Olyx/lgpgZ5ujIjxP6ftSJIkSZIknW96e0RwIvC9EOILRVFeAsyKongJIQyuVqAoyn3AfQAxMTHnqJuS1DOMxsZEJt+tSSE9PQ9/f39uuukmBg4c2O5olzW/3uXRwLryMg79uJbBl8zALzTM5T45hZMGWwNGm7Hxa8U3aDJPkP3bx6lPtuEYm81Lu3/gy/QvucJkxc/p4KrqXdTt+alNXXqNnmHBw3ho+INMWrkKdUgdf/zrDzzj0Trj6YPHcjleUcs0y3g+qgzliQlX4On+874d2RxONqWVMWtQGOouJOKRJEmSJEm6GPzsgaCiKIoQQpx8urnF42zgChpHBt8TQtS5Up8Q4gPgA4DRo0eLTopLUq9paGggI2MrNpsnubmlzJgxg3HjxqHRtP9n6DDacFSZcRvnWlC3Z+WXKAqMm3tz87G0qjQKDYUYbUYMNgNGm5FaSy2lDaWUGksbvzeUYnfam6959jM7fgGwPqeKKE0w/6r5f/buO77K8nz8+Oc5Kycne+8BhE3YIEMUlCqKWK3btlR/jq/WWjusrR3aaq3Wb237bW2d1Wqto2prRRAFHIwAYRMIOyF7nqwzcvb9+yMIhOzkhBGv9+vlK+Sc+7mf+zGBV67c131dv8bf4sOg4Be1tewZdxmPz7qLcXHjsBjaB3gmvQmDzkDLhx9SUXiExMceQ3dKEFjj9vLf2iaWpsaxY3UJE9OjTnsQCJBf3IDN5WPhuL5VKhVCCCGEGApO+09fXwR+mqZdAOg1TduklGoFhgMXALf1NggU4lzg9/vZsmULn332GWPHFREamsm9997bIQ30VJ6y3p8PbLW1sPfzNYydtwBDVBjvHnyXfx38F4XWwg5jQ/QhJFmSSLQkMjlxMomWROLMcViMFqKafKSXPYrzmzcwsmIqw2ZH88olf+cbH36DO3whREdmMPeql8HQdapqwOOh9qnfEzJ6NFFXfbXD+3+vqMenFF9PimFJ+W7uuvDMVOtcVVhDiEHHvJHxZ+T+QgghhBBn0hlJDdU07Unagj4PsF/TtAKgHFiqlDrSj/mWAEtycnKCu1AhBujQoUOsXLkSq9XK8OHDiIhwkJ4+u8cgEI4FghoY03oOBHet/hCfx8229Bp++fbF2L12cqJz+Ol5P2VSwiTCjeGEm8IJN4Z3e+7O+tLL1CoFI76KKm1g5oJR/Pnw7wjRDNxYeQSufqHbIBCg8Z+v4y0vJ/Olv6Hp9e3ea/UHeKWynkvjI6mtduAPKGYPP/2BmFKKVYU1nJ8Tj8V0pjPkhRBCCCFOvzORGhoD5AJzlFIBTdOuBaYBri+CwFPSR3uklKj6OgEAACAASURBVFoGLJs+ffodg7JoIfrI4XDw4YcfsmfPHuLi4rjpppvIyAhl46ZHCAvr3S8sPGU2jElh6EL0nb7v9XvJr87nk+LV6N7bjDXezWeNK7k0+1KuH309kxMm97nKZsvy5YRMmMCOfS6ShkWiYl0s+2QZV3l0xCZOgPEd20CczN/URP0zzxB2wTzC5szp8P5/ahtp8Pq5Iz2BtZvKMeo1pmWd/kIt+6ttVDS1cu9F8ssjIYQQQnw5ndZAUDvxU2k6cDGwCngfsAGLNE27Vin1Tl+CwGPzyo6gOCsopSgoKODDDz/E7XYzf/58zj//fAwGA/X1bRU2wywjejWPp8yGZUL73TJvwEt+VT4rilfwSekn2L12xlRFM8sVxcwbr+Hhi75OVEhUv9buLi7GtXcv2rcforHQyYJvjuGN/W/gDXj5ZnUFXPQr0HXfp6/+mWcJ2O0k3n9/p++vrm8h3WxkTnQ4TxY1MDkjmlBT54HuYFpVWIOmwUVjE0/7vYUQQgghzgaDGgieurN37M+Nx1JDb9c0rVYptUvTtHXAOOAi4J2+3kd2BMXZoLGxkeXLl3P48GHS09O58sorSUw8EWg4nG0VQ3uzI+irb0W1+jBlRBBQAbbVbGNl8UpWlayi0d1IuDGcizIv4pKsSyh5+h38aT5uuPQutB4Cte60LF8BmkapcRRGs530yZG8tewtFoRlke0rgTGLu73eU1pKw+uvE33NNZhHjerwfkAp8prsLIqPwu72saeimXvm9xwUD4bV+2qYnBFNYoT5jNxfCCGEEOJMG9RA8KTCMA8AIUqpR4+99RmQAtytadrzSqntmqb9FViuaVqaUqpiMNclRDC53W7Wr19PXl4eOp2ORYsWMXPmTHSnBGUOx2FMpniMxuge5/yikfxrLe/wr7f/Q21rLaGGUOanz2fRsEXMTZtLiD6EssICth4t5it3fGdAQaBSipYPPsA4Yw7FhTZGz0pmedkymt3N3NoaAkkTIHZYt3PUPPkkmtFI/L3f6fT9vfZWmnx+5saEs+VoA/6AYtbwuH6vub+qm13sLm/mR5eOPu33FkIIIYQ4Wwx6aqimad8GvgNUa5oWqpT6qVKqTNO0FcClwB81TXsOmEtb8ZjKwV6TEMEQCATYvXs3q1evxm63M3HiRBYuXEhkZGSn4x2OI2BK5dldz7Zr16BQuHwumtxNNLubaXY3c/G+yczRTeSFypeZkz6X+4fdz4XpF2Ixtm/FsG35e5gjIhl7wYIBPYursBDP0aO0fOVufIcCjJ6bxG+3vcqk2PFM3v4RXPBAt9fbPv0U++o1JN7/Q4yJnadbbmhsaw86Nzqcv28/gkmvY+oZOB+4el8NAJdI2wghhBBCfImdjjOCduBWoBB4S9O0J5RSP1FK7dE0rRg4CHwF8AFfVUopTdN0SqlAb28gZwTF6VZWVsbKlSupqKggLS2NG264gYyMjE7HtnhaWHFkOZHNu8i363i36TAa7Yu4mA1mokKiiA6JJiokigmekfiSdHxy46dEmjoPLBurKjiyLZ9ZV1+P0dR9Jc+etCxfgTIaKbYnEJ+hp4AtlNvL+WHmdFAfdpsWGmhtpebXjxEyMofYb32ry3EbmuwMDw0h1Wxi4xErkzOjMRtP//nA1ftqyIqzkJPYc+VWIYQQQoihatADQaXUq5qmWZRSTk3TbgNe1DTtSaXUA0oph6ZpK46d8QNA0zSDUsrXzZSd3UPOCIrToqWlhdWrV7N7927Cw8O56qqrmDhxIjavje012ylpKaHB1UCjq5FGdyPWVitba7YSolp5JC3A5PTL+f6iR7ot6KK8ASo+zyNiclqXQSDA9g/fR6fTM+mS7s/u9UQFArSsWIFv7hVYq1q54MaRPL73j2RGZLKg8gBEZ0JybpfX1z/zLN6KCrJe+wea0djpGF9AsbHJztVJMTS3etlb2cy9F40c0Lr7w+72kXfYyjdnZ/W5oqoQQgghxFByWqqGKqWcxz4e0jTtLuAvmqb9FAgHjgLPnzS2T0GgEKeD1+slLy+P9evXEwgEyJqURV1yHU/XPs2Rd45Q31rfbrxZbybGHEN0SDRX5VzF4uThNBT9gguG3dBjVU9vtQP8CmN61/0Dnc1N7PlsNWPPv5DwmNgBPVvrtm34qqupumQ+DS3lvKpWUlBfwM+n3Y/+Pz+CGbdBF0GT+8gRrC+/TNTVV2OZPr3Le+y2O7H7A8yNDmdLcQMBBbNHDP75wLIGJ/V29/HPt5U04vEH+IqkhQohhBDiS+60t49QSu3TNO16oAIoAGYFYV5JDRUDcmrHkoAK0ORuwuqytu3qrdmK9YgVe4ydvPA8bC02THYTo2NHMzd1LjnROYyIHkF2VDZx5rgOZ/nKyl6hAQgL63kXzFvtAMCUEtblmLy3/0nA52PmVdf1/WFP0fDBMjZMCuNfUX+hKq2IsKowvjnum1ytwsDvhjFXdHqdUorqXz2CzmIh8Uedt4v4wvHzgTHhPLvlECaDjskZPRfNGYjNRVZuemETgVOa0cSFmZh+Bs4mCiGEEEKcTU5rIHhSK4n7gC3AfKWUT9M0vVLKP4B5JTVU9InL52JrzVbWla9jXcU6ymxlXY6Nb43nwuoLORB9AF2OjhtTbuS8lPOYnDiZEH3vzuY5nIcxGKIwmeJ7HOutcaIZdehjO29tUF9Wwu7VHzH50sXEpqb36v5dsTfU8J2w9zhyuSLS1czdw77L0lk3EW4Kh3dvB0scZHb+u5qW99/HmZ9P8iO/whDb/a7khkY7o8PMJJiMbCqyMi0zZlDPByql+M2H+0mMMPP413I5+UhmdlwYBn3/K6wKIYQQQgwFpzUQPMke4FfHgsA+nwkUoj/KbeWsr1jPuop15Ffl4/K7MOvNzEyZyeLhi9FxUnCgQaQpkhhTDHuX7UWL1Hj2zmeJsvSvWbvDcYSwsBG9OpfmrXFgSLSg6Tofu/a1lzCFhjLrmhv7tZYvKKX48X/upCghwFdrb2GMYw5fv3N22xp9Hjj4MYxbArqOAZvfbqfmyf8ldPJkoq+9ttv7eAIBNjc7uCkllianh8KqFr6/sGOfwWBauaeaXWVNPHnNRBaMkabxQgghhBCnOhOpoUop9daxz/USBIpg8/g91LfWU+uspcZZQ0FdAesq1lHUXARARkQGXxv5Nealz2N60nTMhq6bin/++ec4mhx8/etf73cQCOBwHCIhfmGvxnqrHZhHdb7DdnTnNop3buPCb/w/LJH9Xw/Ac1ufZq2hiK8fHUdE1VQmXJt+IlA9ug7czTBmSafX2j76GL/VSuKf/9Rj/8KdLU5aAwHOjwlnc3EDSjGo/QO9/gD/+9EBRiaG87WpaYN2HyGEEEKIc9mZSg394vN+p4OeTM4ICoBtNdv48dofU+Osafe6UWdkRvIMrht1HfPS55EVmdWr+axWK2vXrmX8+PGMHNn/CpceTwNebwNhYT1/f/odXgI2L8YkS4f3An4/n/3jb0QlJTN5UecBWm99UvoJfyl8njmFJnLj76XU4GP0rOQTA/YvB2MYDJ/f6fUtK1ZgzMggdMqUHu+1vsmOBsyODudPmyowG3VMyhhYENudf20to6jewYtLp0sKqBBCCCFEF85UamhQyRlBUees44ef/ZAwYxj3TL6HJEsSCZYEEkITyIjI6FC8pSdKKT744AMMBgOLFi0a0NocziMAvQoEvygUY0zuWChmz6ersJaXsuQHD2Look1Dj/N7/KxYuZ5HGn5Moj2dcbb7ONrsZfwFaYSGm9oGBQJtgeDIhWDsuFvqs1pxbNpE3O239yrVdUOjnfHhocQYDWw8YmV6ViwhhsE5H+j0+Pjj6kPMyI7h4rGSEiqEEEII0ZUhEQiKLzdvwMv9n9+P0+fkxUteJCdm4DvDBQUFFBcXc/nllxMR0XUbh95wOA4BYLH0vC5fjRMAY3L7wNXT6mTDv14jbcw4Rs6c0++1fL58N0/W/hKj3sg3101m0hURZCyYRFzqSYFnaR7Yq7usFtry0Ufg9xN5+eU93s/lD7C1xcEtafE0ODzsr7Zx/yUp/V5/T15aX0ydzc2z35gqfQKFEEIIIbohgaA45/3ftv9je+12npj3RFCCQLfbzUcffURaWhrTu+mN11tOxxH0egtmc88BkLfagc5iQBdhavf6lmX/xtncxNUPPNTvAKe8pZxH6x7AGdLMo8stTAgpI/ubc9sPCgRg1UMQngyjOw/0WlasIGRkDubRPRd82driwB1QzI0OJ7/YCgxe/8AGh4dnPy/iknFJTMsaWG9FIYQQQoihTg7QiHPaqpJVvFL4CjeOvpHFwxcHZc78/HwcDgeXXXYZuh4KofSGw3EYi2U4mtbzXN4aJ4YkS7tgz9PqZMfKZYw8bw7JOf2rtrnPuo+bP/g6dn0zDziXMqLASvxdd3ccWPAvqNgGC38JIeEd11ddTevWbb3aDYS2tFC91nY+cOMRK6FGPRPTB6d/4J/WHMLp8fHAotGDMr8QQgghxFAigaA4Zx1tPsovNvyCifET+dGMHwVlTrfbTV5eHiNHjiQ9fWA9+r7gcB7u1flApRTeakeH84EFn3yM2+FgxpXX9Ov+Gyo2cMvKW8Cr47pDP2Dqex9jzs0lbO4pKaZuO6x6GNKmwcQbOp2rZcWHAL0OBPOa7EwMtxBh0LOxyMr07BiMg1DApaC8mVc3HuWmmZnkJA4slVcIIYQQ4stgSASCmqYt0TTt+ebm5jO9FHGauHwufvD5DzDqjDw1/ylMelPPF/VCfn4+ra2tXHjhhUGZz+ez4XZXE9aL84H+ZjfK7ceYdCIQ9Pt8bFv+X9LHTiAlp287Xb6Ajzf3v8k9a+4hIzyDqwq+x5SoOAKlxcTffVfHFNP1v287G7jot9DFTmjLihWYJ0zAlNVz5dVmr4/tLU7mxoRTb3dzsMY+KGmhPn+AB/+zm7jwEB5YNCbo8wshhBBCDEVDIhBUSi1TSt0ZFTV4JenF2eV3W3/HocZDPD7vcZLDknu+oBcGZzewrXdh7yqGdiwUc3DjOmzWOqYv+Vqv79nkauLFghdZ9O4iHtv8GOelnMfPE54kxB5BinUH+qgowufPb39R41HIe7ptJzBjRqfzekpKcO3Z0+vdwDeqGvAqxVWJ0WwuagBg9iD0D/x73lH2VLTw8JJxRIX2r5qqEEIIIcSXjRSLEeecNaVreOvAW3xr3Lc4P+38oM27ZcuWoO4GwomKoX1qHXFsR1ApxZb33yUuPZPhU3ouWlPWUsbf9vyND4o+wO13twWAs37OvLR5LP/zbiLizJjzVmKZNatjE/iPfwE6fdvZwC60rFgBQOTll/W4Fr9SvFRRz6yoMCZEWHiz6AhhJj0T0oL7y5qKplZ+v+ogC0YnsDh38KqRCiGEEEIMNRIIinNKtaOah/MeZlzcOO6bel/Q5nW73WzYsIGcnJyg7QZCW8VQTTNhNmf0ONZX40QfZUIX2vbXsmT3DupKj3LpXfd1DNxOvi7g49XCV/nrzr+ioXHliCu5eczNxyuo2hvdlO1vZOqcaPzvVhH2P3e2n6B4Hex7Hxb8HCJTu7xPy4oVhE6fhjG55x3YNdYWSl0efj6ibb5NRQ3MGBYb1POBSikeem8PSsEjX50g7SKEEEIIIfpAAkFxzvAH/Dy47kE8fg9PXvAkRn3w0gC/2A2cf2rKZC8FAj5aW0twucpRqOOvNzVvxWLJRqfr+a/aqYVitiz7N2ExsYw5v+s17bXu5Zd5v2R/w34uzryYB2c+SFJYUrsxB/OrQUGa9zAOIGzWrPaTrHkEojJhzne6vI/r4EHchw6T9NAvenwOgBfL60gNMXJZfBS1NheHa+1cOy14ATbAh3uqWbO/lp9dPpaMWEvPFwghhBBCiOMkEBTnjBcLXmRrzVYeO/8xsiJ7LlbSW1+cDezNbqBSCre7Crv9AHbHQRz2g9gdB3E6DxMIeDq9Jjn56h7XoPwKb62TkJExANQUH6G0YCfzbr4Fg7FjwFvUXMTbB97m9f2vE2eO4w/z/8DCrIWdrnf/pmqSh0eh2/lfDKkpGE8u9OJsgPItsOCnYAztcn0tHywHvZ7ISy/t8VkOOFysbbTz4LAUjDqNTUE4H7iqsIbtpY3tXntnWznjUyO5dW52v+cVQgghhPiyGhKBoKZpS4AlOTkDbyYuzj7+gJ/3Dr/HM7ueYfHwxSwZvmRA8ymlsNls1NTUUFNTQ1FREU6ns8PZQI/H2i7Yc9gPYHccwu+3Hx8TEpJMeNgoYmPnEB42itDQLDSt/V+r8PCee//5rK3gV8cLxWxd9m9MoaFMXLjo+JhqRzUri1eyongF+xr2oaFx7ahr+d607xFpiux03rpSG41VDi68aSTOdzcTfvHF7VMoj64DFAzr+lykIz+fhpdfJuKiBRjieg7mXiqvI0Sn8fXUtrGbiqxEhBgYn9r5GntSZ3Nz7xvb8foV+pPWHm0x8sTXJmIYhHYUQgghhBBD3ZAIBJVSy4Bl06dPv+NMr0UEV15lHk9tfYqDjQeZkjiFn5/38+OBjN/vxu7Yj922D5t9H3b7PpzOYpQKAAq/z4/P70Mp1W7Otk9PvJaUrJGaZqCoeBlFxV+M8bUL+AyGaMLDR5OSfDVh4aMIDxtFWNhIjMbgFD85uVBMS10tBzauY+rlX8UcFk5ABXgi/wne3P8mCkVufC4PzHiARdmLSLAkdDvv/k3V6A060sOaqGpuJmz2KWmhxWvBFA5pUzu93n34MOXfuRdjZiYpv/51j8/R7PXxdk0jVyXGEG9q++dl0xErM4bF9jtg+9v6Yjy+AKt/cCHDEzo2uRdCCCGEEH03JAJBMbT4A372Nezj6Z1Ps6FiA2nhaTw+63GmhE+hqbaJavdmmps+oMW2mkCgreWCTmchJCQHk3EmVmszjY2NKKUItYQSERHJyWVENB2YzWYsoRZCLRYMBn0nq9AINWccD/pMpoRBLUbirXGCBsZEC3lvvAnA1MuuJKACPLLxEd499C7Xj7qeb43/FpmRmb2a0+f1cyi/huyJ8fh3bgLAct557QcVr4WsOdDJeUtvTS2ld96JFmIi8/nn0PeiPcub1Q04/QFuS48HoKbFRVG9g5tm9m7Np2pyevjHxqNcMTFVgkAhhBBCiCCSQFCcUQEV4FDtIbYe2EppSyklLSWU28rx+D3Eq3iWmpdiqjCy59AnVMT8k+SUQ4SHN+L366mvz8JqTcdhj8XlCodj4V5oaCa5ublMnjyZlJSUc6KapLfagSE+FI/XRcEnHzN69jzC4+KOB4F35N7BvVPu7dOzHN5Wi8vhZfy8VBy/20TIyByMiYknBrRUQv1BmLq0w7V+u4Oyu+4i0NRM1mv/wJiW1uP9/ErxUnk9M6PCmBjRluK6qcgK0O9G8i9vOIrD4+eeBZL2LYQQQggRTBIIitNKKcW6inVsrdnK3vq9NBytZYYzhSiTm0ggF8glDjSFJayZmJjlhGXVo9O1AmA0Dics7GbCLPPJzuq4Q2QwGMjMzMRgOLe+tX01TowpYez5dBWeVidTLr+SRzc92u8gUClFwaflxCRbSB0exqFt24i+7rr2g4rXtX085Xyg8nqpuO8+3AcPkvHss5jHjevVPddYWyhxeXhw+Il+fhuPWIk0Gxib0vfzgTaXl5c3FHPp+CRGJ0f0+XohhBBCCNG1c+unZXFOq3XW8nDeQzRY1zI+RMdlBjNRI5rR6Qq7uEJPePhoIiPnEBkxkaioqb0qvHIucXgd7KraySHvRszhsWzO/y+h06N4uuoVlhUt61cQCFBT3EJtiY0LbhyFa+culMvVyfnAzyE0BpImtHu56Z13cGzYQPKjjxA+7/xe3c8dCPBEURWpIUYWJ0Qff31TkZWZw+LQ6/q+K/uPTSW0uHx8Z8HIPl8rhBBCCCG6J4GgCBqfz0dRURFer7fd60opdtTu4N+H32VmTBXXJrjx+/XY7ZEYwi9hzJjLiYgYhUb7s3pmcyp6vfl0PsKga/W1sqZ0DTtrd7KzdieHmg4RUAFIBZqA4ccGFu3udxAIsPvTckxmPaNnJdP03Lug02GZMePEAKXazgdmz4OTmtUrr5f6F14gdMoUoq+9ttf3e6q4mkKHi1dzh2E8FvQdrXdw1Opk6ezsPq/f6fHx4rpi5o9OIDc9OAV5hBBCCCHECRIIigHzer3s2LGD9evX09LS0sUoxVXD/KTH1VNVNRK362tceeXVJCR0X/VyqLB77Lx54E3+UfgPGlwNhBnDmJQwiYszL2Z0Uxbha1rZY9hIg62a637xa0KNFhItiT1P3AlHs5sj22uZcGEaJrMBZ95GQnNz0UeclF7ZWAzNZXD+99pd2/z+MnyVVaT88pe9DkC3Njt4urSWm1JiuST+RNC2bFclAJflJvf5Gd7IL6PB4eHei+RsoBBCCCHEYJBAUHTK5/Nht9u7HaOUYt++feTl5WG328nIyGDx4sXExLQ1RW9xt/Cz9T+j2lnFd3OSiPYXEhd7LRNz7ycuLg6dbuj3f2tyNfHG/jd4bd9rtHhamJs6l9tyb2Nq4lT0urYd0KblRdgDFawvPMBFt9xJVlT2gO5ZuL6SgF+Re2E6frud1j17iLvj9vaDij5v+3jS+UDl91P//HOYx40jbN68Xt3L6Q/w3X2lpJqNPJLTvqDMst2VzMyOJSWq60b1nXF5/Ty/9gizh8cxLSu2T9cKIYQQQojekUBQdOByuXj++edpaGjo1fhhw4ZxzTXXkJ2dfXwXyeF1cN9H91HkP8xTU6bhbVpDZsZt5OQ8eE5U8ewvt9/NjtodbK7aTH5VPnusewioAAsyFnDnxDuZED+hwzXeGidOzY7JYmHCgoUDur/fF2DP2goyx8cSnWTB9smn4PcTNmt2+4HFayEiBeJO7Li1rPgQb0kpiX/+U6+/Ro8dqaSo1c07k0cQcVIbjgPVNg7W2Hn0q+P7/Az/3l5BTYub318/uc/XCiGEEEKI3hkSgaCmaUuAJTk5kkYWDB999BGNjY1ceumlmM3dn9FLSEggPT293Wtuv5v7PrmPgw2F/O/YCXib1pCd9W2GD//BOR8ENrub2Vy1mbzKPDZXbabF0z4V1ulz4gv40Gt6JsRP4Pbc27kk6xJGx47uck6v1UFDSyW5F1+Kydy33bNTFe2sw9nsIfcbbV8Tx8aNaCEhhE45Kaj64nxgzkI49vVQgQD1zz1LyMgcIi6+uFf3Wtdg428V9dyeHs/5Me2rei7bVYlOg8tyU7q4unP+gOKFdUVMTI9iTj9bTgghhBBCiJ4NiUBQKbUMWDZ9+vQ7zvRaznUHDhxgx44dnH/++cyePbvnC07hC/h44PMH2F2zicdz0lG2TYwYfj/Z2XcPwmoHxh/wU1BfwOfln3O0+WiP42udtcd3+CKMEcxMmUmSJandGLPBzNTEqUxLmka4qXcN0L1NrbT67ExbdHN/HqOdgk/LiUoIJWt8HCoQwLFhA5Zp09CFhJz0IIXgrIdhFxx/ybZ6NZ7DR0j93e/QepGy6/D7+d7+UkaEhvDT4ant3lNKsWx3JXNz4okPD+lihs6tKqyhuN7B0zdPOed/aSCEEEIIcTYbEoGgCA6n08n7779PUlIS8+fP7/P1voCPh/MeZnvlah7NjsTgPsrYcU+RknxV8BfbT3aPnbzKPD4v/5x15etodDei1/RkR2b3GHhEmCK4c+KdzE2dy4T4CRh0A//ro7x+9H49IfERRMb3v3COUoqKA41UHWnm/OtGouk06v76DJ6iIuLuOOX3I8Vr2z4eCwSVUtQ/+yymrCwiL1vUq/utrGumwu3l7UkjsOjbB44FFc2UWJ3cM7/vO/QvrCsiIzaUReP7XmBGCCGEEEL0ngSC4rjly5fT2trKN7/5zT43ZC+0FvLLvF/SYtvLz9P0mGkld/LLxMb0fVcx2Mpt5Xxe/jmfl33Olpot+AI+Ik2RzEufx4XpFzI3bS6Rpr43PA8GX5MLAFNcWJ+vDQQU1UXNFO+qp3hXHc21rZjDjIyZnYx93Trq//w0kVcuIeqqr7a/sHgtxA6H6AwAHGvX4i7cR8pjj6Hp9Z3cqaNldU2khBiZG9Nx13PZrkqMeo1L+xjMbStpYFtJI7+6cjwG/dAvJCSEEEIIcSZJICgAKCgoYO/evVx00UUkJ/f+B/hWXyvP7PgT24pfZU64jgkpfsymGCZPeum0Nn8PBBS7VpexY1UJPm+AZlMdB2O2cyhmO9bQCgBiXEnkNl/IsOZcUhzD0G3WUwa8yY7Tts5TRSsHc0IjOHLAwfbvfd6nawN+hd8bQKfXSBsdw6SLMhg+JQGtoZbK+39EyKhRpPzqV2iahr+pCdsnn2L7aCXOjTtAM8Ar09vm8XgwpKYQdeWSXt3X5vPzaYONpalx6E7ZRQ0EFB/sruLCUQlEWYx9ep7nPi8i2mLkuunpPQ8WQgghhBADIoGgwGazsXz5ctLT05k7d26nYxpba/i88Lf4/c7jrwUIUN2wmdEGO5PiQW+IIjFhMSOGf5+QkKRO5xkMTbVOPnllHwfLirGOP0ChZQulgSMADNeNZr7+FibqZ5BoSYGzrBuBVlyE//ARsrwHMZisfbvYABEJZqKTLRiMeiiG1kM+Kl97jYDLRfiFF9Lw2ms4N+fj2LQJfD6MSfFEZjjRjf0KxI08PlXEVxaiGXsXuH1c34w7oLgyMabDe9tKG6lqdvGTy8b06VGK6uys2lfDdxbkYDHJP0tCCCGEEINNfuISrFixAp/Px1VXXYW+k9TAHTXb2LLjFkaYnB3eMxv0RMRezPjspcREn4dO17ddoIFQAcXaT3bx5qb/cDh2B9XTigEYHzOeH2b/kEuzLyUlvG9VK08n5fWy/7Y/4cxfQxSqX3MEgK6afFiffx4AY0YGcbfeQsTYGMx7foPm88N9T0JY/6pyvn8sLXRapKXjezsrMRt1LBzbt18EvLCuGKNeIIPcXQAAIABJREFUx9LZ2f1akxBCCCGE6BsJBL/k9u3bx759+1i4cCHx8fHt3vMH/Pyt4EXqSv7ArHAvlpQ7GJt1S7sxEeY49IMY/AUCAdbv3cKbO9+m0LUbReDEewRoMtZDhmJk5ChuyLmPS7MuJSMyY9DWEyye8nIqf3g/7NqFPnMO2a//Fn0PrTq6o5TC+uLfaHjuOWJvv434u+46/p4uxIj2ySOw8RFIHAfXvtTvINDm8/Op1cYtafEd0kJ9/gArCqq4eEwSYSG9/6elzubm3e3lXDM1nYSIvlUZFUIIIYQQ/SOB4JeYy+VixYoVJCUldWgVUeOo4cH1DxLjzOPyKC+pGbczduRPBmUdgYDC3uBq91q9o543t73LKuuH1Jsq0QeMjNRNwKxrHyyNjFvEN+Zdy/Do4b2+n6+ujoDbHZS190frjh1U/+oRALznXYc+ZTamU4LwvvDb7VT/9KfYVq0mcskSEr///RNFX6xH4J//D6p2wozb4ZJfg7H/vQo/qm/GoxRLEqM7vLexyIrV4WHJpL7twr668Shef4Db5w3r97qEEEIIIUTfSCD4JbZmzRpsNhs33HADer0epRQF9QW8deAtPjr6EdMtHi6P9pKcdBVjcoIfBDqa3ezbUMnedZXYG08EZm69kzemPIbLaCedEdwe/12+cf61xEV1PJPWWwGPB9vHq2h6802cW7cGY/kDEjppEqlP/Y79f9xIwBTo+YIuuA8fpvze7+IpLSXpwZ8Qs3TpiTYYAT/8fTF4W+GG12Bs74rBdGdZXROpXaSFvrejkvAQA/NHJ/Z6PpfXz2ubSlg4NokRCb3ruyiEEEIIIQZOAsEvqbKyMrZs2cJ5551HYkoibx98m38d+Bf7G/ZjMVj4VvY0xnk/JSZ6DmPHPt5pjz1niwdrub3P9/a6/RzcUk3xznoCAUXG2BimXZaNwdjWMuC1uhdxNzr4y8znuGDsnF7PqzwenDt3orzek14E5+ZNNL37b/wNDRgzM0n43vcwJHV3hk3hLS8n0Nra52frDS3ETOjkSTgOH8KkQkDnwb5hQ5/n8ZZXUPPb36KzWMj6+8tYZsxoP6B6N9iq4GsvBCUIbOkmLbTZ6eWD3ZVcMy0ds7F3LSgAPtxTRaPTy61zsge8PiGEEEII0XsSCH4J+Xw+li1bRmRkJOedfx53r76b/Op8RsWM5JHJ15Ph309z02rCw0YzMfev6HSmDnPUlrSw7E+7cDm8ndyhZ+YwIxMvzmD8vFSiE0/sLlU7qln5n/9yxfAreh0E+hobaXrrLRr/+Tq+urqOA/R6Ii5aQPQNNxI2ZzaarvMedQG3m5YPltPwyiu4Dx7s13P1RYvZRNIlf6Dl4DrK3nyzX3OETp5M2v/9EWNngW3xuraPxxrHD9QXaaFXdpIW+u72cty+ADfPzOzTnP/cVMqw+DBmj+jfmUUhhBBCCNE/Egh+CeXl5VFbW8sV11zB3Z/fzcGG/fx20mJiXNtxWv+Oy5TEiOH3k5b2dQyGiA7Xlx9oZMVfdxMW4uWiBQq9sW/NvzVNIyrRgF5vhSIrjqIT7/17798ZXenhtpDRWF/+e7fzKL+f1q1bceTloTwezBMmEH3jjegj2zeHNyQkoI9uC16c+Vs6mwnntm00vv4GfquVkJEjSfn1o5iG9/7cYX8cKdiLYZ+RmAVziLu/7zt2ml6Pedy4rts+HF3X1iIiom+N3buyrLYtLXTqKWmhSilezy9lUkY0E9Kiej3fgWobW0sa+dnlYzvdcRZCCCGEEIPnrAkENU3TlFL9q6Eves3hcLB27VqGjxrOI0ceodJeye+nXkug9u/oI8YzftzvSUy8rNNdQICinXV8/OJeouP0TNv4FK73j/ZrHV0llC449p+HJ6jt45yuPXtw7dnTr/UAhF14AXHf+haW2bNPS2Di2tPW6zB62ngsU1ODO7nfByUbYeJ1QZmuxefnswYbt3aSFppf3MDhWjtPXjuxT3O+vrkEk17HNdOkgbwQQgghxOl2xgNBTdNCgFilVJUEg4Oj1dfKF/9bN23ZhM/n493Au9Q563h24bNYGt7CaopnxvT/dhsA7d9YxSf/2E9iVgRzTXk0lR4l+dFHMGVlBWWdf9n5F/bU7+GX4Tfi/utLxN7yLQyp3QdIxtTUDjuA/WFMTsaU2be0xoFqrW4EkjHFhgV/8qqd4LFB9rygTNddtdDX80uJMBtYMrH3wazT4+Pf2yu4PDeZ2LDOf+kghBBCCCEGzxkNBDVNMwHPA4mapv1QKVWoaZpeKeU/k+saKpRSPJH/BK/vfx0ATWksKluEzWyjydjESwtfYmzcWDaXPkxExIQeg8A1r+wjfUwMF18WSfm1LxK5eDEx1wVnx6mgroB/7NvOty//NiGvHsYXG0vij350og3CEORuaNsX1UcOQu+84rVtH4MUCL5X03laqNXu5sOCam4+L5NQU++/Vh/sqsLm9nHzecH5JYIQQgghhOibM70jGEtbIOgHHtY07ftAdV8m0DTtTuBOgMzTvKNztnux4EVe3/86S4YvYWTMSBxlDuqP1jNs9jB+dt7PSI9Ix+9343AcIj7uoi7nKS208uk/9pM+JobF355I5V13oJnNJP3kx0FZp1KKP27/I7HmWL6RcwOVn32FyMWLh3QQqJQi0OKFSNBHDMKO2NF1kDAWwhMGPFW128unDS3ck5nYIS30nW3lePwBbj6vj0ViNpcwMjGcGdn9bwkihBBCCCH677QHgienfyqlqjkW+Gma9hTwDrBb07QfK6WaezOfUup52oJJpk+fLmmlxyw7sow/7fgTi4cv5rHzH0PTNF7Y+AKxsbH8z0X/g+5Y5UyH4wBK+YmImNDpPHVlNlY+t4eYlDAu+59cHB+vxJG3kaSHfoEhofsgQynFyqMrya/O73ac0+skvzqfn8z8CeTvIuB0EnHJJf178HOEvcFKCGYCxgBaH4vt9MjngdJNMOUbQZnu7eoGAsBNKe0rewYCijfyS5mRHcOopI5Fhbqyp6KZXeXNPLxknBSJEUIIIYQ4Q057IPhFEKhp2gWAHtgEuIBdgA94qbdB4Bc0TVsCLMnJyQnyas9Nm6o28dCGh5iZPJNH5zyKpmmUl5dTUVHBZZdddjwIBGixtRVXiYgY32EeW4OLD57eRYjFwBXfmYTe66TmiScw5+YSc8MN3a7hYONBfrP5N2yr2UakKRKTvvtdr7mpc7l+1PXUvfIQushIws6b2Y8nP3c0VJYTqo9ACxuEv4KV28HrDEpaqFKKN6oamBUVxnBL+xTWvCNWjlqdfG/hqD7N+c/NpZiNOr42RYrECCGEEEKcKWckNVTTtCeBCwAPsBcoBF4HrlJKNfS1aIxSahmwbPr06XcMyoLPIQcaDvD9T79PdlQ2f1jwB4z6ttYCmzZtIiQkhMmTJ7cbb7cVYjBEYTantXvd7fTywdO78HkCfO3+qYTHhFD9yG/xNzSQ8dyzXaZt2jw2/rrzr7yx/w3CTeE8PPthvjbya+i0nne9lNeL7dNPiViwAM00tAuINFZWEGoIxxgTGvzJi9cBGmSfP+CpNjc7KGp1c19Wxz6F/9xcQozFyKIJvW9PYXf7eH9nBUsmphJl6aLthRBCCCGEGHRnIjU0BsgF5iilApqmXUNbUHgn8OTpXs+5osZRwz1r7sHu7arxQptGVyPhpnCeWfgMkaa2apotLS0UFhYyc+ZMQkLa7+rYbHuJiGifoucpL6fgtgcYXVOKJSqExm/paAS8FRXEfPMbhI5v2z18Zucz/PfIf9vN1+xuxuF1cO2oa/nulO8Sbe5YZbIrjs35BJqbibh0aKeFAjRUlZNhyMQUFx78yY+uheQJYIkd8FRvVDUQrtdxRWL7/oBWu5tVhTXcOjcbs7H3Zznf21GBw+Pv85lCIYQQQggRXKc1ENRORBvpwMXAKmAZYAMWAVcD7/S1hcSXITX0rQNvcajpEJcPuxyNrs9VGfVGlo5bSnLYiV2aLVu2oJTivPPOazc2EPBid+wnPX0p0JYG2PSvt6l54reEeAIweTaR6SfOfukXLiT+O985/vmK4hUATE2c2u7+1426jgnxnZ857I7t44/RLBbC5s7t87XnmobyCkbqx6KPDPLOp88NZfkw/bYBT2Xz+Xm/tolrkmIIO2UHeF+VDV9AsWBMYq/nU0rxj40ljE+NZHJG739BIIQQQgghgm9QA8FTUzyP/bnxWGro7Zqm1Sqldmmath4YD1xEW8GYPhnqqaEev4d3D73LBekX8Pi8x/t0rdfrZevWrYwePZqYmPYVGp3OIgIBDxHh4/HW1FD1s5/jWL8ed/ZEdqbfwI3/twRzWOfpe/6An3J7OUvHLeX7077f72f7gvL7sa1ZQ/iFF6ALGYR2CmcZZ00DWpgW/NYR5VvA54JhAz8f+H5tE62BADendNxZPGp1ADAsvvc9EPOLGzhQY+O31+RKkRghhBBCiDNsUAPBkwrDPACEKKUePfbWZ0AKcLemac8rpbZrmvZXYLmmaWlKqYrBXNe55uOSj2lwNXDT6Ju6Hefz+Xj33Xex20+kj7rdblpbWzvsBgLYjhWKMRXrKLrvSpTXS9yPf8p/tqcxcmZKl0EgQLWzGl/AR2ZEcFL8nNu24bdaiRzi1UIBvB43/mY3hBH8HcHidaDpIGvOgKd6vcrKKIuZKaf0DgQosToIMehIijD3er5XN5UQaTZw5aS0ngcLIYQQQohBFeS69R1pmvZt4DvAEk3TfgOglCoDVgCHgD9qmvZ14A+0FY+p7Mc9lmia9nxzc5+KjZ4z3tz/JlmRWcxKndXtuMOHD7Nv3z6UUhiNRoxGI+Hh4cyYMYPs7OwO41tse9ETStNvnkcXHsbw//ybqsz5+LyQe2H3FR1LWkoAyIwMTiBo+3gVWkgI4RdcEJT5zmZNVZWE6tvOBgY9EDy6DlImgTmq57HdOOBwsa3Fyc0psZ3u3hXXO8mKs6DT9W5nr7bFxUd7qrluekafGs8LIYQQQojBcTrOCNqBW2mrDPqWpmlPKKV+opTao2laMXAQ+AptrSO+qpRSmqbplFKB3t5gKKeG7rPuY1fdLh6Y8UCPlTcLCgqwWCzceuut6HvRjN1m20v05kTchw6R9uc/YczMouClTSQNiyQhs/u+cGUtZQBB2RFUgQC2VasIO/98dGG9TzU8VzVUVpwIBKOCmBrqcbadD5x194CneqPKikGDa5I7b/heYnX0KS30jfwyfAHFN2ZlDXhtQgghhBBi4AY9EFRKvappmkUp5dQ07TbgRU3TnlRKPaCUcmiatuJYIAeApmkGpZRvsNd1rnjzwJuEGkL5as5Xux3ndrs5cOAAU6ZM6VUQqFQAR3Uhie9oWGbPImLhQsr2NdBc28qMW4fhb2rCW9n15mxR6Q5CdCYijtbh0qx9fq52ay8uxldTQ+QPBn7W8FzQUFlGqCEcdKDrJv22z8o2Q8ALwwa2q+oNKN6ubuTS+CgSTB3XFwgoShqcvS4U4/UHeD2/hAtGJfQpeBRCCCGEEIPntFQNVUo5j308pGnaXcBfNE37KRAOHAWeP2msBIHHNLubWVG0gsXDFx9vBdGV/fv34/P5yM3N7dXcra0lhL3nhlYjyT/9KZqmUfBZBaERRlL1lRy+9NsEukm1PXiNjsRojZJrruvTM3VFM5kIX7AgKHOd7RorK4gNS0AfYULrZWplr5RubDsfmNl9CnFPNjXZsXp9XJ/cefuJ6hYXHl+ArLiOZwc7s6qwhpoWN49dJbuBQgghhBBni9PePkIptU/TtOuBCqAAGNhPrQzd9hHvHX4Pl9/FjWNu7HFsQUEB0dHRZGRk9Gruhu0fY1mvI/z6ywgZOZIWayslBfVMGKen4o7bMSQmkPKrX6EZO/8Wqa9+nGGGRNL/MvA2BQDG1FT0kd0Hu0NFQ2UFmeYR6IJdMbR6D8SNhJDu03p7UuryADA+vPNm90fr2yqGZsf1bnfv1Y1HSYsO7VOrCSGEEEIIMbhOayB4UiuJ+4AtwHyllE/TNL1Syj+AeYfcGcGACvDWgbeYnDCZMbFjuh1rt9s5cuQIc+fO7VVZfqUUtj+8TiBMI/l7DwKwd20lKEXE33+BKSuLzBdfwBAf3+n1/oCfin/+iAUjLidi+sV9f7gvMaUUjVXlhGaGB79QTM0eSJs24Gkq3R40IKmTtFCAo1YnANm9SPM8WGNjU1EDP140Bn0wdz+FEEIIIcSADHrV0C7s4UQQaBhIEDhU5VXmUWYr69VuYGFhIUqpXqeFtqxYAXtr8V6XiDEmDp/Xz95Piomr303M6AyyXn2lyyAQoNZZizfgJSOyd7uP4gRHYwOe1laMgZDgBoJuGzSVQNL4AU9V5faSaDJg7CJwK7E6MBl0pET23DriHxtLMBl03DBDvleEEEIIIc4mZyI1VCml3jr2uV7OBHbunYPvEGuO5StZXwHAW11N8bXXEbDZOoy1+P1cqxSN/3mPxlPeUz4f+DvG2d60AC5PDfsnTaYk5ULc2V9lSmwDmf/3IrrQzlMCv1BqKwWCUzH0y6ahshy9ZkDnC3Iz+dp9bR+TJgx4qiq3l5SQroPU4noHmbE9t45wef38e3s5V0xMITYsyLufQgghhBBiQM5UaugXnwdlJ3ConRFUSrGtZhsLMhZg0rf9AO3YuAl/fT3RN96APjz8+FiXy8XWrdvIysoiMaN97z/Xvn04NuRhzMhAHxN9/PWAwUvNVbtJcs6j9eq5HK4eTmq0kym//Dk6c8/ByfEeghII9ln1kUOD00OwZk/bx6RxA56q0u1lRGjX3wclVifZvSgUs6eiGYfHz6LxyQNekxBCCCGECK7TGggOlqF2RrDMVkaTu4nchBOpnq27d6ELCyP5F79AO6k9xLp169jt87HgvvuIiTnR8832yadYX3qZ8PnzSX/6z2iGE1/q2rqP8Bd8m5CU21m7zUdidjhXfH8+upDeNfous5Vh0plICksKwtN+uVQfOUhCQjYQ7EBwL4REQtTAUzCr3B7Ojw7v9L221hEO5o3sOnX4CzvLmgCYnBndw0ghhBBCCHG6nakzgqIbBfUFAEyMn3j8NdfuAsy5ue2CQGirFpqRkdEuCGzdvZuKH/4Q87hxpP3+qXZBIIDNVgjo+exlN5YoE4u/PRFjL4NAgNKWUjIiMnpscC86qjp8kKTk4cAgBIJJ46EXxYK6Y/f5afEFSAnpvFBMrc2NyxsgqxeFYnaWNZEWHUpiRM9nCYUQQgghxOklP8mfhQrqCwg1hDIiegQAAZcL14EDhE6c2G5cTU0NtbW17YrEeEpLKbvrbgxxcWQ8+ww6S8cUvubGArz2FJTfxJJ7J2PpY0BSaiuVQjH9YG+wYrfWExuTBoA+KkhnBJWCmsKgFIqpdHsBSDV3/j1RfLx1RM+poTvLmpicIbuBQgghhBBnoyGRGjrUFNQVMDZ2LAZd25fHVbgPfD42NVipeeGF4+NMpi1MnryLgNrBlq16lM9PY4mVwH06tBA4kvf1TufXh5bQ2jCdxfdMJDqpd03BvxBQAcpsZcxNndv/B/ySqjp8AIAISxya0Y3Wh13YbjWXg7sZEgd+PrDqWCDY1Y5gibV3PQTr7W7KG1tZOluayAshhBBCnI2GxI6gpmlLNE17vrm5+UwvZcA8fg/7GvYxMeHE7l/r7l0AFHq9mEwmQkNDiYhoIi39UyIiTZhDYjEaovCUNOHyxYEWi06LQlMRnf4XcOYybtItJA+P6vP6ap21uP1uMiOlUExfVR0+iE5vwKyFoo8K6VXPx16p2dv2MQgVQyvdbc3kU7sIBI9anRj1GqnR3VeW3Vl67HxgRky344QQQgghxJkxJHYEh1KxmAMNB/AGvOTGn0j3dO3ejScqCmNiIkuXLkUpD/lbrsLrjWPWee9jNMZg+/RTdvzpWcpz/4drfzKdpOzIQVlfma0MgIwISQ3tq+pDB0jMHkbA7kMXMQgVQxPHDniqL3YEu2wmX+8gI9bSY3P4nWVN6HUauWl9/2WDEEIIIYQYfENiR3Ao2V2/G6DdjqBz127qoqPJyclB0zSKiv6Iw3GQsWMex2iMwdfYSNVDD+HNaksNjErofrdmII63jpAdwT4JBPxUFx0mOWc0/hYP+qggBoK1hRCdBeaBB/9Vbi9xRgNmfef/NBy1OnpMC4W2QHB0UgShpiClvwohhBBCiKCSQPAsU1BfQEJoAkmWttYMPqsVX0UFdTFtgWBT8zZKSl8gNeV64uMXAFD9yCP4m5ph7qWEhBkwh3W+mxMMpbZSjDojyRbpDdcX1vIyvK5WUnJG429xD07F0CCodHm7TAtVSh3rIdh9IBgIKHaVNUnbCCGEEEKIs5gEgmeZgroCcuNzj58fa93VtkPYEBdHVlYyhYX3YzanMXLkzwBoXr4c24crSbjnHuzeEKIT+1b8pa/KWspIj0hHr5Odnr6oOtRWKCY5fQT4FPrIIFUM9bqg/lDQAsEqt4dUc+eBYJ3NTavXT3Z8999jRfV2bG6fVAwVQgghhDiLDYkzgkNFk6uJUlspV4+8GuXx4LNaceRtQGkaoWPGUHrocVpby5iY+SdUnQ1XSyXVjzyKedJE4m6/jeaH8knJGdwzWaW2UjIjgpsWqgIKv80DKqjTnlXq9xcRHZFMqD8CJ0HsIVh/AJQ/iIGgl5ldNJP/onVEVg87gjuOFYqZIoGgEEIIIcRZSwLBs8gea1vRj4lxuZTedjvOLVvwaxotUVHEFn5A1fjDhK3RUf/uD6k/do1mNpP6+BP4lYat0cWYhMFL2VRKUWYrY2byzKDO27KqBNunZUGd82wzigmMip+A9W9tX2N9dJB2BGsK2z4GoWKo0x+g0efvMjW0xOoEeu4huKu8iYgQAyMSOg8ohRBCCCHEmTckAkFN05YAS3Jycs70UgakoK4ADY0RxS5qt2wh+qYbafz3f7DGxZFwhR9vwMLIKT9BP+VEEGGeMIGQ4cNoqHKAgqhBTA2ta62j1ddKVmTwesP5HV7sGyoIGRmNZWJC0OY9m/i8Hj556TmGT51BzoxZaCF6TBkRwZm8Zg8YzBA7fMBTVffQQ/Co1YFBp5HWU+uIsiYmZkSh66GyqBBCCCGEOHOGRCA4VNpH7K7fzYjoEdhf+DuGhASib7iBpjfexJMVgSs0n+HDvk/csM6bxDfXtQIQlTh4FUNLW0oBgpoaat9QgfIEiL5iOMaknqtRnovKCgsosu1i0uyrCJsS5B3bmr2QMAaCcGbzix6C3QWCGbEWDF1UFAVwef3sr7Jx5wUDD0yFEEIIIcTgkWIxZwmlFHvq97CgKQXnpk3E3vb/cBW2pf1Fz2xGrw8nPX1pl9c317al7UUnDN6OYKmtLRDMiAxOD8GAy4c9r5LQCXFDNgiEkwrFjBgV/Mlr9gYlLRRO9BBMDen8/OLReidZPaSF7qloxhdQUihGCCGEEOIsJ4HgWaLMVkaTu4lZH5ejj4kh5vrrsW7chNeoh/SDZKQvxWjsuk9cc20rIRYD5vBBbB3RUopBZyAlLCUo89k3VqJcfiIWDO2ehNWHDxKdlIIlMsiFfOx14KgNaqEYgOROdgTbWkf03ENwZ1lboRhpHSGEEEIIcXaTQPAssbt+N8OqFBHbDhF7yy3oLBacO3fiSjegM5jJyLi12+ub65yD2kge2nYE08PTMegGnlEc8Pixr6vAPCYWU9rQLipSdfgAyTmDsBtYu7ftY9K4oExX6fYSY9Bj+f/t3XmYHVWd//H3N51OZ19JAhpCIGEVZDGya0DWYUDkJyiCqKiETUQReIRxXJgB/QEigyAYEBRwYVdxmFGDBkREFlmCShKWQEhClk7SdDq993f+OHWTStPL7U73rTq3P6/nuQ9961bd/qT4dt17qk6d00HXz9Xrm6hrau12oJhnl6zj3WOHMWnU0D7JJCIiIiL9Qw3BnJi/aj4n/cUYNHoU4049hbaGBiqWvgk7bmDKlFMZMmR8l9vXrKrv14FiIFy13HZU33QLrfvrcto2tDDq0L55v7yqXbOa9Wuq2aY/GoIrCg3Bvuoa2tTl/YEA223VzRXBN9apW6iIiIhIBNQQzIm35j/JzAUtjP/kaVSMHMm6Z55hUJvTvL0xddvPd7lta0sbtdUN/XpF0N15/e3XmTp6y7txenMbtY++SdWMsVRt13l313Lw1qKFAGw9Y+e+f/MVf4eRk2HEVn3ydssbmtmm0/sDQ0Owq66hq2obWbquXg1BERERkQioIZgDTa1NvPd/FtEytJJxp30SgKXz/geAoXseQVVV19MqvL26HncY248jhlY3VFPfUt8nI4bWPf0WbbXNZX81EEK30EEVg5k0rR9G0Vzx9z67PxBC19B3De18DsGKQcaUcZ3X2PO6P1BEREQkGmUxfUSeLViwgKeffnqzZW/Wvsm6xnUbn49/eyWzWoyGqfD8Zw8DoPKtBlrGObvu/9Vuf8emqSN61zV04av/4Jo/XUWLt3S6zgbqwWDsE22sfuLFXv2egqYltQzZbjRVO/Rg8JSVL8HD34K2zjPm0YxFLzF9RhuD7+l42o8tsuLvsN+ZffJWjW1trG5u6bRr6GvVdUwZN4zK5P7BhuZWLrl/Pus2NG1cZ8naeioGGbu/q48HxRERERGRPlcWDcE8Tyjf3NxMXV3dZstW1ayi1VsZMih0w9v9jZcYtaCFxikVuIUv1q0jB9G8324MHz6l299RszJpCPaya+jjCx7lzzzN9LapVND5fHR7+27sVD+NVpp79XsKBm81jDHHbI9ZDyYcf/pWWPR72Lpv7ocrlcqW9VRWVUHdqr5/83ftBe85oU/eqqvJ5N2dv72+drMun69Xb+CBZ5cydfxwxg4P2wwfUsGnD5jGsCFbPqehiIiIiPSvsmgI5nlC+d13353dd9+88XL0fUezz6R9uOIDVwAw/9i9aJ7s7PL9exi66649/h01KzcwZNhrhxYoAAAfwklEQVSWTx1x8/G3MnHC5C16j37z8lyYfiicek/WSXrkwS+dyaSJ0zl29sVZR+lSV3MILlyxnuU1DZx/2Du7KH/1X3bhmD36ZjoRERERESkd3SOYsca1y6l4tYG20d7r96hZVc+YicN6doUtJmtehTWvwIzDs05StpZ1cUXwkYUrAZi1c9f3qoqIiIhIPNQQzNjKuXdgbYbVdb9uZ9atqmdMPw4Uk7lFc8N/1RDsN8saQpfkd3XQEJy3YBU7Tx7FNmPKuMZEREREBhg1BDO2/pE/0DYUKpf37mpea2uYOmJsP88hmKmX58K47WHC9KyTlK3ljc2MqhjEyMGb399X19jCU4vXcIiuBoqIiIiUFTUEM9TW1kbrM0vwXUZj3ruGYO3qBrzN+3UOwUw1N8Brj8KOR2SdpKwtb+x4DsHHX6mmudWZtZMagiIiIiLlRA3BDK17YS4Va9sYsttOvX6PjVNHlGtD8I3HoaVe3UL72bLG5g67hT6ycCXDh1Qwc9r4DFKJiIiISH9RQzBDax6+D4Cxu87q9XusW7kB6P0cgrm3aC5UVMG0g7NOUtaWNzaxTbvJ5N2deQtWceD0rRgyWIcKERERkXKib3cZanj8WVqnVDJs3LRev0fNqnoqh1YwbNSWTR2RWy/Phe0OhCEjsk5StprbnJVN75xM/tXVdby5tl73B4qIiIiUITUEM1JVX8+gl95m8L697xYKYTL5sp06Yt0bsHqB7g/sZyuamnHeOYfgvAWrAHR/oIiIiEgZUkMwI9NfegVrNcZ+6Jgtep+aVRsYM7FMu4W+XJg2Qg3B/rRpMvnNrwg+snAV0yeOYNvxZVpfIiIiIgOYGoIZmfLiMtqqYOLBH+/1e7S1tlG7uoGx5TqH4KK5MGYqbLVj1knK2rLGMIdgumtofVMrT7xazaydJmUVS0RERET6kRqCWfA2xv+9DvaYQMXQ3t/7VrumgbY2L8/J5Fua4LVHYMfDoRy7vebI8oZ3XhF84tVqmlradH+giIiISJlSQzADM9Y0UFkNww7eb4vep2ZlYeqIMuy6t+QJaFqvaSNKYHljM8MrBjE6NZn8IwtXMbRyEPtur2kjRERERMrR4KwDmNlQ4Digwd0fzDpPKez38tsAbHXEJ7bofdYVGoLleEVw0e9hUCVs/8Gsk5S9whyC6QGH5i1YyQE7TGBoZUUXW4qIiIhIrDJtCJrZYOB64DHgg2Y2xd1vzDJTX1v+25tZ+8Bdmy1774sNNE0exOjpM7fovWtWbWBwVQXDRw/pfuWeevZOWPxYjzZpbXPmL62hubVti3/9znVPsWLo7tz4q1e2+L2yNKm2kaVvrOUPdz+XdRQA6gbBi8OhLdXbdvkQGNMCFyQZW1qdxdUb+MyB07IJKSIiIiL9LtOGoLu3mNlC4D7gTuAaMzvV3X9a7HuY2WxgNsDUqVP7J+gWaFq2mLYXl2++sA0WH741e27hezesb2b4qMr+mTri0ath/QoYsVXRm7S2OhNqGhg0yLb4tr5aKrmj+TCefG3Nlr1Rxg5vbmVdXRNP5+TfUTOxilUTRjC4sXXTwmZofauBJ1c0bly0y9ajOHr3bTJIKCIiIiKlUPKGoJmZu3tq0WrgXwmNwZ8C7zOzSndvLub93H0OMAdg5syZ3s3qJbfd6ZfD6Zdvtuzo+45mn0n7cHxf/IL+HEhll2PhozcXvfrCpTUc+/3HmHPa+zjyPVtv8a+/LHnE7NYv3cXM7Sdz7fkfyjoKAHcuq+bCBUt46tA92KaqH64ki4iIiEgUSj5YTKERaGYfNLP3A/OAycCngEuAecU2AkVERERERKTnMukaamZXArOAZuBxoBq4Gbjb3Wt78X7HAcfNmDGjT3OKiIiIiIiUo5JfETSzccAewAHufjDwJPBu4DygMVmnR/0d3f1Bd589ZsyYvo4rIiIiIiJSdkraEEw18KYAhyU//xr4DTAJ+DBs6j7ag/c9zszm1NTU9FVUERERERGRstWvDcH2V/Y8WAtcCXzezPZ09ybC9BFvAr0aUUNXBEVERERERIrXrw3B1MAwF5vZv6demgc8A5xtZvu4+wbgB8BOZvbu/swkIiIiIiIy0PX7YDFmdg7wBeAtMxvm7pe6+xIzewg4CrjWzH4IHAQ0Act68Ts0WIyIiIiIiEiRSnGP4HrgdOB44GAz+w6Au78I3ARcBewHtADHu7ubWY9yqWuoiIiIiIhI8fr9iqC7325mw919g5l9DrjFzK5094vdvc7MHnL3Bwvrm9lgd2/p71wiIiIiIiIDVUnmEUzuAcTdF5nZWcANZnYpMBJYDMxJratGoIiIiIiISD8q6YTyZmbu/k8z+xiwFJgP7N8H76t7BEVERERERIpU0nkEU/MDng88Bezv7i1mVrGF76t7BEVERERERIpU0oZgyovAIUkjcLC7t2aUQ0REREREZMDJomuou/tdyfMK3RMoIiIiIiJSWll1DS0875MrgWZ2nJnNqamp6Yu3ExERERERKWvWrm0WNTNbBbyedY4ObAWszjpEL8SYO8bMoNylFGNmiDN3jJkhztwxZgblLqUYM0OcuWPMDHHmjjFzKWzn7hO7W6msGoJ5ZWZPu/vMrHP0VIy5Y8wMyl1KMWaGOHPHmBnizB1jZlDuUooxM8SZO8bMEGfuGDPnSVaDxYiIiIiIiEhG1BAUEREREREZYNQQLI05WQfopRhzx5gZlLuUYswMceaOMTPEmTvGzKDcpRRjZogzd4yZIc7cMWbODd0jKCIiIiIiMsDoiqCIiIiIiMgAo4agiIiIiIjIAKOGoIiIiIiIyACjhqD0mplZ1hm2RKz5Y8odU9aOxJo/ltyx5OxMrPljyh1T1s7E+G+IMTPEmTvGzBBn7hgz9zc1BKVHzGy2mV1oZjsAI7LO01NmtoOZVQK4u5tZFH8DMeVWjWQjltyqj2zElDv2GoG49ndBjJkhztwxZoY4c8eYuZQ0amgOmNnHgIVAnbsvyjpPZ8zsdmBr4HlgZ+AR4EF3X5hpsCKZ2c2E3C8C64CvuXubmQ1y97Zs03UuptyqkWzEklv1kY2YcsdeIxDX/i6IMTPEmTvGzBBn7hgzl5paxRkzszuAs4HzgW+b2WczjtQhMxsHjHD3I939IuA6YBJwkpltn2267pnZbGAX4CjgZ8BWwC8LB4O8dheIKbdqJBux5FZ9ZCOm3LHXCMS1vwtizAxx5o4xM8SZO8bMWVBDMENmthswzd0PBb4EfB/4gpmdlW2yd3L3tcAIM/ta8nwu8BtgPLAP5L7v9RLgd+5eD/yV0PBeDfzMzMzze2k8mtyqkcxEkbvI+sjzZ1IU+7kD0eQug2MIRLS/U2LMDHHmjjEzxJk7xswll+cP3YFgA7DCzIa6e427PwKcC5xmZsdlnA0AM5tgZhOTp1cAk8zswwDu/idC952vJf+GPP9RrQPONLMPuHtzcmC4CFgPHJNttC7lPrdqJHO5zt3D+shzV51c7+cu5D53GR1DIIL93YEYM0OcuWPMDHHmjjFzyakhmAEzGwLg7ouBJuBXqZefAm4D9kzWzezsp5ndAPwYuMXMTnf3R4FXgFkW7mvE3W8H3iRccs8VM/uMmZ1vZtPd/S/AJcAcMzsYwN2rgWXAu7PM2V5MuVUj2Yglt+ojGzHljr1GIK79XRBjZogzd4yZIc7cMWbO2uCsAww0ZnYNMMbMGtz9XHc/xczuM7N73f1Ed28xs/nAUWZW6e7NGeWcQ+iOcy6wK3Cemf0vcDdwHPD/kg/pEUC9u7+ZRc7OWLhBeGvgDeB+M/uEu99hYeSoe8zsbGAesDdQn13SzcWUWzWSjVhyqz6yEVPu2GsE4trfBTFmhjhzx5gZ4swdY+ZccHc9SvQAfgTcTxjBaB5wfbJ8KOGq4DzCh99DwA0Z5jwIuBKoTJ6PA+4F9k6eVwEjgTOAU1LbWdb7OMnxGeDh1PPLkv1eGCX3I8ADyb/pzqzzxphbNaLcqo/s93PMuWOvkdj2d8yZY80dY+ZYc8eYOS+PzAMMlAfhbOfdwLDk+UTgL8Dk1DoXJ4/vppaV9EMPOBo4GdgeGA5UJMtvSH8Yd7DdoKz3cZLjbOD9hEF4Csv2Bu5pt95wYHhe8seUWzWi3KqP7PdzzLljr5HY9nfMmWPNHWPmWHPHmDlPD90jWAJm9hXC8LUXunu9mVURBooZRugWA4C7X5k8vpJsN8iTai2hSuBU4G1335BaPoSQFzP7kZkdkN7I8zPIw86ERvfy1LIlhDPLAJjZXkBT4d9nZpaD/DHlVo1kI5bcqo9sxJQ79hqBuPZ3QYyZIc7cMWaGOHPHmDk31BAsjWcIH3DrAdy90d3rCP2Y1wCY2XlmNiG9USmL1CwMSuPuDwKPAlea2TB3b01WeRZoNbMfAm0ebsLNo0eBSe7eCBsH5hkHVJnZCDP7JfAxd28pbJBBY7sj0eSOtUZs09QEfyKSfZ3kiyK3jiGZy33uMqoRiGB/dyDGzBBR7liO1+3FmDvGzHmkhmBpLCN0gdkWwMwKg/RsAGaY2Z3Afh5GMyq5wpXHVK4fAq8RzrIUOHAr0OruZyTb5WY+JzOrSH78I3ComZ0L4O5NwFtAM6Fv+FJ3vzSblO8US24z29bMpqUW3UxkNZI6sfJH4EN53dftxZBbx5DsxJK7HGoE4tnfaTFmhjhzp47X88jp8bojMeaOMXMeqSHYT8xsXOFnd19IuB/wejOblDorMRy4B1jp7p9Mtivph56ZfQe4xMIIpS3J719P+AM6KbVqLXCju5+TbJdFt9V3MLP9ANy91cwGe5iQ+FxgPzPbO3mtFtgJWO3u5ybbZVr7MeU2s1uB64HHzezMZHEt8dTIBWb2TTM7yswmu/sa4BxyuK/TYsmtY0g2Ysode41AXPs75szJ748ut5ldYmaXm9nRFqYuqAbOA/bPa+bk90eXO8bMeaad0g/M7FrgdjO71syOgI3zIN0PfDh1lutvwO/c/YJku5J+6FmYyuJThLmZvpJ8SHtyluUa4H1mNjvJf2f6j8lz0LfazO4C/mJmXwZIvmBUAkuBJ4DtkvWGAp9299OS55nmjym3md0IjHP34wmjbl1iZgd56MoVQ43cRhidsIIwOMXM5KXl5Gxfp8WSW8eQbMSUO/Yagbj2d8yZk98fXe7U8XotcARwhZnt6+6vAH8FpuUtc/L7o8sdY+bc8xyMWFNOD2AO4SrfdODbwFWp1w4Hrkg93zb1c6lH9tsWOAD4APAhwhWfS0iG8k7W2Qv4BpuPbJqLobuBQ4DbgAMJXQAuaPf64cAfgO3bLc96RK5ochNG4ZoNjE8tuxI4pF2NfDOnNfIZYG7q+ZeB36aeH5aXfR1jbh1DlLvcayS2/R1z5shz30S4Rw1CQ/U84NeEK1IzCV1bc5U51twxZs77I/MA5fQAdiPMUzI6eT4J+AewV2qdO0hND5EsK/UUEfsTGqxbFX4/cAxwHfBvqfWmAncCH8h633bwb6hg03xTewCrO/jQOA24HRiVdd5UpsHA+/KeG9g3qZH3J5kLc/FcA1yUWm888NOc1sg44IB2We8HRqaWfRr4Sc5qZDxwUJ5z6xiSae5YjiHR10isdRJLjcSeO/W5+ADwvdTyScCXSE78A2cCP85D5nR2wvzV18aSO5U5qn2d94e6hvYhd/8HcBFQb2ZD3X0lsIhwL2DBZ4FxZjYrtZ2XNimrgWrChL2F3//75DHWzC42sz8SPqBvIwzDmwuFPt7u3uruzyY/zwdmAZea2VnJemcAzwHPEw4embIw2Mp0D/eH/s3MLOe51wCrgGVJ5sIAD41AE4CZ3QdsQ35rZC2hK1FBK+FDoy1Z78OEriQvkJ8a2cHDvYB5z72GcBzRMaREIjyGVBNpjUCcdRJhjQBgZjub2W6F3BDFvk7fynMusKeZnQ+QfPd7CtjDzMYQBizJ2+eME3LvlffcSX3sGlPmqGTdEi2HB3AC4T6eER28dgdwaPLzN4F9knUnZJBzQurni4D7O1jnSGAFcF/W+7WDbN8B/o2kWxHJ5X42TUY8ldB4eQv4YbLsHf9PMsh9K+Es1jLgrNTywXnLDUxJ/Xxx+xoBTgQuAG4B7sh63/agRgYDE0mu2AM/By7PaY2cmVpemafcbH6F9WsdHSd0DOn3+sj7MeSE1M+XxFYjsdZJTDXSQe5fAiuBL6SWF/Z97nK3r49k2QeT/X9Jatk8Nl3hHFnKjEXUyDnJslmErpW5zN2uPr6Y2tcPApfmMXNsj8wDxP4gDIH9v8AvgJeBscnywsH3OkJXhh8Bt2aY8weE7mU/A3ZNll1D8qUz9UE3D7g3tV0u+lYnWZcB3wO+2v4DOrXeU8DtqeeZ3msC3Ag8kPy8L7CY1JfpPOUm9L3/NaGb1vbtayR5/mnClakbIqoRS63zAOGM801Z5+1JjeQhN3A54cvYGall3wNmp+tAx5DS10decidZf9tu2XdJGiZ5r5FY6ySmGmmX5xbgl8nPBxG+9I/Oc+4O6mNIsryKcL/rk4Suq48Av8hy/xZRI/sSBo3MZe5O6mNE8nwvQs+YXGWO8aGuoVsguTQ9zd2PdveTCV1e2s9V8jahsbjW3T+bbFfq4d3nAJMJ3VLXEc7SQvhyOdbC8MyF0ZS+4e4nFnJ6DkZZMrNtCQPwfJxwFmgKcGEy+lxbYX+a2UeBP7v7p5LnmQ49bmbvJ0yQ/DkAd38SuJukq1RqvcxzW5giYjzhit8wwlVuCDUyLBmBC8LJjq/7ppH9LIIacQsGATsAL7t7oatR1kN3d1sjScbpZJ97PjCXMJ/Xxcmyuwj1UaVjSL/kjukY8iPCmfijkuejkpd+TZjYeUieawTirJOYaqRdnj2Bh9z9I8miowmDfdxjZueZ2chkvROBx/KQu5P6+EpS243u/hzhCtudhLEgTk62y7prZWc1Mtzd21K5fwpcnYfcndTH+4H7zewLSeZDyVHmaGXdEo31QTgQHA1MTS07EZjTbr3ZJGdhkuelHtlvR8Ifyvjk+WDC2bWdgQmEg0G6G4llkbOL/EUNONA+c9b5KXKwlTzkJozsdxubrmJfQbh6/A3gVOC/gc93sF2MNfKuvOQvpkZSy96ddW7CUN0/J5yZvZfQ0+Es4CHg3NR6OoaUqD7ykptwonFj176kLm4EbiB8+fxN+hiStxqJtU5iqpFOck9Onu9E6LK4K7A78HjhmJKX3ITRbzurj691sV3W+3q/Lmrk4s4yZryvC5k7qo89kvo4P0+ZY37oimAvmNkEwh9VI7AydQbiH8CY1Hpbu/scdz8heZ7Fmc+XCX3Z1yZn7VuAOsK9YNWEewWPM7N9YdPANRnk7Ex3A9tcZGZ/MLMTCplzcpVqLeGLUVeDrdxrZodkndvdlwCf8zBf05HA54H/n+TcjXB281gz+0C77bLexwWrCIOXdFcjH3H3ZZCbqxDdDshDODs+y92XQra53f33hLxPAVcTuoqeSOguPMvMDkzWy9sxpLuBbfJ6DKkh3EcXwzFkBeFEwdlm9t/AKYRRbasJQ7z/hHAMOShZP281At0PbpPHOllHJDXSzjrCvi7kXQqc7O7/dPcXCffg7ZA+3uUg93I6/y4yJlUfx6c3ysG+Xknn30Uak5/vNrMPpjfKOPcKOq+P+YT6mNp+oxzs6yipIdg7tYQvRLu5e4O7u4VJ4scSPjDMzB4iDGMLZPoB7cDryX8LXy4XA+uTnz+RPJ+RdTe5tKSxjbu/TPgi9/3Ca+7e7O4PEg7AFwLV7v5A6vUsu7sUci8ifJH7fvK8OVnlGaDCzG4B6tx9XmHbLHMXatPdf0eo67+6+7cJk7MOJnTv2jZnNTIFwMNEsmsIZ2ZJlnVUI79MvZ7lJL6F3C/TfY1scPdHCttmlTs5plURRomdDpxEONlRT2gMzgWm5aw+DgBw94XABrqvj7wcQwq5FxC+qF2XPM/7MeR5wufJUMJ9xU+4+9cJZ/OrCMeQ7fJUIwBmdgJsPGbXEkGdpDJvVtt5r5F2uTfua3evc/f61KqnATXp412G+/ocM9ve3RcTjtfd1cevssjZXir3a4ST/93VyKMZRd2o3b5+m27qI4OIZSlXB+RYuHsTYTTQk83s5GRZK/AmYSCNu4HF7v6t1DZZfkC3/901wE5m9mPCl7qbgN/l5WyKmf0AuNnMfmZhyOCrgMVmdmbyeqFuLwX+5O4ntVueie5yJ0YQrqY0uvunk+1y8XeYurJdnVo8DGgmDMf8hxzVyE3AD8zszuSD40rg9QhqpKPcXdXIxvtiMoi7kQeNwH2Ee2RmAgcDVwFOGGjg4RzVx+XAAxaGm8fd/xN4w8xmJ6/ntT66zJ3I7THE3V8AjnX3f6YWDyWchHyBHNUIgJndSOjGCkBy8muxbZquIHd10l3mRO5qpJh9bWYTzewBYJ27X5ZR1I0s3Pf6UcLVKdz9O8BrZnZ28nru6iP5/e1zf5tU7kSuaqSYfZ23+igXufjwiIGZ3WZmdxSee+hi9hVgbzPbOlm8GjiQcCbrnGS7PO3j9E20c4BV7n6Gu89399VZhUqzSAe2KSJ3ZfI8l4OtwGbdtdzMRpjZrwm1/At3f9rd38o4IlDUwDa5HLikiNy5HpAn8RihMXiYu9cCT7v7Te7+nIfugXkR68A2XeWOoT4onLk3s6Fm9iCwxt3vTo4huakRi3BwmyIy57JGerCvdwB+7+5nJOtl2TA5lDAGxGHuXmtm08xsCPAw0Gphruhc1UeRuYclq+amRnqwr3NTH+VkcPeriJl9nXCv1BIzu8PdT0teeotwBXDb5OehhKHU70q2y8MXi41SWZ4Cxrn7RZCfnGa2I+Es1Rnuvs7Mvgj8xcx2Jtx/eR7h/rWbkk0eTbbL+sBbbO4b3f3PwJ/zkLszSaP1IOAVd/9ysiwXWS2M2mbAKR7uaVwAHJx8sXiZcJ9SLWG6FshPjRSTez1wS55rxN3fJAwiRHJSZkPGkTpTDVQA1wNfNrPTCH+jRwEthEFMICf1kdJt7jzXR0HyBW0f4FV3P7+wLC9ZzWwycBxwWfL8LMKE4G2EaVqOIHSnuyXZJPM66UnmPNVIkbk3ADe7+18JUwJknptw+8+LSZYvAh8BXgHGEQba20C4fx5yUB8pReXOU41QfOY81UfZKIweJF0ws+mEgvwnYc6Senf/ZPLapwj3Ah6fvqqW5yJNvsC1JD/nJqeZGWFggdcJc/M0mtk84D/c/WEz244wH+K3PAx/nAs9yP0f7v5EhlGLlq6LPNUIbMpjYWCbOwlfMj4EjCR8mHwcuCr5oMuNInN/193/lGHMsmFm1xHu29mH0F1/IeEethuAa9398Qzjdaqb3Ne5+2MZxuuVvB1DACwMT/8zwj3yo4CLCaNAQrgyeyo5O44UmTl3x5Aic1+dp9pOTt79jjBS8k7AvwOTgEOAGYQeQFfmKTMUnftqz8E9gQUxZi4nuqxaBA+DUfzN3esI00EMNbNfJK/dTpgc93Tb1P0v16MXpRqBeetSFOXANj3IvUOecnclXRd5qhEoemCb3A1KUWTuXA3IEyMLohrYBorOPTVvuYuRt2MIxDm4TZGZc3cMKTJ3rmrbw2jaXyRME9bk7q8lV6SWA4sIDdtcZYaic0/JU+4YM5cTdQ0tUupLXLWZnQtcY2Z3Es5uvU4YgKWCMLBGFDyHl4M7yFQY2OZswr69Dliety8WseaOVXISw+l4YJt/Am/mcV/Hmjsmyf5tNLPCwDbVhIFt9iZ08X+SHP4txpo7Zu7+gpkd65uPSFgY3OYlYEne9neMmSHa3H8k3PpztZk97O4/Bf6VcMvHQsKUDHnLDHHmjjFzWVDX0B4qfJEzs9GEfs33uvupZjbS3dd3t70UJ9WN7r8IV2Gv9+SexjyLNXfMzGwEoUtJtbufnnWeYsWaOxYWpuk4g9Alu8XMhnt+72ncKNbcsbMw0Mo9hEHUPpt1nmLEmBniy21hjr3LCPetVRVuDcq7GHPHmDl2agj2koVh4Ee7+ynJ88KZfulDZvZJ4EhPDaMfw1mhWHPHJumOfSjwL56zgW26EmvuWKXvi45JrLljk3Q52x/4uOdwcJuOxJgZos49HGhz94bkee4zQ5y5Y8wcMzUEe8nMtk36NatI+1FeB7bpTqy5Y5TngW26EmtukXIX499jjJkhztyxnviPMXeMmWOjhuAWUpGWRqz7OdbcIiIiIlLe1BAUEREREREZYDQUq4iIiIiIyACjhqCIiIiIiMgAo4agiIiIiIjIAKOGoIiISDfMrNXMnjOzv5vZ82Z2QTIUflfbTDOzU0qVUUREpCfUEBQREelevbvv5e7vAY4AjgG+0c020wA1BEVEJJc0aqiIiEg3zGy9u49MPd8BeArYCtgOuAMYkbz8BXd/3MyeAHYFXgN+AlwHfAc4BKgCbnD3H5bsHyEiIpKihqCIiEg32jcEk2VrgV2AWqDN3RvMbEfg5+4+08wOAS5092OT9WcDk9z9P82sCvgzcJK7v1bSf4yIiAgwOOsAIiIikbLkv5XA9Wa2F9AK7NTJ+kcC7zWzE5PnY4AdCVcMRURESkoNQRERkR5Kuoa2AisJ9wquAPYk3Hvf0NlmwHnu/tuShBQREemCBosRERHpATObCNwEXO/h/ooxwHJ3bwNOAyqSVWuBUalNfwucbWaVyfvsZGYjEBERyYCuCIqIiHRvmJk9R+gG2kIYHOaa5LUfAPeZ2UnAH4G6ZPkLQIuZPQ/8GPgvwkiifzMzA1YBHynVP0BERCRNg8WIiIiIiIgMMOoaKiIiIiIiMsCoISgiIiIiIjLAqCEoIiIiIiIywKghKCIiIiIiMsCoISgiIiIiIjLAqCEoIiIiIiIywKghKCIiIiIiMsD8H0/Lmr79WRXZAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Pays=[belgique,chine,hongkong,france,allemagne,iran,italie,japon,coree,hollande,portugal,espagne,royaumeuni,usa]\n", "\n", "label=['Belgique','Chine','Hong Kong','France','Allemagne','Iran','Italie','Japon','Coree','Hollande',\\\n", " 'Portugal','Espagne','Royaume Uni','USA']\n", "\n", "plt.figure(figsize=(15,7))\n", "\n", "for i in range(len(Pays)):\n", " plt.plot(time,Pays[i],label=label[i])\n", " \n", "plt.xticks(time_label)\n", "plt.tick_params(labelrotation=45)\n", "plt.legend()\n", "plt.ylabel('Nombre de cas')\n", "plt.xlabel('Date')\n", "\n", "plt.figure(figsize=(15,7))\n", "plt.semilogy()\n", "for i in range(len(Pays)):\n", " plt.plot(time,Pays[i],label=label[i])\n", " \n", "plt.xticks(time_label)\n", "plt.tick_params(labelrotation=45)\n", "plt.legend()\n", "plt.ylabel('Nombre de cas')\n", "plt.xlabel('Date')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut voir que pour la plupart des pays, le nombre de cas se stabilise à partir de mai 2020, puisqu'un plateau apparaît en échelle logarithmique ou linéaire. Toutefois, pour les États-Unis, on voit que la tendance est toujours à la hausse avec un nombre de cas qui dépasse tous les autres pays (mais il faut aussi comparer au nombre de personnes vivant dans le pays), mais surtout un plateau non atteint pour le moment." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }