{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Analyse des données Covid-19\n", "\n", "Nous allons dans un premier temps importer les librairies nécessaires" ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous téléchargeons les données depuis le site web, mais nous gardons une copie locale au cas où le serveur hébergeant les données deviendrait dans le futur inaccessible." ] }, { "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": {}, "outputs": [], "source": [ "data_local = \"covid-19.csv\"\n", "\n", "import os\n", "import urllib.request\n", "if not os.path.exists(data_local):\n", " urllib.request.urlretrieve(data_url, data_local)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous regardeons la forme des données brutes." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...5/7/215/8/215/9/215/10/215/11/215/12/215/13/215/14/215/15/215/16/21
0NaNAfghanistan33.93911067.709953000000...61455617556184262063624036271863045633556341263484
1NaNAlbania41.15330020.168300000000...131577131666131723131753131803131845131890131939131978132015
2NaNAlgeria28.0339001.659600000000...123692123900124104124288124483124682124889125059125194125311
3NaNAndorra42.5063001.521800000000...13390134061342313429134471347013470135101351013510
4NaNAngola-11.20270017.873900000000...28201284772874028875291462940529695300303035430637
5NaNAntigua and Barbuda17.060800-61.796400000000...1232123212311237123812401240124012411241
6NaNArgentina-38.416100-63.616700000000...3118134313615831477403165121319109732155723242103326946632909353307285
7NaNArmenia40.06910045.038200000000...218681219092219270219353219596219950220217220447220729220860
8Australian Capital TerritoryAustralia-35.473500149.012400000000...124124124124124124124124124124
9New South WalesAustralia-33.868800151.209300000034...5527553355385542554655515552555555585560
10Northern TerritoryAustralia-12.463400130.845600000000...167167167167167167167169169169
11QueenslandAustralia-27.469800153.025100000000...1576158015801580158315851585158615891589
12South AustraliaAustralia-34.928500138.600700000000...738738740740740741741741742742
13TasmaniaAustralia-42.882100147.327200000000...234234234234234234234234234234
14VictoriaAustralia-37.813600144.963100000011...20527205332053520536205372053820539205402054420545
15Western AustraliaAustralia-31.950500115.860500000000...1013101310131015101510151015101510151015
16NaNAustria47.51620014.550100000000...628817630050631076631896632766633960634893635780636424637097
17NaNAzerbaijan40.14310047.576900000000...325407326056326716327087327601328159328668328994329371329843
18NaNBahamas25.025885-78.035889000000...10773107731077310908109081096611024110241102411024
19NaNBahrain26.02750050.550000000000...186403187905189356191018192750194289196105197474199093200977
20NaNBangladesh23.68500090.356300000000...770842772127773513775027776257777397778687779535779796780159
21NaNBarbados13.193900-59.543200000000...3931393339423946395039573959396139653967
22NaNBelarus53.70980027.953400000000...366305367674368888369767370509371405372242373351374714376341
23NaNBelgium50.8333004.469936000000...1010987101435110166091017876102033210235831026473102810410300711031923
24NaNBelize17.189900-88.497600000000...12686126861268612700127041270712709127141271412714
25NaNBenin9.3077002.315800000000...7884788478847884799579957995799579957995
26NaNBhutan27.51420090.433600000000...1190120212211241124712571263127612791286
27NaNBolivia-16.290200-63.588700000000...314190317547317547318610320209322578324868327224329733332567
28NaNBosnia and Herzegovina43.91590017.679100000000...200693200693200693201217201512201796202003202143202143202143
29NaNBotswana-22.32850024.684900000000...48417484174841749041490414904149041496564965649656
..................................................................
245NaNTimor-Leste-8.874217125.727539000000...2965311132273353349336263879411842794458
246NaNTogo8.6195000.824800000000...13106131061315413167131671321013238132441326513275
247NaNTrinidad and Tobago10.691800-61.222500000000...12720131221335513454138021441714814153791589916255
248NaNTunisia33.8869179.537499000000...318236319512320813321837322998324103324823325280325832326572
249NaNTurkey38.96370035.243300000000...4998089501614150313325044936505943350724625083996509539051068625117374
250NaNUS40.000000-100.000000112255...32652472326869653270835732745255327789063281478432852871328951693292398232940846
251NaNUganda1.37333332.290275000000...42224423084235542384424274248742578426744267442779
252NaNUkraine48.37940031.165600000000...2160809216965021751512178095218042921850882192022219970822066272210375
253NaNUnited Arab Emirates23.42407653.847818000000...532710534445536017537524539138540646542158543610544931546182
254AnguillaUnited Kingdom18.220600-63.068600000000...95999999109109109109109109
255BermudaUnited Kingdom32.307800-64.750500000000...2432243424342451245524552461246224662466
256British Virgin IslandsUnited Kingdom18.420700-64.640000000000...216216216219219219219219248248
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262MontserratUnited Kingdom16.742498-62.187366000000...20202020202020202020
263Saint Helena, Ascension and Tristan da CunhaUnited Kingdom-7.946700-14.355900000000...4444444444
264Turks and Caicos IslandsUnited Kingdom21.694000-71.797900000000...2402240224022402240424042404240424042404
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270NaNVietnam14.058324108.277199022222...3137324534123489357136583740381641124212
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275 rows × 485 columns

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\n", "252 NaN Ukraine \n", "253 NaN United Arab Emirates \n", "254 Anguilla United Kingdom \n", "255 Bermuda United Kingdom \n", "256 British Virgin Islands United Kingdom \n", "257 Cayman Islands United Kingdom \n", "258 Channel Islands United Kingdom \n", "259 Falkland Islands (Malvinas) United Kingdom \n", "260 Gibraltar United Kingdom \n", "261 Isle of Man United Kingdom \n", "262 Montserrat United Kingdom \n", "263 Saint Helena, Ascension and Tristan da Cunha United Kingdom \n", "264 Turks and Caicos Islands United Kingdom \n", "265 NaN United Kingdom \n", "266 NaN Uruguay \n", "267 NaN Uzbekistan \n", "268 NaN Vanuatu \n", "269 NaN Venezuela \n", "270 NaN Vietnam \n", "271 NaN West Bank and Gaza \n", "272 NaN Yemen \n", "273 NaN Zambia \n", "274 NaN Zimbabwe \n", "\n", " Lat Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 \\\n", "0 33.939110 67.709953 0 0 0 0 0 \n", "1 41.153300 20.168300 0 0 0 0 0 \n", "2 28.033900 1.659600 0 0 0 0 0 \n", "3 42.506300 1.521800 0 0 0 0 0 \n", "4 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-22.328500 24.684900 0 0 0 0 0 \n", ".. ... ... ... ... ... ... ... \n", "245 -8.874217 125.727539 0 0 0 0 0 \n", "246 8.619500 0.824800 0 0 0 0 0 \n", "247 10.691800 -61.222500 0 0 0 0 0 \n", "248 33.886917 9.537499 0 0 0 0 0 \n", "249 38.963700 35.243300 0 0 0 0 0 \n", "250 40.000000 -100.000000 1 1 2 2 5 \n", "251 1.373333 32.290275 0 0 0 0 0 \n", "252 48.379400 31.165600 0 0 0 0 0 \n", "253 23.424076 53.847818 0 0 0 0 0 \n", "254 18.220600 -63.068600 0 0 0 0 0 \n", "255 32.307800 -64.750500 0 0 0 0 0 \n", "256 18.420700 -64.640000 0 0 0 0 0 \n", "257 19.313300 -81.254600 0 0 0 0 0 \n", "258 49.372300 -2.364400 0 0 0 0 0 \n", "259 -51.796300 -59.523600 0 0 0 0 0 \n", "260 36.140800 -5.353600 0 0 0 0 0 \n", "261 54.236100 -4.548100 0 0 0 0 0 \n", "262 16.742498 -62.187366 0 0 0 0 0 \n", "263 -7.946700 -14.355900 0 0 0 0 0 \n", "264 21.694000 -71.797900 0 0 0 0 0 \n", "265 55.378100 -3.436000 0 0 0 0 0 \n", "266 -32.522800 -55.765800 0 0 0 0 0 \n", "267 41.377491 64.585262 0 0 0 0 0 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1013 1013 1013 1015 1015 \n", "16 0 ... 628817 630050 631076 631896 632766 \n", "17 0 ... 325407 326056 326716 327087 327601 \n", "18 0 ... 10773 10773 10773 10908 10908 \n", "19 0 ... 186403 187905 189356 191018 192750 \n", "20 0 ... 770842 772127 773513 775027 776257 \n", "21 0 ... 3931 3933 3942 3946 3950 \n", "22 0 ... 366305 367674 368888 369767 370509 \n", "23 0 ... 1010987 1014351 1016609 1017876 1020332 \n", "24 0 ... 12686 12686 12686 12700 12704 \n", "25 0 ... 7884 7884 7884 7884 7995 \n", "26 0 ... 1190 1202 1221 1241 1247 \n", "27 0 ... 314190 317547 317547 318610 320209 \n", "28 0 ... 200693 200693 200693 201217 201512 \n", "29 0 ... 48417 48417 48417 49041 49041 \n", ".. ... ... ... ... ... ... ... \n", "245 0 ... 2965 3111 3227 3353 3493 \n", "246 0 ... 13106 13106 13154 13167 13167 \n", "247 0 ... 12720 13122 13355 13454 13802 \n", "248 0 ... 318236 319512 320813 321837 322998 \n", "249 0 ... 4998089 5016141 5031332 5044936 5059433 \n", "250 5 ... 32652472 32686965 32708357 32745255 32778906 \n", "251 0 ... 42224 42308 42355 42384 42427 \n", "252 0 ... 2160809 2169650 2175151 2178095 2180429 \n", "253 0 ... 532710 534445 536017 537524 539138 \n", "254 0 ... 95 99 99 99 109 \n", "255 0 ... 2432 2434 2434 2451 2455 \n", "256 0 ... 216 216 216 219 219 \n", "257 0 ... 545 548 548 548 548 \n", "258 0 ... 4056 4056 4056 4057 4057 \n", "259 0 ... 63 63 63 63 63 \n", "260 0 ... 4286 4286 4286 4286 4286 \n", "261 0 ... 1590 1590 1590 1590 1590 \n", "262 0 ... 20 20 20 20 20 \n", "263 0 ... 4 4 4 4 4 \n", "264 0 ... 2402 2402 2402 2402 2404 \n", "265 0 ... 4431043 4433090 4434860 4437217 4439691 \n", "266 0 ... 216146 218800 220683 222870 225847 \n", "267 0 ... 93597 93978 94397 94759 95072 \n", "268 0 ... 4 4 4 4 4 \n", "269 0 ... 205181 206549 207870 209162 210116 \n", "270 2 ... 3137 3245 3412 3489 3571 \n", "271 0 ... 300946 301437 301751 302249 302777 \n", "272 0 ... 6446 6462 6482 6485 6492 \n", "273 0 ... 92004 92057 92092 92112 92152 \n", "274 0 ... 38403 38414 38419 38433 38448 \n", "\n", " 5/12/21 5/13/21 5/14/21 5/15/21 5/16/21 \n", "0 62718 63045 63355 63412 63484 \n", "1 131845 131890 131939 131978 132015 \n", "2 124682 124889 125059 125194 125311 \n", "3 13470 13470 13510 13510 13510 \n", "4 29405 29695 30030 30354 30637 \n", "5 1240 1240 1240 1241 1241 \n", "6 3215572 3242103 3269466 3290935 3307285 \n", "7 219950 220217 220447 220729 220860 \n", "8 124 124 124 124 124 \n", "9 5551 5552 5555 5558 5560 \n", "10 167 167 169 169 169 \n", "11 1585 1585 1586 1589 1589 \n", "12 741 741 741 742 742 \n", "13 234 234 234 234 234 \n", "14 20538 20539 20540 20544 20545 \n", "15 1015 1015 1015 1015 1015 \n", "16 633960 634893 635780 636424 637097 \n", "17 328159 328668 328994 329371 329843 \n", "18 10966 11024 11024 11024 11024 \n", "19 194289 196105 197474 199093 200977 \n", "20 777397 778687 779535 779796 780159 \n", "21 3957 3959 3961 3965 3967 \n", "22 371405 372242 373351 374714 376341 \n", "23 1023583 1026473 1028104 1030071 1031923 \n", "24 12707 12709 12714 12714 12714 \n", "25 7995 7995 7995 7995 7995 \n", "26 1257 1263 1276 1279 1286 \n", "27 322578 324868 327224 329733 332567 \n", "28 201796 202003 202143 202143 202143 \n", "29 49041 49041 49656 49656 49656 \n", ".. ... ... ... ... ... \n", "245 3626 3879 4118 4279 4458 \n", "246 13210 13238 13244 13265 13275 \n", "247 14417 14814 15379 15899 16255 \n", "248 324103 324823 325280 325832 326572 \n", "249 5072462 5083996 5095390 5106862 5117374 \n", "250 32814784 32852871 32895169 32923982 32940846 \n", "251 42487 42578 42674 42674 42779 \n", "252 2185088 2192022 2199708 2206627 2210375 \n", "253 540646 542158 543610 544931 546182 \n", "254 109 109 109 109 109 \n", "255 2455 2461 2462 2466 2466 \n", "256 219 219 219 248 248 \n", "257 560 561 565 565 565 \n", "258 4057 4057 4057 4057 4057 \n", "259 63 63 63 63 63 \n", "260 4286 4286 4286 4286 4286 \n", "261 1590 1590 1590 1590 1590 \n", "262 20 20 20 20 20 \n", "263 4 4 4 4 4 \n", "264 2404 2404 2404 2404 2404 \n", "265 4441975 4444631 4446824 4448851 4450777 \n", "266 228102 231901 235206 238079 240512 \n", "267 95467 95826 96117 96368 96670 \n", "268 4 4 4 4 4 \n", "269 210948 211838 212998 212998 215301 \n", "270 3658 3740 3816 4112 4212 \n", "271 303270 303270 303270 303658 303827 \n", "272 6498 6507 6523 6538 6543 \n", "273 92211 92262 92356 92409 92436 \n", "274 38466 38491 38535 38554 38560 \n", "\n", "[275 rows x 485 columns]" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_data = pd.read_csv(data_local)\n", "raw_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous allons commencer par regarder la Chine dans un premier temps. On filtre via la colonne \"Country/Region\" en faisant bien attention d'enlever la province de Hong Kong." ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...5/7/215/8/215/9/215/10/215/11/215/12/215/13/215/14/215/15/215/16/21
58AnhuiChina31.8257117.22641915396070...9949949949949949949969999991001
59BeijingChina40.1824116.4142142236416880...1057105710571057105710571057105710571057
60ChongqingChina30.0572107.874069275775110...597597597598598598598598598598
61FujianChina26.0789117.98741510183559...595595595597597597598598598598
62GansuChina35.7518104.28610224714...193193193193193193193193193193
63GuangdongChina23.3417113.424426325378111151...2365237023722373238123832386238723922396
64GuangxiChina23.8298108.78812523233646...275275275275275275275275275275
65GuizhouChina26.8154106.8748133457...147147147147147147147147147147
66HainanChina19.1959109.7453458192233...188188188188188188188188188188
67HebeiChina39.5490116.130611281318...1317131713171317131713171317131713171317
68HeilongjiangChina47.8620127.761502491521...1610161016101610161016101610161016101610
69HenanChina37.8957114.90425593283128...1312131213121312131213121312131213131313
71HubeiChina30.9756112.270744444454976110581423...68158681586815868158681586815868158681586815868158
72HunanChina27.6104111.708849244369100...1045104510451046104610461046104610461047
73Inner MongoliaChina44.0935113.94480017711...382382382382382383383383384384
74JiangsuChina32.9711119.4550159183347...720720720720721721721721721721
75JiangxiChina27.6140115.72212718183672...937937937937937937937937937937
76JilinChina43.6661126.1923013446...573573573573573573573573573573
77LiaoningChina41.2956122.6085234172127...408408408408408408408411415418
78MacauChina22.1667113.5500122256...49494949494949494950
79NingxiaChina37.2692106.1655112347...75767676767676767676
80QinghaiChina35.745295.9956000116...18181818181818181818
81ShaanxiChina35.1917108.8701035152235...592592594595596597597599600600
82ShandongChina36.3427118.14982615274675...879879879879880881881882882882
83ShanghaiChina31.2020121.449191620334053...2006201220162020202320252026202920312037
84ShanxiChina37.5777112.29221116913...251251251251251251251251251251
85SichuanChina30.6171102.71035815284469...992992993997998999999100010011002
86TianjinChina39.3054117.3230448101423...387387387387387388388388388388
87TibetChina31.692788.0924000000...1111111111
88UnknownChinaNaNNaN000000...0000000000
89XinjiangChina41.112985.2401022345...980980980980980980980980980980
90YunnanChina24.9740101.4870125111626...347347348348348348348348351351
91ZhejiangChina29.1832120.093410274362104128...1345134513461346134713471347134713471355
\n", "

33 rows × 485 columns

\n", "
" ], "text/plain": [ " Province/State Country/Region Lat Long 1/22/20 1/23/20 \\\n", "58 Anhui China 31.8257 117.2264 1 9 \n", "59 Beijing China 40.1824 116.4142 14 22 \n", "60 Chongqing China 30.0572 107.8740 6 9 \n", "61 Fujian China 26.0789 117.9874 1 5 \n", "62 Gansu China 35.7518 104.2861 0 2 \n", "63 Guangdong China 23.3417 113.4244 26 32 \n", "64 Guangxi China 23.8298 108.7881 2 5 \n", "65 Guizhou China 26.8154 106.8748 1 3 \n", "66 Hainan China 19.1959 109.7453 4 5 \n", "67 Hebei China 39.5490 116.1306 1 1 \n", "68 Heilongjiang China 47.8620 127.7615 0 2 \n", "69 Henan China 37.8957 114.9042 5 5 \n", "71 Hubei China 30.9756 112.2707 444 444 \n", "72 Hunan China 27.6104 111.7088 4 9 \n", "73 Inner Mongolia China 44.0935 113.9448 0 0 \n", "74 Jiangsu China 32.9711 119.4550 1 5 \n", "75 Jiangxi China 27.6140 115.7221 2 7 \n", "76 Jilin China 43.6661 126.1923 0 1 \n", "77 Liaoning China 41.2956 122.6085 2 3 \n", "78 Macau China 22.1667 113.5500 1 2 \n", "79 Ningxia China 37.2692 106.1655 1 1 \n", "80 Qinghai China 35.7452 95.9956 0 0 \n", "81 Shaanxi China 35.1917 108.8701 0 3 \n", "82 Shandong China 36.3427 118.1498 2 6 \n", "83 Shanghai China 31.2020 121.4491 9 16 \n", "84 Shanxi China 37.5777 112.2922 1 1 \n", "85 Sichuan China 30.6171 102.7103 5 8 \n", "86 Tianjin China 39.3054 117.3230 4 4 \n", "87 Tibet China 31.6927 88.0924 0 0 \n", "88 Unknown China NaN NaN 0 0 \n", "89 Xinjiang China 41.1129 85.2401 0 2 \n", "90 Yunnan China 24.9740 101.4870 1 2 \n", "91 Zhejiang China 29.1832 120.0934 10 27 \n", "\n", " 1/24/20 1/25/20 1/26/20 1/27/20 ... 5/7/21 5/8/21 5/9/21 \\\n", "58 15 39 60 70 ... 994 994 994 \n", "59 36 41 68 80 ... 1057 1057 1057 \n", "60 27 57 75 110 ... 597 597 597 \n", "61 10 18 35 59 ... 595 595 595 \n", "62 2 4 7 14 ... 193 193 193 \n", "63 53 78 111 151 ... 2365 2370 2372 \n", "64 23 23 36 46 ... 275 275 275 \n", "65 3 4 5 7 ... 147 147 147 \n", "66 8 19 22 33 ... 188 188 188 \n", "67 2 8 13 18 ... 1317 1317 1317 \n", "68 4 9 15 21 ... 1610 1610 1610 \n", "69 9 32 83 128 ... 1312 1312 1312 \n", "71 549 761 1058 1423 ... 68158 68158 68158 \n", "72 24 43 69 100 ... 1045 1045 1045 \n", "73 1 7 7 11 ... 382 382 382 \n", "74 9 18 33 47 ... 720 720 720 \n", "75 18 18 36 72 ... 937 937 937 \n", "76 3 4 4 6 ... 573 573 573 \n", "77 4 17 21 27 ... 408 408 408 \n", "78 2 2 5 6 ... 49 49 49 \n", "79 2 3 4 7 ... 75 76 76 \n", "80 0 1 1 6 ... 18 18 18 \n", "81 5 15 22 35 ... 592 592 594 \n", "82 15 27 46 75 ... 879 879 879 \n", "83 20 33 40 53 ... 2006 2012 2016 \n", "84 1 6 9 13 ... 251 251 251 \n", "85 15 28 44 69 ... 992 992 993 \n", "86 8 10 14 23 ... 387 387 387 \n", "87 0 0 0 0 ... 1 1 1 \n", "88 0 0 0 0 ... 0 0 0 \n", "89 2 3 4 5 ... 980 980 980 \n", "90 5 11 16 26 ... 347 347 348 \n", "91 43 62 104 128 ... 1345 1345 1346 \n", "\n", " 5/10/21 5/11/21 5/12/21 5/13/21 5/14/21 5/15/21 5/16/21 \n", "58 994 994 994 996 999 999 1001 \n", "59 1057 1057 1057 1057 1057 1057 1057 \n", "60 598 598 598 598 598 598 598 \n", "61 597 597 597 598 598 598 598 \n", "62 193 193 193 193 193 193 193 \n", "63 2373 2381 2383 2386 2387 2392 2396 \n", "64 275 275 275 275 275 275 275 \n", "65 147 147 147 147 147 147 147 \n", "66 188 188 188 188 188 188 188 \n", "67 1317 1317 1317 1317 1317 1317 1317 \n", "68 1610 1610 1610 1610 1610 1610 1610 \n", "69 1312 1312 1312 1312 1312 1313 1313 \n", "71 68158 68158 68158 68158 68158 68158 68158 \n", "72 1046 1046 1046 1046 1046 1046 1047 \n", "73 382 382 383 383 383 384 384 \n", "74 720 721 721 721 721 721 721 \n", "75 937 937 937 937 937 937 937 \n", "76 573 573 573 573 573 573 573 \n", "77 408 408 408 408 411 415 418 \n", "78 49 49 49 49 49 49 50 \n", "79 76 76 76 76 76 76 76 \n", "80 18 18 18 18 18 18 18 \n", "81 595 596 597 597 599 600 600 \n", "82 879 880 881 881 882 882 882 \n", "83 2020 2023 2025 2026 2029 2031 2037 \n", "84 251 251 251 251 251 251 251 \n", "85 997 998 999 999 1000 1001 1002 \n", "86 387 387 388 388 388 388 388 \n", "87 1 1 1 1 1 1 1 \n", "88 0 0 0 0 0 0 0 \n", "89 980 980 980 980 980 980 980 \n", "90 348 348 348 348 348 351 351 \n", "91 1346 1347 1347 1347 1347 1347 1355 \n", "\n", "[33 rows x 485 columns]" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_china = raw_data[(raw_data['Country/Region']==\"China\") & (raw_data['Province/State']!=\"Hong Kong\")]\n", "raw_china" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Quelques remarques: pour afficher l'évolution du nombre de cas au cours du temps, les colonnes **Province/State**, **Country/Region**, **Lat** et **Long** sont inutiles, on peut donc les supprimer.\n", "\n", "Ensuite, il faut sommer le nombre de cas sur chaque ligne pour avoir le nombre de cas total en Chine. Puis, on convertit les dates qui sont en format **mm/dd/yy** sous un format que pandas peut reconnaître. Enfin, on affiche le graphe, avec une option pour avoir le tracé en échelle logarithmique." ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [], "source": [ "def reduce_plot_df(df, log=False):\n", " df_reduced = df.drop(columns=['Country/Region','Province/State', 'Lat', 'Long'])\n", " df_reduced = df_reduced.apply(np.sum)\n", " df_reduced = pd.DataFrame({'Date': df_reduced.index, 'count': df_reduced.values})\n", " df_reduced['Date'] = pd.to_datetime(df_reduced['Date'])\n", " df_reduced.plot('Date','count', logy=log)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On applique la fonction de traitement et d'affichage sur les données chinoises, et on affiche d'abord le graphe linéaire puis logarithmique." ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "reduce_plot_df(raw_china)\n", "reduce_plot_df(raw_china, log=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On répete le même processus pour Hong Kong, ici il suffit de sélectioner la ligne dans le jeu de données brut dont la province est Hong Kong." ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [ { "data": { "image/png": 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bGQy71/QviEjM++nv15OWYtw8/cRolyI9oMvhYGZFwK1AqbtPBFKAmcD3gYXuPhpYGLzHzE4Ohk8ALgbuN7NDe69+DswBRgePi7tal4j0vD37G/nNikquOXMEg3K11ZCIututlAr0NbNUIAvYAVwKPBYMfwy4LHh9KTDP3RvdfTOwEZhqZkOAfu6+2N0deDxsGhGJQS+urKS1zbmqtDjapUgP6XI4uPtHwN3ANqASqHX3V4HB7l4ZjFMJDAomKQK2h82iImgrCl4f2d6Omc0xszIzK6uuru5q6SLSDW1tzmOLt3LykH6MO6FftMuRHtKdbqUBhLYGRgJDgWwzu/ZYk3TQ5sdob9/o/oC7l7p7aWGhbh4iEg2L1lWxsWo/cz43KtqlSA/qTrfSBcBmd69292bgOeAzwK6gq4jguSoYvwIYFjZ9MaFuqIrg9ZHtIhKDfvmHTRT178tfnKqb+CSy7oTDNmCamWUFRxfNANYAC4DZwTizgReC1wuAmWaWYWYjCe14Xhp0PdWZ2bRgPrPCphGRGLJ8Ww1Lt+zlhnNGkpaiI+ETWZfv5+Du75jZM8B7QAuwHHgAyAHmm9mNhALkqmD8cjObD6wOxr/F3VuD2d0MPAr0BV4KHiISYx55ewu5malcfcawzkeWuNatm/24++3A7Uc0NxLaiuho/LnA3A7ay4CJ3alFRHpWdV0jL62q5NppI8jJ0H3CEp22C0XkuMwv205zq3PttBHRLkV6gcJBRDrV2uY8tWQrZ580kBMLc6JdjvQChYOIdOq11TvZUdvAddpqSBoKBxE5prY25+5X1zOqIJsLxg+OdjnSSxQOInJMb23czcaq/Xz7gtGk6vDVpKFPWkSOad672xiQlcbFE3Uzn2SicBCRo6qua+TV8l185fRiMlJ1C9BkonAQkaN69r0KWtqcmVN10luyUTiISIfcnXlLtzG1JJ+TBuVGuxzpZQoHEenQ4k172LLngLYakpTCQUQ6NG/pdvplpnLJKbr6ajJSOIhIO3vrm3h51U6uOL2YzDTtiE5GCgcRaee59ypoam1Tl1ISUziIyCe4O/PLtjN5WH/dBjSJKRxE5BNWV+5j/a79fGVKcecjS8JSOIjIJ7zw/g5S+xh/oR3RSU3hICKHtbY5C97fwbljCsnPTo92ORJFCgcROezN9dXs3NfAFaerSynZKRxE5LAnlmylMDeDC0/WpbmTncJBRADYvvcAi9ZV8bUzhpGeqp+GZKdvgIgA8Kul2+hjxtfOHB7tUiQGKBxEhMaWVv7n3e3MGDeIIXl9o12OxACFg4jw0sqd7K1v4rqzdI9oCVE4iAhPLNnKyIJszj6xINqlSIzoVjiYWX8ze8bM1prZGjM7y8zyzew1M9sQPA8IG/82M9toZuvM7KKw9ilmtjIYdq+ZWXfqEpHjV76jlmVba7jmzOH06aNVT0K6u+XwU+Bldx8HTALWAN8HFrr7aGBh8B4zOxmYCUwALgbuN7NDl3v8OTAHGB08Lu5mXSJynJ5cso3MtD5cNUUX2ZM/63I4mFk/4HPAQwDu3uTuHwOXAo8Foz0GXBa8vhSY5+6N7r4Z2AhMNbMhQD93X+zuDjweNo2I9KB9Dc08v/wjvjxpKHlZadEuR2JId7YcRgHVwCNmttzMHjSzbGCwu1cCBM+DgvGLgO1h01cEbUXB6yPb2zGzOWZWZmZl1dXV3ShdRACeXVbBweZWrptWEu1SJMZ0JxxSgdOBn7v7aUA9QRfSUXTUmenHaG/f6P6Au5e6e2lhYeGnrVdEwrS0tvHQW5s5fXh/TinOi3Y5EmO6Ew4VQIW7vxO8f4ZQWOwKuooInqvCxg/v1CwGdgTtxR20i0gPenHVTipqDnLTuSdGuxSJQV0OB3ffCWw3s7FB0wxgNbAAmB20zQZeCF4vAGaaWYaZjSS043lp0PVUZ2bTgqOUZoVNIyI9wN35xRsfMqowmwvG6zpK0l5qN6f/G+ApM0sHNgHfIBQ4883sRmAbcBWAu5eb2XxCAdIC3OLurcF8bgYeBfoCLwUPEekhb27YzerKffz4K6fo8FXpULfCwd3fB0o7GDTjKOPPBeZ20F4GTOxOLSJyfNyd/3x1HUPzMrnstA6P/RDRGdIiyebFlTtZUVHL335+LBmpKZ1PIEmpu91KIhIn3J13t9Two+dXMu6EXC7XVoMcg8JBJIGt21nHm+urWba1hmXbaqiua2RoXia/uHYKKdrXIMegcBBJEO5O9f5G1u/cz9qd+3ilfCfvbqkBYHh+FuecVMDUkfl88dQh5GbqbGg5NoWDSJypPdDM5j317KxtYMfHB9myp571u+pYt7OOmgPNh8cbWZDNDy8Zz6WThzKoX2YUK5Z4pHAQiVHuTkXNQRZv2sOKio8p37GP7XsPsnt/4yfGy8lIZfTgHC6eeAJjBucydnAuY07IpSAnI0qVSyJQOIjEiIbmVsp31PJhVT3vV3zM71fvoqouFARZ6SlMKu7PBeMHUVKQzYmFOQzJy2RIXib52enoKvcSaQoHkShpaG5lTeU+3ly/m1dX72Ttzjpa20KXFctKT2H62EKmjMjn3DEFjCzI0Q5k6VUKB5Ee5u7sb2xh+96DlO+oZUVFLR9UfMyayn00t4bC4MyR+dx87olMGtafMYNzGNwvk8w0nYMg0aNwEImwmvomfrV0G6s+qmXrngNs23uA/Y0th4fnZKRyanEe3/zsKCYV92fysP6ckKcdxhJbFA4i3VTf2MKvl3/E0s17Q/sMqusBGFWQzYiBWUwdmR/aP9C/LycP6ceogmxdz0hinsJB5FNydzbvrqdsaw1vbdjN62ur2N/YQlH/vowfkssVpxdz7phCJhbpHgkSvxQOIsehsaWVlRW1vLN5L/PLtrN1zwEA8rPT+YtThnD11GGcPnxAlKsUiRyFg8hRtLY5L6/aya+WbqVsSw2NLW0ATBrWn7/63ImUlgzgpMIcdRFJQlI4iByhpbWNBR/s4L5FG/mwup6SgVlcc+YIzhyVz9SSfAZkp0e7RJEep3AQCRxsauW+RRt57r0KdtQ2MO6EXO77+ulcPPEEnWMgSUfhIAL86cPd3PbcSrbuOcD0sYX8y2UTOX/cIJ15LElL4SBJrbXNuWNBOU8s2UrJwCx+9Zdn8pkTC6JdlkjUKRwkabk7tz23gvllFdx4zkj+4aKxOitZJKBwkKT1u5WVzC+r4FvnncTfXzQ22uWIxBTdQ1qS0scHmrjrpbWMHpTDdy8cE+1yRGKOthwkKf3o+VVU7Wvk6TnTdCSSSAe05SBJ5/W1u/jtikq+df5JTBmhs5pFOqJwkKSyv7GFH/16FWMG53DTuSdGuxyRmNXtcDCzFDNbbma/Dd7nm9lrZrYheB4QNu5tZrbRzNaZ2UVh7VPMbGUw7F7TweXSA1pa2/jGI0vZua+Bf7viFNJT9b+RyNFEYu34NrAm7P33gYXuPhpYGLzHzE4GZgITgIuB+83s0HGDPwfmAKODx8URqEvkE+aXVfDulhr+/cpJTBmRH+1yRGJat8LBzIqBvwAeDGu+FHgseP0YcFlY+zx3b3T3zcBGYKqZDQH6uftid3fg8bBpRCLiQFMLP/n9eqaMGMBXTi+KdjkiMa+7Ww4/Af4RaAtrG+zulQDB86CgvQjYHjZeRdBWFLw+sr0dM5tjZmVmVlZdXd3N0iWZPPzWZqrqGvnBJeN0SQyR49DlcDCzLwJV7r7seCfpoM2P0d6+0f0Bdy9199LCwsLj/LOS7A40tfDLNzdx4cmD1Z0kcpy6c57D2cCXzewSIBPoZ2ZPArvMbIi7VwZdRlXB+BXAsLDpi4EdQXtxB+0iEbHg/R3UNbQw53Ojol2KSNzo8paDu9/m7sXuXkJoR/Pr7n4tsACYHYw2G3gheL0AmGlmGWY2ktCO56VB11OdmU0LjlKaFTaNSLe4O48v3sq4E3Ip1TkNIsetJ47luwu40Mw2ABcG73H3cmA+sBp4GbjF3VuDaW4mtFN7I/Ah8FIP1CVJqGxrDasr93HNtBHa1yDyKUTk8hnu/gbwRvB6DzDjKOPNBeZ20F4GTIxELSLhfvHGhwzIStMRSiKfks4CkoS1duc+Fq6t4vrPjCQrXZcRE/k0FA6SsH75h01kpacw66wR0S5FJO4oHCQh7d7fyIIPdjDzjOEMyE6PdjkicUfhIAnp9TVVtLY5V2hfg0iXKBwkIf1+zS6G5GUyYWi/aJciEpcUDpJwGppb+eOG3cwYP0iHr4p0kcJBEs7iTXs42NzKjPGDo12KSNxSOEjCWbhmF1npKZw1amC0SxGJWwoHSSjuzsI1VXx2dAGZaSmdTyAiHVI4SEIp37GPytoGdSmJdJPCQRLKwjVVmMH54wZ1PrKIHJXCQRLKwrW7mDysPwU5GdEuRSSuKRwkYeza18CKilouUJeSSLcpHCRhvL42dF8phYNI9ykcJGH8fvUuigf0ZczgnGiXIhL3FA6SEA42tfLWxt1cMH6wzooWiQCFgySEtzfuprGljRnjdZSSSCQoHCQhLFy7i5yMVM4cqbOiRSJB4SBxr60tdFb0uWMKSU/VV1okErQmSdxb+VEtVXWN6lISiSCFg8S9hWt20cfgvLEKB5FIUThI3HttTRWlJfm6HahIBCkcJK5V1BxgTeU+LtSJbyIRpXCQuLZwTeisaO1vEIkshYPEtd+v2cWowmxGFeqsaJFI6nI4mNkwM1tkZmvMrNzMvh2055vZa2a2IXgeEDbNbWa20czWmdlFYe1TzGxlMOxe0ymuchzqG1tYsmmPrqUk0gO6s+XQAvydu48HpgG3mNnJwPeBhe4+GlgYvCcYNhOYAFwM3G9mh27V9XNgDjA6eFzcjbokSayoqKW51XU7UJEe0OVwcPdKd38veF0HrAGKgEuBx4LRHgMuC15fCsxz90Z33wxsBKaa2RCgn7svdncHHg+bRuSolm+vAWDysP5RrkQk8URkn4OZlQCnAe8Ag929EkIBAhzaU1gEbA+brCJoKwpeH9ne0d+ZY2ZlZlZWXV0didIljr2xtppRBdk6hFWkB3Q7HMwsB3gW+I677zvWqB20+THa2ze6P+Dupe5eWlhY+OmLlYSxdPNelm7Zy7XTRkS7FJGE1K1wMLM0QsHwlLs/FzTvCrqKCJ6rgvYKYFjY5MXAjqC9uIN2kaN6Ztl2stNT+NrU4dEuRSQhdedoJQMeAta4+z1hgxYAs4PXs4EXwtpnmlmGmY0ktON5adD1VGdm04J5zgqbRqSdipoD/G5FJRdNPIG+6SmdTyAin1pqN6Y9G7gOWGlm7wdtPwDuAuab2Y3ANuAqAHcvN7P5wGpCRzrd4u6twXQ3A48CfYGXgodIO+9s2sPVDywhtY/x19NPjHY5Igmry+Hg7m/R8f4CgBlHmWYuMLeD9jJgYldrkeTQ1NLGj55fRb/MVB6YVcpJg3KjXZJIwurOloNIr2lsaeXmJ99jQ9V+HppdyjSd2yDSo3T5DIkLr5bv4vW1Vdxy3onM0BnRIj1OWw4S8x784ybu/N0ahuZl8rcXjo12OSJJQeEgMcvdmV+2nTt/t4apJfn8/UVjSemjy26J9AaFg8Sk2oPN3PXSGp5eup3B/TJ4+BtnkJOhr6tIb9HaJjGjal8DZVtrWLp5L88uq6CusYWZZwzjexePUzCI9DKtcdLr3J2KmoO8t62G3fubqD3YzKbq/fx2RSUAGal9mDF+EH89/SQmFuVFuVqR5KRwkB7l7jS3OpW1B6msbaC6rpH7Fm1k7c66T4zXLzOVb5xdwpcnDWXC0DzSU3UgnUg0KRykQ21tTnNbG00tbeytb2JnbQNtDk7ox371jn3srW+k9mAztQeb+fhA6HnfwWbqGlpoam2jpc1pbWt/DcXC3Axu/9LJnDZ8ACMLssnJSNWOZpEYo3CIY/sbW9hUvZ/d+xvZXddE9f5GauqbaGxpo7m1jabW0I97c2sbza1OU8uRbYde+yfam1pCP+yd6ZuWQl7ftMOP4gFZ9C9KIzczlfSUPqSmGKl9+pDaxxjUL4PiAVnkZqYyqjBH+xBEYpzW0Di0YVcdP1u0kZdX7aSxpe0Tw7LSU8hMSyEtxUhL6UN6ah/SU/ocfp2WYod/vEPv+4SNZ2Hj/XmfFKyKAAALBklEQVTanMxUhudnYQaGYQZjBueSr/soiCQshUMcqT3YzNzfreaZZRX0TUvh6jOGcfZJBQzKzaAgJ4PC3Awy03SVUhHpPoVDnHh++Uf820tr2L2/iRvPGcnN00/Sf+4i0mMUDnHgf8u28w/PrODU4jz+e1Yppxbrnski0rMUDjHulfKdfO/ZFXx2dAEPzi4lI1XdRiLS83QweQx7e+Nu/uZXy5k0rD+/uHaKgkFEeo3CIUbVHmjmpieXMbIgm0euP4NsHfopIr1I4RCj7v/DRuoaWrjn6kn0z9KOZxHpXQqHGPTm+mp++YdNXDWlmAlDdW0hEel9CocYs6l6P7c9t5KSgVncebluqy0i0aGO7BjyzqY9zHliGSl9jPuuOUM7oEUkahQOMWL5thquf+RdhvbP5JHrpzJ8YFa0SxKRJKZwiAFPL93Gv/x2NYP6ZfD0nGkMys2MdkkikuQUDlFU39jCvHe3M/d3qyktyeeer05SMIhITIiZcDCzi4GfAinAg+5+V5RL6hJ352BzK/WNrRxoajn8XFXXyI6PD1JRc5CPPj7Ipur9bNpdjztMH1vIfV8/XecyiEjMiIlfIzNLAe4DLgQqgHfNbIG7r45uZaEf+y17DrB1Tz0HmlqDR+hHf39jMzUHmqmpb2LnvgZ21TZQVdd4zHshZKenUDwgi5EFOXxp0lCmjsznrFEDMdPNbkQkdsREOABTgY3uvgnAzOYBlwIRD4eVFbW8s3kPDc2tNDS3hZ5bQq8PNrdyoLGF+iAADjS2smtfA/VNrR3OK6WPkdc3jfzsdAb3y2DaiQMZ3C+T/n3TyEpPISs9leyMFPqmp1KYk0FR/77065uqIBCRmBcr4VAEbA97XwGceeRIZjYHmAMwfPjwLv2hxZt2868vrgWgj0FmWujmOJmpfchMTyE7PZWs9BQG5WbSd2AKnx1dwNgT+jH2hByyM1IPD89KTyUzrY9+6EUkIcVKOHT0C9uub8bdHwAeACgtLe38PpYduG5aCTOnDiczNXS3NP24i4i0FyvhUAEMC3tfDOzoiT/UNz2FvujkMhGRY4mVy2e8C4w2s5Fmlg7MBBZEuSYRkaQVE1sO7t5iZt8CXiF0KOvD7l4e5bJERJJWTIQDgLu/CLwY7TpERCR2upVERCSGKBxERKQdhYOIiLSjcBARkXbMvUvnkkWdmdUB64DhwLYIzjoPqI2h+RwSyeWMZG2RnFesfpY9Mb9k+DwhNj/TWF7G3vjOjnX33E6ndPe4fABlwXN1hOf7QCzNJ2x+EVvOSNYW4XnF5GcZ68saq59nrH6msbyMvfGdPfTb2dkjEbqVPo7w/H4TY/M5JJLLGcnaIjmvWP0se2J+yfB5Qmx+prG8jDHznY3nbqUydy899BztenpaMixnMizjIcmyrMmwnPG2jMdbbzxvOTxwxHOiS4blTIZlPCRZljUZljPelvG46o3bLQcREek58bzlICIiPUThICIi7cRNOJjZ/mjX0NPM7HIzczMbF+1aekNnn6mZvWFmcbOj70hmVmxmL5jZBjP70Mx+GlyS/mjjf8fMsnqzxkjR+pl44iYcksTXgLcI3c/iuJmZ7l4UYyx0i8HngOfdfTQwBsgB5h5jsu8AcRkOSSKp1s+4CgczyzGzhWb2npmtNLNLg/YSM1tjZv9tZuVm9qqZ9Y12vZ+GmeUAZwM3Enz5zGy6mb1pZr82s9Vm9gsz6xMM229m/2xm7wBnRa/y7gmW8bdh739mZtdHsaRIOR9ocPdHANy9FfgucIOZZZvZ3cF3eIWZ/Y2Z3QoMBRaZ2aIo1t1lWj8Ta/2Mq3AAGoDL3f104DzgP+3PN4EeDdzn7hMInZTylSjV2FWXAS+7+3pgr5mdHrRPBf4OOAU4EbgiaM8GVrn7me7+Vq9XK52ZACwLb3D3fYQus/BNYCRwmrufCjzl7vcSujXuee5+Xm8XGyFaPxNo/Yy3cDDgX81sBfB7oAgYHAzb7O7vB6+XASW9X163fA2YF7yeF7wHWOrum4L/PJ8GzgnaW4Fne7dE+RQM6Og4cQM+B/zC3VsA3H1vbxbWg7R+JtD6GTN3gjtO1wCFwBR3bzazLUBmMKwxbLxWIG42W81sIKFuiIlm5oRuleqE7ox35A/MofcNwRcy3rXwyX9SMo82Ypwp54j/js2sHzAM2ETHwRHvtH4m0PoZb1sOeUBV8MU7DxgR7YIi5ErgcXcf4e4l7j4M2Ezov5CpZjYy6Mu8mtAOsUSyFTjZzDLMLA+YEe2CImQhkGVms+DwTsn/BB4FXgVuMrPUYFh+ME0d0PnVMmOX1s8EWj/jIhyClagReAooNbMyQv+lrI1qYZHzNeDXR7Q9C3wdWAzcBawi9IU8cry4dOgzdfftwHxgBaHPd3lUC4sQD1164HLgKjPbAKwn1Cf/A+BBQvseVpjZB4Q+Zwhd1uCleNshrfUz8dZPiJPLZ5jZJOC/3X1qtGvpTWY2Hfh7d/9itGuJtGT9TBNRsn6Wibx+QhxsOZjZTYR29Pwo2rVIZOgzTRz6LBNXXGw5iIhI74r5LQcREel9MRcOZjbMzBYFZ1SWm9m3g/Z8M3stuE7Na2Y2IGi/0MyWBWdkLjOz88PmNSVo32hm94adkCMiXRDh9XOumW23JLguUzyKuW4lMxsCDHH398wsl9AJM5cB1wN73f0uM/s+MMDdv2dmpwG73H2HmU0EXnH3omBeS4FvA0sIHZN8r7u/FIXFEkkIEV4/pxE6lHmDu+dEZYHkqGIuHI5kZi8APwse0929MviCvuHuY48Y14DdhK5Rkw8scvdxwbCvBdP/Va8ugEgC6+r66e6NYe37FQ6xJ+a6lcKZWQlwGvAOMNjdKwGC50EdTPIVYHnwxSsCKsKGVQRtIhIB3Vw/JcbF7OUzgqsgPgt8x933dba7wMwmAD8GPn+oqYPRYnszSSRORGD9lBgXk1sOZpZG6Iv3lLs/FzTvCjZXD/V7VoWNX0zozMRZ7v5h0FwBFIfNtpjQVS9FpBsitH5KjIu5cAj6JR8C1rj7PWGDFgCzg9ezgReC8fsDvwNuc/e3D40cbNrWmdm0YJ6zDk0jIl0TqfVTYl/M7ZA2s3OAPwIrgbag+QeE+jXnA8MJXZfmKnffa2Y/Am4DNoTN5vPuXmWhW0w+SugKkC8Bf+OxtsAicSTC6+e/E7o+0VBCW/UPuvsdvbIg0qmYCwcREYm+mOtWEhGR6FM4iIhIOwoHERFpR+EgIiLtKBxERKQdhYPIcTKzVjN7P7ga6Qdm9rfBvYOPNU2JmX39WOOIxCKFg8jxO+juk919AnAhcAlweyfTlPDne0SLxA2d5yBynI68eqiZjQLeBQqAEcATQHYw+Fvu/iczWwKMJ3Tz+ceAewndkH46kAHc5+6/7LWFEDlOCgeR49TRpaXNrAYYB9QBbe7eYGajgafdvfTIm9Cb2RxgkLvfaWYZwNuEzibe3KsLI9KJmL0qq0icOHQ50jTgZ2Y2GWgFxhxl/M8Dp5rZlcH7PGA0oS0LkZihcBDpoqBbqZXQFUhvB3YBkwjty2s42mSErvH1Sq8UKdJF2iEt0gVmVgj8AvhZcDHHPKDS3duA64CUYNQ6IDds0leAm4PLXmNmY8wsG5EYoy0HkePX18zeJ9SF1EJoB/Shy1bfDzxrZlcBi4D6oH0F0GJmHxC6QvBPCR3B9F5w+etqQvdgFokp2iEtIiLtqFtJRETaUTiIiEg7CgcREWlH4SAiIu0oHEREpB2Fg4iItKNwEBGRdv4/9aMrTDKm9d0AAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "raw_hong_kong = raw_data[raw_data['Province/State']==\"Hong Kong\"]\n", "reduce_plot_df(raw_hong_kong)\n", "reduce_plot_df(raw_hong_kong, log=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Enfin, on répete le même processus pour tous les autres pays. On les range dans une liste puis on effectue une boucle for pour afficher les deux graphes linéaires et logarithmiques pour chaque pays dans la liste. Il suffit de sélectionner les lignes dans le jeu de données tels que **Country/Region** corresponde au pays voulu, et pour ne pas prendre en compte les territoires d'outremer dans le Royaume-Uni, la France et les Pays-Bas, on ne sélectionne que les lignes telles que **Province/State** est 'NaN'." ] }, { "cell_type": "code", "execution_count": 130, "metadata": {}, "outputs": [ { "data": { "image/png": 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h5peW8/LibXz22L78+uJR9OmqIGkpChQRiTnuzksfbmPG3HVsLijjR58bznfPGardWy1MgSIiMaWsspobX1zO35Zu5/iM7jx+1cmcNaJP4w2l2RQoIhIzdu0r5xszc1i5vZifTB7BdWcO0SnmW5ECRUTavfKqGp5esIUH/7We0opqHp6WzTnH9I32sOKOAkVE2rUV24r5wfNLWLe7lJOzevKLC0YyckD3aA8rLilQRKTdeur9zfxi9krSunTUXEkboEARkXbF3Xlz1S6een8z/163h7NH9Oaer55Ij866Xkm0KVBEpN3YuGc///PKCt7N3UNGj078ZPIIvnXmEF2St41QoIhIu/D2mt1c/8xiMPjlBSO5fPwgEhM6RHtYEkaBIiJt2qLNhdw/N5d5a/I5tn83Hp6WTUaPTtEeljRAgSIibdK+8ipufXkFf1u6nd5dk/nu2UP59tlD6NxRf7baKv1mRKTN2bhnP9c9tYjc3aXcMHEY3/zM0aQm689VW6ffkIi0CXvLKnnwnQ28tXoXa3eV0iU5kceuOpkzhukKiu2FAkVEom7R5kKuf2YxO/eVc9rQdL40JpMvn5RBn246M3B7okARkajIKyrj0Xc3MX9DAat37COzZyde/c7pHJ+pb7m3VwoUEWl1/1m/h289uYjy6lpOzurJzecdw9fGD6JrSlK0hybNoEARkVazu6Scp+Zv5s//Wk9WWiqPTDuZQWmdoz0siRAFioi0in+tzef6Zz5kX3k1547sx91fPoHunbVFEksUKCLS4v4vZys3vriMEf268dJlJzK0T9doD0laQLPOW2BmPczsBTP7yMxWm9kpZtbLzOaY2brgvmdY/ZvNLNfM1pjZ5LDysWa2PFg2w4LrdJpZspk9H5QvMLOssDbTgtdYZ2bTmrMeItIy3J1nFmzhpy8u47Sh6bzwrVMUJjGsuSfCuQ/4h7sfA4wGVgM3AW+5+zDgreA5ZnYcMAUYCZwLPGBmCUE/fwamA8OC27lB+TVAkbsPBe4B7g766gXcBowHxgG3hQeXiERfSXkV5933b255eTmnD03nr1Oz9eXEGNfkQDGzbsBngEcA3L3S3fcCFwIzg2ozgYuCxxcCz7l7hbtvBHKBcWbWH+jm7vPd3YEn6rWp6+sFYGKw9TIZmOPuhe5eBMzhkxASkSj719p8pj+xiLW7SrjjolE8ftU4UpISGm8o7Vpz/l04GsgHHjOz0cAi4HtAX3ffAeDuO8ys7oo3GcD7Ye3zgrKq4HH98ro2W4O+qs2sGEgLL2+gzUHMbDqhrR8GDRrUpBUVkSNTU+vc98+1zJibiwVnBb5iwlHRHpa0kuYESiJwEnC9uy8ws/sIdm8dQkMXLPDDlDe1zcGF7g8BDwFkZ2c3WEdEmqem1nn8P5t47L2N5BUd4NKxmdx2wUi6aBdXXGnObzsPyHP3BcHzFwgFyi4z6x9snfQHdofVHxjWPhPYHpRnNlAe3ibPzBKB7kBhUH5WvTZvN2NdRKSJivZXcsNzi/n3uj2ccnQaN593LJ8/vh/BsTUSR5o8h+LuO4GtZjYiKJoIrAJmA3VHXU0DXg0ezwamBEduDSY0+b4w2D1WYmYTgvmRqfXa1PV1CTA3mGd5A5hkZj2DyfhJQZmItKK1u0r40gPvsWBDIb+5+HieuXY8Xzihv8IkTjV3e/R64Gkz6whsAK4iFFKzzOwaYAtwKYC7rzSzWYRCpxr4jrvXBP1cBzwOdAJeD24QmvB/0sxyCW2ZTAn6KjSzO4APgnq3u3thM9dFRI7Qpj37uemlZSzYWEjPzh155trxZGf1ivawJMos9A9/fMjOzvacnJxoD0OkXfto5z6+/vBCqmtrufLULL4+4SjSuyRHe1jSgsxskbtnN1ZPM2YicsSW5e1l6qMLSU7swHPTT2Vony7RHpK0IQoUEWnUrn3lPPLuRp56fzO9UjvyzDcm6KSO8ikKFBE5rBXbivn6IwsoLa9m0si+/Pz8kfTrrgtfyacpUETkkDYX7OfrjywgtWMiL153KkN6axeXHJoCRUQaVFPr/HDWUmpqnWev1S4uaZwCRUQ+payymjteW82izUXc89XRChM5IgoUETlITa3z9YcX8OGWvXzzzKO56MQGT5Mn8ikKFBE5yGPvbeTDLXv530tO4CvZAxtvIBJo7vVQRCSGbC0s4/dvruWcY/pw6djMxhuIhFGgiAgQurriLS8vp4PBHReN0vm45L+mQBERAP65ejf/XreHG887howenaI9HGmHFCgigrvz6LsbGdA9ha+N04XopGkUKCJxzt357RtrmL+hgG+ccTSJCfqzIE2jd45InPvbsh088PZ6Lh2byZWnZkV7ONKOKVBE4lh1TS33zFnLiL5dufvLJ9ChgybipekUKCJx7NUl29m4Zz8/nDRcYSLNpkARiWPPLtzCkN6pTDqub7SHIjFAgSISp7YWlpGzuYhLxg7Ud04kIhQoInFq7ke7AThvVL8oj0RihQJFJE69vWY3R6enkpWeGu2hSIxQoIjEIXdn8da9nJzVK9pDkRiiQBGJQ1sKy9hbVsXogT2iPRSJIQoUkTg0L5g/GT2we5RHIrFEgSISZ4oPVDFjbi7jsnpxXP9u0R6OxBAFikiceeid9RSVVfLzLx6nw4UlohQoInHm9RU7OWNYb0ZlaHeXRJYCRSSObC0sY0P+fs4a3jvaQ5EYpEARiSNL8/YCMP5oHS4skadAEYkj63aVYgZDeneJ9lAkBilQROJIbn4pg3p1JiUpIdpDkRjU7EAxswQzW2xmrwXPe5nZHDNbF9z3DKt7s5nlmtkaM5scVj7WzJYHy2ZYcOiJmSWb2fNB+QIzywprMy14jXVmNq256yESD3J3lTJUWyfSQiKxhfI9YHXY85uAt9x9GPBW8BwzOw6YAowEzgUeMLO6f5P+DEwHhgW3c4Pya4Aidx8K3APcHfTVC7gNGA+MA24LDy4R+bTqmlo27tnP0D4KFGkZzQoUM8sEvgA8HFZ8ITAzeDwTuCis/Dl3r3D3jUAuMM7M+gPd3H2+uzvwRL02dX29AEwMtl4mA3PcvdDdi4A5fBJCItKArUUHqKypVaBIi2nuFsq9wE+B2rCyvu6+AyC47xOUZwBbw+rlBWUZweP65Qe1cfdqoBhIO0xfn2Jm080sx8xy8vPz/9v1E4kZ63aVAChQpMU0OVDM7Hxgt7svOtImDZT5Ycqb2ubgQveH3D3b3bN799ax9xK/cvNLARiiQJEW0pwtlNOAC8xsE/AccI6ZPQXsCnZjEdzvDurnAQPD2mcC24PyzAbKD2pjZolAd6DwMH2JyCHk7i6lX7cUuqUkRXsoEqOaHCjufrO7Z7p7FqHJ9rnu/nVgNlB31NU04NXg8WxgSnDk1mBCk+8Lg91iJWY2IZgfmVqvTV1flwSv4cAbwCQz6xlMxk8KykTkEHJ3l2p3l7SoxBbo8y5glpldA2wBLgVw95VmNgtYBVQD33H3mqDNdcDjQCfg9eAG8AjwpJnlEtoymRL0VWhmdwAfBPVud/fCFlgXkZjg7uTuLuUr2QMbryzSRBEJFHd/G3g7eFwATDxEvTuBOxsozwFGNVBeThBIDSx7FHi0qWMWiSfbi8spq6zRFoq0KH1TXiQO5O4OTcgrUKQlKVBE4oACRVqDAkUkDuTuLqFn5yTSUjtGeygSwxQoInFg3a7QEV66QqO0JAWKSIwrr6ph2bZiRmf2iPZQJMYpUERi3IdbiqisruWUIWnRHorEOAWKSIx7f30BHQxOHqyrNErLUqCIxLj3NxQyKqO7TrkiLU6BIhLDyqtqWLJ1L6ccrd1d0vIUKCIxbPWOfVTW1DJmkK4/Jy1PgSISw1Zs3wfAqIxuUR6JxAMFikgMW7mtmB6dk8jo0SnaQ5E4oEARiWErthdzfEZ3faFRWoUCRSRGVVbXsmZnCSMHdI/2UCROKFBEYtTaXSVU1bjmT6TVKFBEYtTK7cUAjNIWirQSBYpIjFqxbR9dkxMZ1KtztIcicUKBIhKjlm8r5rgB3ejQQRPy0joUKCIxqLqmltU79jEqQ7u7pPUoUERi0Pr8/VRU12pCXlqVAkUkBq3Ypgl5aX0KFJEYtHxbMSlJHTi6t64hL61HgSISgxZuLGTMwJ4kaEJeWpECRSTG7C2rZPXOfUzQKeullSlQRGLMvDW7cYfThipQpHUpUERizEsfbiOzZydO0jVQpJUpUERiyI7iA7ybu4eLT8rUFxql1SlQRGLIq0u24w4Xj8mI9lAkDilQRGLI68t3MDqzO1npqdEeisShJgeKmQ00s3lmttrMVprZ94LyXmY2x8zWBfc9w9rcbGa5ZrbGzCaHlY81s+XBshkWXA3IzJLN7PmgfIGZZYW1mRa8xjozm9bU9RCJFXlFZSzNK+bcUf2jPRSJU83ZQqkGfuTuxwITgO+Y2XHATcBb7j4MeCt4TrBsCjASOBd4wMwSgr7+DEwHhgW3c4Pya4Aidx8K3APcHfTVC7gNGA+MA24LDy6RePSPFTsBOG9UvyiPROJVkwPF3Xe4+4fB4xJgNZABXAjMDKrNBC4KHl8IPOfuFe6+EcgFxplZf6Cbu893dweeqNemrq8XgInB1stkYI67F7p7ETCHT0JIJC79Y8VOjunXVbu7JGoiMocS7IoaAywA+rr7DgiFDtAnqJYBbA1rlheUZQSP65cf1Mbdq4FiIO0wfTU0tulmlmNmOfn5+U1bQZE2bve+chZtKeLzx2t3l0RPswPFzLoALwLfd/d9h6vaQJkfprypbQ4udH/I3bPdPbt3796HGZ5I+/XGyp24a3eXRFezAsXMkgiFydPu/lJQvCvYjUVwvzsozwMGhjXPBLYH5ZkNlB/UxswSge5A4WH6EolLf1++kyG9UxnWt2u0hyJxrDlHeRnwCLDa3f8Qtmg2UHfU1TTg1bDyKcGRW4MJTb4vDHaLlZjZhKDPqfXa1PV1CTA3mGd5A5hkZj2DyfhJQZlI3NlZXM6CjQWcp6O7JMoSm9H2NOAKYLmZLQnKbgHuAmaZ2TXAFuBSAHdfaWazgFWEjhD7jrvXBO2uAx4HOgGvBzcIBdaTZpZLaMtkStBXoZndAXwQ1Lvd3QubsS4i7dYzCzbjwFeyBzZaV6QlWegf/viQnZ3tOTk50R6GSMRUVNdw2l1zOXFgDx6ednK0hyMxyswWuXt2Y/X0TXmRduwPc9ayp7SSqadkRXsoIgoUkfZqwYYCHvzXBi4bN4gzhqVHezgiChSR9uref66jf/cUfn7+cQRnKxKJKgWKSDu0Ylsx8zcUcMUpR9GpY0LjDURagQJFpJ1xd34xeyW9Ujty+bijoj0ckY8pUETamacWbCFncxE3njuC7p2Toj0ckY8153soItKKSiuq+c3fV/PMwi18ZnhvLh2r751I26JAEWkH8ksquPKxhazesY+rTxvMjyeN0CV+pc1RoIi0cbm7S7nq8YXsKankkStP5uwRfRpvJBIFChSRNmr1jn389Z0NvLZsB906JfLs9AmcOLBHtIclckgKFJE2Jq+ojN+/uZZXlmyjU1ICl40byPQzh5DRo1O0hyZyWAoUkTaioLSCv/xrPTP/sxkz+OZnhnDdmUN0JJe0GwoUkShbtLmQh97ZwNyPdlNT63z5pEx+OGk4/btri0TaFwWKSCtzdz7aWcK76/bw9trdvJdbQFpqR648NYuvnjyIoX26RHuIIk2iQBFpQSXlVWwuKGPjnv1sLtjP2l2l/Gd9AXtKKwAY2qcLP/rccK45YzCdO+rjKO2b3sEizVQ/NDbuKWNzwX42FexnT2nlQXX7dUvh1CFpnDEsndOHpWu3lsQUBYrIEdpTWsEHGwtZn1962NDo2y2Zo9JSmXhMX45K78zgtFSy0lM5Kq2ztkIkpundLVJPZXUtmwr2s3rHPlZsK2bl9n2s211KfknFx3XCQyMrPZWstM4KDYl7eudLXHJ39pRWkldURl7RAbYUlrFqxz7W7Cxh0579VNeGLo3dMbEDx/brypnDezOsTxdOHtyLY/p1VWiINECfCmnzqmpqqaiupaKqhorqWsqD+4rqWiqDW0V1TehxTS0VVbVU1HyyrKS8ioLSSvaVV1FSXs3OfeXkFZVRXlV70Ou930YJAAALgElEQVRk9uzEsf27MXlkX4b16cqIfl0Z2qcLSQk6KbfIkVCgSMTU1jrFB6oo2F9BQWklew9UUXygiuKy0H1pRTUV1TWhP/hBCJRXhe5DgdFAWXUtNcHWQlMldjB6pnakZ+ckUpMTGdq7C2cN783AXp3J7NmJzJ6dyejZiS7J+jiINIc+QXJE3J2C/ZVs3xvaPbQhfz8b9+xn175yCvdXsqe0kqKyykP+8TeDLsmJpCQlkJzYIbglkJIUuk9NTSQ5sUPY8oSDnycdXL9jYgdSkjrQMSH0uGPQZ8fEDnRMCOoHy5ITO+jMvCKtQIEin5JfUsGizUWszy8NbvvZkF9KSXn1QfUGdE+hf49ODOzVmTGDetArtSNpqcmkdQnd9+icRPdOSXTrlETX5ET9UReJcQoUAULnkXpt2Q5eXryNJVv3flzer1sKQ/qk8qUxGQxOTyWjRycyenZicHqqJqZF5CD6ixDHDlTWMGf1Ll5ZvI131uZTXesc068rP540nFOHpjO8b1fNK4jIEdNfizi0uWA/L324jUfe3UhpRTX9uqVwzRmD+dKYDI7p1y3awxORdkqBEidqap231+zmifmb+dfafAAmHtOHa84YzITBaZrfEJFmU6DEuKL9lTyfs5WnF2xma+EB+nRN5vufHcYFowcwOD0VMwWJiESGAiUGuTvLtxXzxPzNzF66ncrqWsYP7sVN5x7LpJF99UU9EWkR7TpQzOxc4D4gAXjY3e+K8pCiamdxOc8s3MLsJdvYVFBG544JfCU7kysmZDGiX9doD09EYly7DRQzSwD+BHwOyAM+MLPZ7r4quiNrPVU1tWwuKCN3dwl/W7aDN1bspMad04emc+1njuaC0QPomqLLx4pI62i3gQKMA3LdfQOAmT0HXAhEPFDeXLmTrUUHcP/kW+Du4Hhw/8nzumWh+0+WN9QG90MuC+8Ph+pap6S8in0HqtlXXsWufeVsLij7+CSG3TslcfXpg7l8/CCOSkuN9I9ARKRR7TlQMoCtYc/zgPH1K5nZdGA6wKBBg5r0Qs8s3MLba/Kb1LYxZmAfPzbs47JPFhiQ0MHolpJEt06JdEtJYmifLkwe2Y8hvbswtE8XRvTrSkpSQouMUUTkSLTnQGno8KRPnUjK3R8CHgLIzs5u0lkG7//aSdTUONjhAyD8gKnwMgvq1g3aDB1dJSIxpz0HSh4wMOx5JrC9JV5I3xYXEWlcez5+9ANgmJkNNrOOwBRgdpTHJCISt9rtv97uXm1m3wXeIHTY8KPuvjLKwxIRiVvtNlAA3P3vwN+jPQ4REWnfu7xERKQNUaCIiEhEKFBERCQiFCgiIhIRFn46kVhnZiXAGmAQsCVC3XYHittgX211HSPdXyTXE+Lj9wltdz2hbb5342EdD9ffCHdv/AyzofNNxccNyAnu8yPY50NttK82uY5teT3j5ffZltcz0usaqbHFwzoerr+6v52N3eJ1l9feCPb1tzbaV1tdx0j3F8n1hPj4fULbXU9om+/deFjHZvcXb7u8ctw9u+4+2uNpSfGwjqD1jEXxsK7tbR2PdLzxtoXyUL37WBYP6whaz1gUD+va3tbxiMYbV1soIiLScuJtC0VERFqIAkVERCIipgPFzEqjPYaWZmZfMjM3s2OiPZbW0Njv1MzeNrN2M9kZzswyzexVM1tnZuvN7L7g0gyHqv99M+vcmmOMpFj/fMbbZxNiPFDixGXAu4SuB3PEzEzXC25DLHQJz5eAV9x9GDAc6ALceZhm3wfabaDEgbj7bMZ8oJhZFzN7y8w+NLPlZnZhUJ5lZqvN7K9mttLM3jSzTtEe73/DzLoApwHXELxpzewsM3vHzF42s1Vm9hcz6xAsKzWz281sAXBK9EbePME6vhb2/H4zuzKKQ4qEc4Byd38MwN1rgB8AV5tZqpn9Lnj/LjOz683sBmAAMM/M5kVx3M0Sq5/PeP1sxnygAOXAl9z9JOBs4Pf2yQXdhwF/cveRhL5o9OUojbGpLgL+4e5rgUIzOykoHwf8CDgeGAJcHJSnAivcfby7v9vqo5XDGQksCi9w932ETs/xDWAwMMbdTwCedvcZhC55fba7n93ag42gWP18xuVnMx4CxYBfm9ky4J9ABtA3WLbR3ZcEjxcBWa0/vGa5DHguePxc8BxgobtvCP7LfRY4PSivAV5s3SHKETKgoWP4DfgM8Bd3rwZw98LWHFgLi9XPZ1x+Ntv1FRuP0OVAb2Csu1eZ2SYgJVhWEVavBmhPm9RphHaTjDIzJ3QZZCd0Bcv6f5jqnpcHb+T2rpqD/xlKOVTFdmQl9f4DN7NuwEBgAw2HTSyIuc9nPH8242ELpTuwO3izng0cFe0BRcglwBPufpS7Z7n7QGAjof94xpnZ4GD/7FcJTQzGks3AcWaWbGbdgYnRHlAEvAV0NrOp8PHE7O+Bx4E3gW+ZWWKwrFfQpgRo/AywbVssfj7j9rMZs4ESfPgqgKeBbDPLIfTf0EdRHVjkXAa8XK/sReBrwHzgLmAFoTdy/XrtUt3v1N23ArOAZYR+v4ujOrAI8NApK74EXGpm64C1hOYXbgEeJjSXsszMlhL6HUPodBivt8dJ+Rj/fMbdZ7NOzJ56xcxGA39193HRHktrMrOzgB+7+/nRHkukxevvNBbF4+8ylj+bdWJyC8XMvkVowutn0R6LRIZ+p7FDv8vYFbNbKCIi0rpicgtFRERaX0wEipkNNLN5wTdrV5rZ94LyXmY2Jzg30hwz6xmUf87MFgXfzF1kZueE9TU2KM81sxlhX7ISkSaI8OfzTjPbajF+HrD2KiZ2eZlZf6C/u39oZl0JfQnqIuBKoNDd7zKzm4Ce7n6jmY0Bdrn7djMbBbzh7hlBXwuB7wHvEzpufIa7vx6F1RKJCRH+fE4gdNj4OnfvEpUVkkOKiUCpz8xeBe4Pbme5+47gTf22u4+oV9eAPYTOi9QLmOfuxwTLLgvaf7NVV0AkhjX18+nuFWHlpQqUticmdnmFM7MsYAywAOjr7jsAgvs+DTT5MrA4eLNmAHlhy/KCMhGJgGZ+PqWNi6lTrwRn+HwR+L6772ts+sPMRgJ3A5PqihqoFnubcCJREIHPp7RxMbOFYmZJhN6sT7v7S0HxrmBTum4/7u6w+pmEvqU61d3XB8V5QGZYt5mEzugqIs0Qoc+ntHExESjBftZHgNXu/oewRbOBacHjacCrQf0ewP8Dbnb39+oqB5vdJWY2Iehzal0bEWmaSH0+pe2LiUl5Mzsd+DewHKgNim8htJ92FjCI0LmQLnX3QjP7GXAzsC6sm0nuvttCl499nNCZTV8HrvdY+CGJREmEP5//S+icWAMI7T142N1/0SorIo2KiUAREZHoi4ldXiIiEn0KFBERiQgFioiIRIQCRUREIkKBIiIiEaFAEWkhZlZjZkuCM+wuNbMfBtcSP1ybLDP72uHqiLRVChSRlnPA3U9095HA54DPA7c10iaLT64ZL9Ku6HsoIi2k/hlxzexo4AMgHTgKeBJIDRZ/193/Y2bvA8cCG4GZwAzgLuAsIBn4k7s/2GorIfJfUKCItJCGTrFuZkXAMUAJUOvu5WY2DHjW3bPN7Czgx+5+flB/OtDH3X9lZsnAe4S+Ub6xVVdG5AjE1NmGRdqBulPsJgH3m9mJQA0w/BD1JwEnmNklwfPuwDBCWzAibYoCRaSVBLu8agidVfc2YBcwmtBcZvmhmhE6n9wbrTJIkWbQpLxIKzCz3sBfgPuDk412B3a4ey1wBZAQVC0BuoY1fQO4Ljj9O2Y23MxSEWmDtIUi0nI6mdkSQru3qglNwtedvv0B4EUzuxSYB+wPypcB1Wa2lNBZr+8jdOTXh8Fp4PMJXY9dpM3RpLyIiESEdnmJiEhEKFBERCQiFCgiIhIRChQREYkIBYqIiESEAkVERCJCgSIiIhHx/wG8r1UZRwMHxQAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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Yyn9bXs5Fi0vJzlB1TmSyiyoLuPsWM6satnkVsNfd9wGY2UbgcnffFXn+KDBiAdjMNgAbAGbNmnVmUU9S9W0hntrbyJN7GvndnkbqI7fGm1eSw9XnzeJ9C4p599wi3aRaRN5mLBlhBnBwyOMa4Hwz+xjwEWAq4d8CTsrd7zKzw8C6jIyMlWOII7DcnZ21rfzilcM8/mo9rx5pA2BadjoXzi/m/QtKeO+CYiqmTolzpCKSyMaS6E820Nrd/UHgwWgacPfNwObq6uobxxBH4Bzt6OaBbQf5v1sPsq+xg9QU47yqaXxx7ULeN7+EpRX5WtpXRKI2lkRfA8wc8rgSqD2TBrSo2dsd7ejmX377Bv/2+/109fazqqqQP3rfXNYum05hTka8wxORJDWWRL8VWGBmc4BDwNXAJ8+kAfXowzq6evnh797k+1v20d7dyxXnzGDDB+ayaHp+vEMTkQCIdnjl/cBqoNjMaoBb3f2HZnYT8Bjh4ZV3u/vOM3nzyd6jd3d+sq2Gf3zsVRrbu7l4SRl/+ZGFnFWWF+/QRCRAtExxnIR6+viLn7zEL14+zKqqQm65dBHvmjUt3mGJSBJJimWKJ2uPvi3Uww33bGPrgWb+6iML+dwH5uniqoiMm7iuYuXum919Q0HB5JmS39Xbxx//+3aef+so311/Ln+yZr6SvIiMK82smWBf2bST37/RxP/5wxVctrwi3uGIyCQQ1x69ma0zs7taWlriGcaE+fnLtdz/3EE+t3oeV5xbGe9wRGSSUOlmgnR09fKVTTtZMXMqf/7hs+IdjohMIrrTxAT5/pP7aGzv5tZ1S0hP1T+7iEwclW4mQENbF9/fso9Llk3XEEoRmXAq3UyA7/5mD6Hefv7yIwvjHYqITEKqIYyz/Y0d/Mezb3H1eTOZV5Ib73BEZBJSoh9n3/zla6SnpvBnFy2IdygiMkmpRj+OXjp4jF+8fJgb3zeH0vyseIcjIpOUavTjxN35xqOvUpiTwY3vnxvvcERkElPpZpw88soRnt7XxM0fnE9eVnq8wxGRSUyJfhw0tXfxPx/ewdkzCvj0u2fHOxwRmeSU6GOss7uXDf++nbZQL9/6+ArSNDlKROJMWSiG3J3Pb3yRF946yneuPoeF03UDERGJP426iaGfbK/hl7vq+NtLF3PJ2eXxDkdEBNCom5ipaw3x9z/fxao5hVx/4Zx4hyMiMkilmxhwd7780A66e/v5hyuX60YiIpJQlOhj4OcvH+ZXu+r4i4vPYk5xTrzDERF5GyX6MTre3cdXf76L5ZUFKtmISEJSoh+jjVvfoqGtiy9dulhDKUUkIY1LZjKzHDPbbmaXjUf7icLd+fEzBzh31lTOn1sU73BERE4qqkRvZnebWb2Z7Ri2fa2ZvWZme83sliFP/TXwQCwDTUTbDhzljYYO1p83K96hiIiMKNoe/T3A2qEbzCwVuBO4BFgCrDezJWb2IWAXUBfDOBPS/c+9RW5mGpet0Jh5EUlcadHs5O5bzKxq2OZVwF533wdgZhuBy4FcIIdw8j9uZo+4e//wNs1sA7ABYNas5OsRtxzv4ZFXDvOxd1WSnRHVP6OISFyMJUPNAA4OeVwDnO/uNwGY2XVA48mSPIC73wXcBVBdXe1jiCMuNr14iFBPv8o2IpLwxpLoTzYraDBhu/s9p23AbB2wbv78+WMIY+K5O/c/d5ClFfmcXZn8s3pFJNjGMuqmBpg55HElUDu2cJLDK4da2HW4latXqTcvIolvLIl+K7DAzOaYWQZwNbDpTBpI1rVu7nvmLaakp3L5ORXxDkVE5LSiHV55P/A0sNDMaszsBnfvBW4CHgN2Aw+4+84zefNkXL3yYHMnP3u+hqtWVpKvO0eJSBKIdtTN+hG2PwI8Mto3d/fNwObq6uobR9vGRPuP597CgT9Zk1zXFURk8tJ69GfA3XnohUOsPquE6QVZ8Q5HRCQqWo/+DNS2hDjcEmL1wpJ4hyIiEjWtwnUGXqkJ/+axbEZy/MckIgIq3ZyRnbUtpKYYi8vz4x2KiEjUVLo5A68camFBaS5Z6anxDkVEJGoq3UTJ3dlxqEVlGxFJOirdROlIa4jG9m7OVqIXkSSj0k2UdCFWRJKVSjdR2lHbSorBEl2IFZEko0QfpR2HWphfmsuUDF2IFZHkohp9lF7RhVgRSVKq0UehrjVEQ1uXLsSKSFJS6SYKAxdilehFJBkp0Ufh1SOtAJoRKyJJSYk+CodbQhTmZJCTqZuAi0jyUaKPQl1rF6V5mfEOQ0RkVDTqJgr1bSHK8rX+vIgkJ426iUJda4iyfPXoRSQ5qXRzGn39TmN7N6V56tGLSHJSoj+Npo4u+vpdPXoRSVpK9KdR39oFQKlq9CKSpJToT6OuNQSgi7EikrRinujNbLGZfc/Mfmpmn4t1+xOtvi3So9fwShFJUlElejO728zqzWzHsO1rzew1M9trZrcAuPtud/8s8AmgOvYhT6yBHn2JEr2IJKloe/T3AGuHbjCzVOBO4BJgCbDezJZEnvso8Dvg1zGLNE7qWrsozs0gPVVVLhFJTlFlL3ffAjQP27wK2Ovu+9y9G9gIXB7Zf5O7XwB8aqQ2zWyDmW0zs20NDQ2ji34C1LeGNLRSRJLaWBZvmQEcHPK4BjjfzFYDHwMygUdGerG73wXcBVBdXe1jiGNc1bd1UaqhlSKSxMaS6O0k29zdnwCeiKoBs3XAuvnz548hjPFV1xrS7QNFJKmNpfBcA8wc8rgSqD2TBhJ9CYTevn4a27s0WUpEktpYEv1WYIGZzTGzDOBqYNOZNJDoi5o1dXTT71CiMfQiksSiHV55P/A0sNDMaszsBnfvBW4CHgN2Aw+4+87xC3XiDcyKLdPQShFJYlHV6N19/QjbH+EUF1yjaHczsLm6uvrG0bYxnjQrVkSCQIPDT6GuTYleRJKfbjxyCnWtXZhBcW5GvEMRERk13XjkFBraQhTlZJKmWbEiksTUoz+FulYNrRSR5Kce/SmEbyGo+ryIJDfVJE6hrrVLyxOLSNJT6WYEvX39NHV06c5SIpL0VLoZQWN7N+6oRi8iSU+lmxEMTpbSEsUikuSU6EcwkOi1RLGIJDvV6EcwcK9YjboRkWSnGv0I6ltDpBgU5WhWrIgkN5VuRhC+V6xmxYpI8lMWG0F9W0j1eREJBCX6EYQnS6k+LyLJT4l+BPVtmhUrIsGgUTcnMTgrVoleRAJAo25OoqkjPCtW94oVkSBQ6eYkBu4Vqx69iASBEv1J1EduIahELyJBoER/EgOzYrVypYgEgRL9SQyUbkpy1aMXkeQ3LonezP7AzL5vZg+b2cXj8R7jqb4txLTsdDLS9P+giCS/qDOZmd1tZvVmtmPY9rVm9pqZ7TWzWwDc/SF3vxG4DvjDmEY8AcJj6FW2EZFgOJMu6z3A2qEbzCwVuBO4BFgCrDezJUN2+XLk+aRS39al5Q9EJDCiTvTuvgVoHrZ5FbDX3fe5ezewEbjcwv4BeNTdn49duBOjoTVEiUbciEhAjLUIPQM4OORxTWTbnwIfAq4ys8+e7IVmtsHMtpnZtoaGhjGGETvuTkO7SjciEhxpY3y9nWSbu/vtwO2neqG732Vmh4F1GRkZK8cYR8wc7eyhp881hl5EAmOsPfoaYOaQx5VAbbQvTsQlEAYnS6lGLyIBMdZEvxVYYGZzzCwDuBrYFO2LE3FRsxPLH6h0IyLBcCbDK+8HngYWmlmNmd3g7r3ATcBjwG7gAXffGW2bidijH7wpuEo3IhIQUdfo3X39CNsfAR4ZzZub2Tpg3fz580fz8nFxYvkDJXoRCQYtUzxMfWuIvMw0sjPGep1aRCQx6MYjw9QcPc6MaVPiHYaISMyoRz/MwaOdzCzMjncYIiIxox79EO7OwebjzJymRC8iwaEe/RCN7d0c7+ljZqFKNyISHFqHd4hDx44DUKkevYgEiEo3QxxpCY+hLy/QZCkRCQ6VboYYmCxVplsIikiAqHQzRF1riLQUoygnI96hiIjEjBL9EEdaQ5TmZZKScrJFOUVEkpNq9EPUtYYoU31eRAJGNfoh6lq7KNOqlSISMCrdDFHXEmK6evQiEjBK9BEdXb20dfVqxI2IBI4SfcSJoZVanlhEgkWJPuJIJNFPV49eRAJGo24iBm4hqFE3IhI0GnUTMXhTcN1CUEQCRqWbiI6uPgBydGcpEQkYJfqIUG8fGWkpmhUrIoGjRB/R1dNPVpr+OUQkeJTZIkI9fWSlp8Y7DBGRmFOij1CiF5GginmiN7O5ZvZDM/tprNseT6GefrLS9f+eiARPVJnNzO42s3oz2zFs+1oze83M9prZLQDuvs/dbxiPYMdTqFc9ehEJpmi7sPcAa4duMLNU4E7gEmAJsN7MlsQ0ugkU6ukjK02JXkSCJ6pE7+5bgOZhm1cBeyM9+G5gI3B5tG9sZhvMbJuZbWtoaIg64PES6uknU6UbEQmgsWS2GcDBIY9rgBlmVmRm3wPONbO/GenF7n4X8HfA8xkZ8b91ny7GikhQjSXRn2xmkbt7k7t/1t3nufv/PlUDibQEghK9iATVWBJ9DTBzyONKoPZMGkikRc1CmjAlIgE1lsy2FVhgZnPMLAO4Gth0Jg0kVI9eo25EJKCiHV55P/A0sNDMaszsBnfvBW4CHgN2Aw+4+84zefPE6tH3aRy9iARSVEs1uvv6EbY/Ajwy2jd3983A5urq6htH20YsuDuhnn6mqEcvIgGkG48AXb39AGQq0YtIAOnGI4RXrgRUoxeRQFJRmvCFWEA1ehEJJJVugPauXkB3lxKRYFLpBugcuI1gphK9iASPahUM6dFnqkYvIsGj0g3QodKNiASYSjdAR/dAj16JXkSCR6UboCNSo89VoheRAFKi50TpJls1ehEJINXoGVK6UY1eRAJINXrCPfop6amkppxsiX0RkeSm0g3Q0d2noZUiElhK9IR79BpxIyJBpURPJNGrPi8iAaWLsURuI6gFzUQkoHQxNsJMF2JFJJjUjRURCTglehGRgFOiFxEJOCV6EZGAU6IXEQm4mA8eN7Mc4J+BbuAJd78v1u8hIiLRi6pHb2Z3m1m9me0Ytn2tmb1mZnvN7JbI5o8BP3X3G4GPxjheERE5Q9GWbu4B1g7dYGapwJ3AJcASYL2ZLQEqgYOR3fpiE6aIiIxWVKUbd99iZlXDNq8C9rr7PgAz2whcDtQQTvYvcor/SMxsA7Ah8rAr8tvCLOCtM4j/dAqAqKfd2v+ITTtRiOVxxjK2WLYV189ygtubDJ8nJOZnmsjHOBHf2YVRvdLdo/oDVAE7hjy+CvjBkMfXAHcAOcCPgH8BPhVl29siPxuijSfKdu9KpHaGtBez44xlbDFuKyE/y0Q/1kT9PBP1M03kY5yI7+xA7jzdn7FcjD3ZmgHu7h3Afx9lm8fGEM/JbE6wdgbE8jhjGVss20rUz3I82psMnyck5meayMeYMN/ZsQyvrAFmDnlcCdSOoT2I7a85uHtM/qFj1c4QMTvOWMYW4+NMyM9ynNqbDJ8nJOBnmsjHmEjf2bEk+q3AAjObY2YZwNXAplG2ddewn0E3GY5zMhzjgMlyrJPhOJPtGKOK1yJ1nlPvZHY/sBooBuqAW939h2Z2KXAbkArc7e5fH3W4IiIyLqJK9CIikry0BIKISMDFJdGbWXs83ncimdkVZuZmtijesUyE032mZvaEmVVPVDyxZmaVZvawme0xszfM7DuRa1Mj7f95M8ueyBhjRedn8KhHP37WA78jfJE6apEZx5JALHz7sQeBh9x9AXAWkAuc6prU54GkTPSTxKQ6P+OW6M0s18x+bWbPm9krZnZ5ZHuVme02s++b2U4z+6WZTYlXnKNhZrnAhcANRL5IZrbazLaY2X+a2S4z+56ZpUSeazezr5rZs8B74hf52ESO8edDHt9hZtfFMaRY+SAQcvcfAbh7H/AF4HozyzGzb0W+wy+b2Z+a2c1ABfC4mT0ex7hHTednsM7PePboQ8AV7v4uYA3wT3bixq0LgDvdfSnhCQxXxinG0foD4P+5++tAs5m9K7J9FfAXwNnAPMILwEF4NvEOdz/f3X834dHK6SwFtg/d4O6thKfK/xEwBzjX3ZcD97n77YTnlKxx9zUTHWw4XCrCAAAFS0lEQVSM6PwM0PkZz0RvwP8ys5eB/wJmAGWR59509xcjf99OePmFZLIe2Bj5+8bIY4Dn3H1fpEd4P/DeyPY+4GcTG6KcAQNONjzNgPcD33P3XgB3b57IwMaRzs8AnZ8xX4/+DHwKKAFWunuPme0HsiLPdQ3Zrw9Iml8NzayI8K/6y8zMCc8xcOAR3pksBh6HIl+uZNfL2zsPWSPtmGR2MqzXamb5hGeG7+Pk/wkkO52fATo/49mjLwDqI1+iNcDsOMYSS1cB97r7bHevcveZwJuEewerIjOJU4A/JHwxKEgOAEvMLNPMCoCL4h1QjPwayDazz8DgBbl/Irx89y+Bz5pZWuS5wshr2oC8iQ81ZnR+Buj8nPBEHzkhuoD7gGoz20a49/DqRMcyTtYD/zls28+ATwJPA98AdhD+cg3fLykNfKbufhB4AHiZ8Of7QlwDixEPzyq8Avi4me0BXidcw/5b4AeEa/Uvm9lLhD9nCE9NfzTZLsbq/Aze+QlxmBlrZiuA77v7qgl94zgzs9XAX7r7ZfGOJdYm62caRJP1swzy+QkT3KM3s88Svsjx5Yl8Xxk/+kyDQ59lcGmtGxGRgNPMWBGRgBvXRG9mM83s8chMup1m9meR7YVm9qvIuiG/MrNpke0fNrPtkZl4283sg0PaWhnZvtfMbh8yeUNERiHG5+fXzeygTYJ1cpLRuJZuzKwcKHf3580sj/Dkij8ArgOa3f0bZnYLMM3d/9rMzgXq3L3WzJYBj7n7jEhbzwF/BjxDeMzr7e7+6LgFLxJwMT4/3014eO0ed8+NywHJiCa0Rm9mDxO+gfgdwGp3Pxz5sj3h7guH7WtAI+E1QwqBx919UeS59ZHX//GEBS8ScKM9P929a8j2diX6xDNhNXozqwLOBZ4Fytz9MEDkZ+lJXnIl8ELkSzSD8D1qB9REtolIDIzx/JQENyFLIERWi/sZ8Hl3bz1ded3MlgL/AFw8sOkku2m4kEgMxOD8lAQ37j16M0sn/CW6z90fjGyui/xKOFAnrB+yfyXhGWmfcfc3IptrgMohzVYSXh1QRMYgRuenJLjxHnVjwA+B3e7+7SFPbQKujfz9WuDhyP5TgV8Af+PuTw3sHPn1sc3M3h1p8zMDrxGR0YnV+SmJb7xH3bwXeBJ4BeiPbP5bwnXAB4BZhNcJ+bi7N5vZl4G/AfYMaeZid6+38G3o7iG8Ut6jwJ+6ZnuJjFqMz89/JLxeTAXh37Z/4O5fmZADkdPSzFgRkYDTzFgRkYBTohcRCTglehGRgFOiFxEJOCV6EZGAU6KXScnM+szsxciqjS+Z2Z9H7hV6qtdUmdknT7WPSCJSopfJ6ri7n+PuS4EPA5cCt57mNVWcuCesSNLQOHqZlIavsmhmc4GtQDEwG/h3ICfy9E3u/nszewZYTPjG0f8G3E74ZtKrgUzgTnf/1wk7CJEoKdHLpHSy5XTN7CiwCGgD+t09ZGYLgPvdvXr4DaTNbANQ6u5fM7NM4CnCs0jfnNCDETmNCVm9UiRJDCzbmA7cYWbnAH3AWSPsfzGw3MyuijwuABYQ7vGLJAwlehEGSzd9hFdqvBWoA1YQvo4VGullhNdcemxCghQZJV2MlUnPzEqA7wF3RBbKKwAOu3s/cA2QGtm1Dcgb8tLHgM9FlvrFzM4ysxxEEox69DJZTTGzFwmXaXoJX3wdWKr3n4GfmdnHgceBjsj2l4FeM3uJ8Eqq3yE8Euf5yJK/DYTvuSqSUHQxVkQk4FS6EREJOCV6EZGAU6IXEQk4JXoRkYBTohcRCTglehGRgFOiFxEJuP8PtIW9DeyaxQMAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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ZLJpewp9fVElV5UTOLB/H1HF5Gr0iEhIq3cgfaGjrPt5T31TTyOs1TdS2dAGQlWHMn1rM4orxnF1RwuKK8cybUqR7nIoEQKUbiUtrVy9bDryd0DfVNFJd3wGAGZxWVsj75pSxuKKExTPGs3DaOA1LFEkxSvRjSGdPH9sPNbOppul4j/3N2tbjV4VWTMhncUUJHz9vFosrSjirvITiPNXURVKdEn0aikScQ82d7DrSwhuHo6Nfth9q5s3aNvoi0axeVpTL2RUlXLt4OotnlLC4vITSolPeEExEUphOxqaJo82d/OClt/j1zlr2Hmujs+ftMerTS/I4Y9o4rlg4hbPKo3X1aSU6WSoyVuhkbAqKRJy1e47xsy2H6Y04e+va2LCvgd5IhIvnTmLe5CJOm1TEaZMKWTC1WLMtiqQpnYxNQy/urOX7L73Fxv0NtHT2kp+dSW52BpWlhXzsvJn8+UWVumWdiPwBJfoU8MKOozz4q92s39dA+fh8PnT2dM6dNYH/sXiapgQQkUEp0YdYU0cPf//sVla9eoAZE/P58rULWX7eTCV3ERkSJfoQikSc3+yu4+5Vmznc3Mmdl83hjsvmkpOli5JEZOg06iZkWrt6+dRjG/jNrjpmlRbw1Kcu5JwZ44MOS0RSWKBdRHd/1t1XlJSUBBlGaLxZ28qHH3yZl3fXcdfVC1h95/uU5EVkxFS6CQF35z/X1/ClZ7aSn5PJY7edx4VzyoIOS0TShBJ9CKx69QCff2oTF5xWyj999BymluQFHZKIpBEl+oC5O4/89i3mTynmsb84j8wMXa0qIomlYRwB+/ff72fLgWZuuahSSV5EkkKJPkC7j7bwlf/exvvmlvHRqhlBhyMiaSopid7MCs1sg5ldk4z200F9Wzd3/PtGCnKy+NZHziZDvXkRSZK4Er2ZPWxmR81sywnLrzKzHWa228y+MOCpvwWeTGSg6cTd+ev/eI236tp44IYlTB6nk68ikjzx9ugfBa4auMDMMoEHgauBhcByM1toZn8EbAOOJDDOtPLM6wf59c5a7rp6ARfP1TBKEUmuuEbduPuLZlZ5wuKlwG533wNgZiuBZUARUEg0+XeY2Wp3j5ywLWa2AlgBMHPmzOHGn3K6eyP84+o3OLuihBsvqAw6HBEZA0YyvLIcqB7wuAY4z93vADCzW4C6kyV5AHd/CHgIovPRjyCOlPL0awc43NzJ169frFE2IjIqRpLoT5aljidsd3900AbG2Fw37s4jL+9l/pRi3q+SjYiMkpGMuqkBBo4JrAAODqWBsTbXzbq9DWw71MzNF1bqNn4iMmpGkujXAXPNbLaZ5QA3AM8MpQEzu9bMHmpqahpBGKnj317ZR0l+NtctmR50KCIyhsQ7vPIJYC0w38xqzOw2d+8F7gCeA7YDT7r71qG8+Fjq0ff0RVjzxlGuWjSVghzNPCEioyfeUTfLT7F8NbB6uC8+lmr0G/c30tLVywfmTwo6FBEZYzQf/Sj55zW7Kc7L0rh5ERl1gSb6sVKjr65vZ82OWv7y/acxLi876HBEZIxRj34UrNlxFIAPnjUt4EhEZCzS7JWj4KXddcyYmM/sssKgQxGRMUilmyRzd17d30jVrIkaOy8igVDpJskONnVS29Klm3yLSGBUukmyV/c1ALBkphK9iARDpZskW7+3noKcTBZOGxd0KCIyRql0k2Tr9jawZOZ4sjL15UlEgqHsk0TNnT28cbiZqlkTgw5FRMYwJfok2ri/kYjDeyuV6EUkOEr0SbRhXwMZBufoRKyIBEgnY5No28FmTptURFGuZqsUkeDoZGwS7TzSwvypxUGHISJjnEo3SdLW1cv++nYWTFGiF5FgKdEnyevVjQAsnK7x8yISLCX6JPnF9qPkZGVwwemlQYciImOcEn2SvLS7lvNPK9VtA0UkcBp1kwRdvX28WdvGWeUq24hI8DTqJgnePNpGX8SZP1WJXkSCp9JNEuw40gzAAg2tFJEQUKJPgh2HW8nONN1RSkRCQYk+CXYcbub0SUVka8ZKEQkBZaIk2HmkVVfEikhoKNEnWHNnDwcaO5inK2JFJCQSnujN7Awz+66Z/ZeZfSrR7YfdriMtgE7Eikh4xJXozexhMztqZltOWH6Vme0ws91m9gUAd9/u7p8E/gyoSnzI4bbzSCuAevQiEhrx9ugfBa4auMDMMoEHgauBhcByM1sYe+5DwEvALxMWaYrYcbiFgpxMysfnBx2KiAgQZ6J39xeB+hMWLwV2u/sed+8GVgLLYus/4+4XAh8/VZtmtsLM1pvZ+tra2uFFH0K7jrYwd3IRGRkWdCgiIsDIavTlQPWAxzVAuZldYmYPmNn3gNWn2tjdH3L3KnevmjRp0gjCCJcdh1tVthGRUBnJjFsn67K6u68B1sTVgNm1wLVz5swZQRjhUd/WTV1rlxK9iITKSHr0NcCMAY8rgINDaSDd5rrZGRtxM08jbkQkREaS6NcBc81stpnlADcAzwylgXSbvbKmoQOAytKCgCMREXlbvMMrnwDWAvPNrMbMbnP3XuAO4DlgO/Cku28dyounW4++oa0bgAmFOQFHIiLytrhq9O6+/BTLV/MuJ1wHk241+ob2brIyjOJc3WxERMJD89EnUEN7D+MLsjHT0EoRCQ/dYSqBGtu7GV+gso2IhIt69AnU0N7NhILsoMMQEXkHzV6ZQI3tPerRi0joqHSTQEdbutSjF5HQUekmQe77xU7q27qZWJgbdCgiIu+g0k2CrN/bAMDNF84KOBIRkXdS6SZB9tW38aGzpzOtRNMTi0i4qHSTAN29EQ40dDBLUx+ISAipdJMABxo7iDjMnKhELyLho0SfAPuOtQFQWVYYcCQiIn9IiT4B9te3AzBLPXoRCSGdjE2AvXXt5GdnMqlYQytFJHx0MjYB9te3MXNigSYzE5FQUukmAfYda9eIGxEJLSX6BDjY2EH5BI2fF5FwUqIfoZbOHtq6+5g6Li/oUERETkqJfoSONHcCMLVEiV5EwkmjbkbocFMXgHr0IhJaGnUzQofVoxeRkFPpZoQON3UAMEU9ehEJKSX6ETrc3Mn4gmzysjODDkVE5KSU6EfocFOX6vMiEmpK9CN0pLlT9XkRCTUl+hE63NypHr2IhFpSEr2ZXWdm/2JmT5vZlcl4jTDo6YtQ19qlE7EiEmpxJ3oze9jMjprZlhOWX2VmO8xst5l9AcDdf+zutwO3AB9NaMQhUtvShbuGVopIuA2lR/8ocNXABWaWCTwIXA0sBJab2cIBq/xd7Pm0VN/WDUBpYU7AkYiInFrcid7dXwTqT1i8FNjt7nvcvRtYCSyzqK8DP3X3VxMXbrg0d/QAMC4/O+BIRERObaQ1+nKgesDjmtiyTwN/BFxvZp882YZmtsLM1pvZ+tra2hGGEYymWKIvUaIXkRDLGuH2J7vThrv7A8AD77ahuz9kZoeAa3Nycs4dYRyBaO5Uj15Ewm+kPfoaYMaAxxXAwXg3TvW5btSjF5FUMNJEvw6Ya2azzSwHuAF4Jt6NU332yuaOXjIzjMIcTX8gIuE1lOGVTwBrgflmVmNmt7l7L3AH8BywHXjS3bfG22Y69OjH5WXpXrEiEmpx1+jdffkplq8GVg/nxc3sWuDaOXPmDGfzwDV19KhsIyKhp/noR6C6oV0nYkUk9HSHqWH6yaZDbNzfqB69iISeevTDtOVg9D+n/3PNwkHWFBEJlmavHKaahg5mTixg7pTioEMREXlXKt0M04GGdiom5AcdhojIoFS6Gaaahg7KxyvRi0j4qXQzDF29fRxt6aJiQkHQoYiIDEqJfhgONnYCUK7SjYikANXoh+FAQweAavQikhJUox+GmoZ2ANXoRSQlqHQzDAcaO8jMMKbpFoIikgKU6Ieour6db/9qN1PH5ZGVqX8+EQk/1eiHaO2eYwB88KypAUciIhIf1eiH6GhzdMTN566cH3AkIiLxUe1hiI40dzG+IJu8bN1sRERSgxL9EB1u7mTqOJ2EFZHUoUQ/REebO5msRC8iKUSJfoiONHcxpTg36DBEROKmUTdDEIk4ta1dTB6nRC8iqUOjboagsaOHvohTVqRELyKpQ6WbIahr7QJQoheRlKJEPwR1LUr0IpJ6lOiHoDbWo59UnBNwJCIi8VOiH4K61m5APXoRSS1K9ENQ19pFdqZRkp8ddCgiInFToh+CupYuSgtzMbOgQxERiVvCE72ZnWZmPzCz/0p020Gra+2iTPV5EUkxcSV6M3vYzI6a2ZYTll9lZjvMbLeZfQHA3fe4+23JCDZoda3dqs+LSMqJt0f/KHDVwAVmlgk8CFwNLASWm9nChEYXMnWtXUr0IpJy4kr07v4iUH/C4qXA7lgPvhtYCSyL94XNbIWZrTez9bW1tXEHHBR355h69CKSgkZSoy8Hqgc8rgHKzazUzL4LLDGzu061sbs/BPw98GpOTvjr3s0dvXT3RSgrCn+sIiIDjSTRn2zoibv7MXf/pLuf7u7/+G4NpNJcN29fLKUevYiklpEk+hpgxoDHFcDBoTSQSrNXap4bEUlVI0n064C5ZjbbzHKAG4BnhtJAKvXolehFJFXFO7zyCWAtMN/MaszsNnfvBe4AngO2A0+6+9ahvHhK9eiPT2imGr2IpJaseFZy9+WnWL4aWD3cF3f3Z4Fnq6qqbh9uG6OlrrWbzAxjQoESvYikFk2BEKe61i4mFuaQkaHpD0QktehWgnHSxVIikqp0K8E41bZ2qz4vIilJPfo4NbR1M7FQiV5EUo969HFq7+6lMDeuc9ciIqGik7FxauvqozAnM+gwRESGTIk+DpGI09HTR36OevQiknpUo49DR08fgHr0IpKSVKOPQ3t3NNEXqEYvIilIpZs4tHf3AlCQrR69iKQeJfo4tHXFSje5SvQiknpUo49DR0+0R6+TsSKSilSjj8PxHr1OxopIClLpJg7Ha/Tq0YtIClKij8PxUTfq0YtIClKij0Pb8eGVSvQiknqU6OPw1IYaQKUbEUlNGnUziMNNnbxW3QhoHL2IpCaNuhlET18EgH/48Fm6u5SIpCSVbuKUnakkLyKpSYleRCTNKdGLiKQ5JXoRkTSnRC8ikuaU6EVE0pwSvYhImlOiFxFJc+buQceAmbUAO4CZwP4ENl0CJOKy20S10y+R+5nI2BLZVljfy2S0NxbeTwjnexrmfRyNz+x8dy8edEt3D/wHWB/7XZvgdh8KUzsD2kvYfiYytgS3Fcr3Muz7Gtb3M6zvaZj3cTQ+s/25c7CfsJVuGhPc3rMha6dfIvczkbElsq2wvpfJaG8svJ8Qzvc0zPsYms9sWEo36929qv930PEk21jYz7Gwj/3Gyr6Ohf1MtX2MN96w9OgfOuF3uhsL+zkW9rHfWNnXsbCfqbaPccUbih69iIgkT1h69CIikiRK9CIiaS6QRG9mrUG87mgysw+bmZvZgqBjGQ2DvadmtsbMUuYk14nMrMLMnjazXWb2ppndb2Y577L+Z8ysYDRjTBQdn+lHPfrkWQ68BNwwlI3MTPcrDBkzM2AV8GN3nwvMA4qAe95ls88AKZnox4gxdXwGlujNrMjMfmlmr5rZZjNbFlteaWbbzexfzGyrmT1vZvlBxTkcZlYEXATcRuyDZGaXmNmLZvYjM9tmZt81s4zYc61m9n/N7HfABcFFPjKxffzvAY+/Y2a3BBhSolwGdLr7IwDu3gf8NXCrmRWa2Tdjn+FNZvZpM7sTmA68YGYvBBj3sOn4TK/jM8gefSfwYXd/D3Ap8K1YzwlgLvCguy8iegHDnwYU43BdB/zM3XcC9Wb2ntjypcDngLOA04E/iS0vBLa4+3nu/tKoRyuDWQRsGLjA3ZuJXir/F8BsYIm7LwYed/cHgIPApe5+6WgHmyA6PtPo+Awy0RvwD2a2CfgFUA5MiT33lru/Fvt7A1A5+uGNyHJgZezvlbHHAL939z2xHuETwMWx5X3AU6MbogyBAScbh2zA+4HvunsvgLvXj2ZgSaTjM42Oz6wAX/vjwCTgXHfvMbO9QF7sua4B6/UBKfPV0MxKiX7VP9PMHMgkmiRW84fJov9xZ+zDlep6eWfnIe9UK6aYrZzQazWzccAMYA8n/08g1en4TKPjM8gefQlwNPYl316EAAAEk0lEQVQhuhSYFWAsiXQ98EN3n+Xule4+A3iLaO9gqZnNjtX+Pkr0ZFA62QcsNLNcMysBLg86oAT5JVBgZjfB8RNy3wIeBZ4HPmlmWbHnJsa2aQEGn1UwvHR8ptHxOeqJPnZAdAGPA1Vmtp5o7+GN0Y4lSZYDPzph2VPAx4C1wNeALUQ/XCeul5L631N3rwaeBDYRfX83BhpYgnj08vEPAx8xs13ATqI17LuB7xOt1W8ys9eJvs8QvTT9p6l2MlbHZ/odnxDAFAhmdjbwL+6+dFRfOGBmdgnwN+5+TdCxJNpYfU/T0Vh9L9P5+IRR7tGb2SeJnuT4u9F8XUkevafpQ+9l+tKkZiIiaU5XxoqIpLmkJnozm2FmL8SupNtqZn8VWz7RzH4emzfk52Y2Ibb8CjPbELsSb4OZXTagrXNjy3eb2QMDLt4QkWFI8PF5j5lV2xiYJycVJbV0Y2bTgGnu/qqZFRO9uOI64Bag3t2/ZmZfACa4+9+a2RLgiLsfNLMzgefcvTzW1u+BvwJeITrm9QF3/2nSghdJcwk+Ps8nOrx2l7sXBbJDckqjWqM3s6eB78R+LnH3Q7EP2xp3n3/CugbUEZ0zZCLwgrsviD23PLb9X45a8CJpbrjHp7t3DVjeqkQfPqNWozezSmAJ8DtgirsfAoj9nnySTf4U2Bj7EJUDNQOeq4ktE5EEGOHxKSE3KlMgxGaLewr4jLs3D1ZeN7NFwNeBK/sXnWQ1DRcSSYAEHJ8Scknv0ZtZNtEP0ePuviq2+EjsK2F/nfDogPUriF6RdpO7vxlbXANUDGi2gujsgCIyAgk6PiXkkj3qxoAfANvd/d4BTz0D3Bz7+2bg6dj644GfAHe5+8v9K8e+PraY2fmxNm/q30ZEhidRx6eEX7JH3VwM/AbYDERii+8mWgd8EphJdJ6Qj7h7vZn9HXAXsGtAM1e6+1GL3obuUaIz5f0U+LTrai+RYUvw8fn/iM4XM53ot+3vu/uXR2VHZFC6MlZEJM3pylgRkTSnRC8ikuaU6EVE0pwSvYhImlOiFxFJc0r0MiaZWZ+ZvRabtfF1M/ts7F6h77ZNpZl97N3WEQkjJXoZqzrc/Rx3XwRcAXwQ+NIg21Ty9j1hRVKGxtHLmHTiLItmdhqwDigDZgH/BhTGnr7D3X9rZq8AZxC9cfS/Ag8QvZn0JUAu8KC7f2/UdkIkTkr0MiadbDpdM2sAFgAtQMTdO81sLvCEu1edeANpM1sBTHb3r5pZLvAy0atI3xrVnREZxKjMXimSIvqnbcwGvmNm5wB9wLxTrH8lsNjMro89LgHmEu3xi4SGEr0Ix0s3fURnavwScAQ4m+h5rM5TbUZ0zqXnRiVIkWHSyVgZ88xsEvBd4DuxifJKgEPuHgFuBDJjq7YAxQM2fQ74VGyqX8xsnpkVIhIy6tHLWJVvZq8RLdP0Ej352j9V7z8DT5nZR4AXgLbY8k1Ar5m9TnQm1fuJjsR5NTblby3Re66KhIpOxoqIpDmVbkRE0pwSvYhImlOiFxFJc0r0IiJpToleRCTNKdGLiKQ5JXoRkTT3/wH8/lMNPBMBuwAAAABJRU5ErkJggg==\n", 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iYE9QXtRJ+XHrmFkqMACo7KKtCmBgULdjWyKSIJZuO0hqH2PaKI2fxIOenOVVYGYDg+f9gPcDG4HngbazruYA84PnzwM3BmdujSYy+L4sOCxWY2bnBWMgszus09bWdcDLwTjLAuByM8sNBuMvBxYEyxYFdTu+v4gkiKXbK5lcNIDMdF1/Eg968ikNAx4LztTqAzzt7n8wsyXA02Z2K7ALuB7A3deZ2dPAeqAZ+Iy7twRt3QY8CvQDXgx+AH4JPGFmW4jsmdwYtFVpZv8JLA/qfcvdK4PnXwXmmdldwMqgDRFJEEcbW1hTVs2tF40JuyvSQ90GiruvAaZ2Un4QmPku69wN3N1JeSnwjvEXd68nCKROlj0MPNxJ+TYipxKLSAJ6Y1cVTS0aP4knulJeRGLS0m0H6WNQovGTuKFAEZGY9Pr2Ss4sHEBO37SwuyI9pEARkZhT39TCqt3VzBitw13xRIEiIjFn1e5qGptbdUFjnFGgiEjMWbqtEjM4V3socUWBIiIxZ+n2g5wxtD8D+mn8JJ4oUEQkpjQ2t/LGriqdLhyHFCgiElPWlFVT36Txk3ikQBGRmLJ0e2QyjOkaP4k7ChQRiSlLth5k/JAc8rJ0E9Z4o0ARkZhR39TC8h2VXHC6DnfFIwWKiMSMN3ZV0dDcykWn54fdFTkBChQRiRmLt1SQ0sc0fhKnFCgiEjMWbznIlBEDNX9XnFKgiEhMOHS0iTVl1Vx4msZP4pUCRURiwtJtB2l1uFDjJ3FLgSIiMWHxlgr6paUwdaTufxKvFCgiEhMWbz3I9NF5pKfqz1K80icnIqHbd6ieLQdqdbpwnFOgiEjoXttaAaALGuOcAkVEQvfXLRXkZaVzxtD+YXdFToICRURC5e68tuUg5582iD59LOzuyElQoIhIqLaWH2Hf4XqNnyQABYqIhOrVzeUAXHiaAiXeKVBEJFTPvlHGhKE5jByUGXZX5CQpUEQkNGvfPsTatw/zsekjw+6KRIECRURC89SyXWSk9uGaKYVhd0WiQIEiIqGoa2xm/qo9fHDyMAZkanbhRKBAEZFQ/GHNXmobmvnYDB3uShQKFBEJxbxluzh9cDYlozQZZKJQoIhIr3trfw1v7KrmxnNHYKaLGROFAkVEet1Ty3aRntKHD59TFHZXJIoUKCLSq+qbWvjdyre5fNIQ8rLSw+6ORJECRUR61YJ1+6iua9K1JwlIgSIiveqpZbsYmZfJ+WM0VX2i6TZQzGyEmS0ysw1mts7MPheU55nZQjPbHDzmtlvnDjPbYmabzGxWu/JpZvZmsOwBC0bjzCzDzH4TlC81s+J268wJ3mOzmc1pVz46qLs5WFf7ziIxbnvFEV7fVskN547QzMIJqCd7KM3AF939DOA84DNmNhH4GvCSu48FXgpeEyy7EZgEXAH8xMxSgrZ+CswFxgY/VwTltwJV7n46cD9wb9BWHnAnMAOYDtzZLrjuBe4P3r8qaENEYti85btI6WNcP02D8Ymo20Bx973u/kbwvAbYABQCVwOPBdUeA64Jnl8NzHP3BnffDmwBppvZMKC/uy9xdwce77BOW1vPADODvZdZwEJ3r3T3KmAhcEWw7NKgbsf3F5EY1NjcyrMrypg5YTCD+/cNuztyCrynMZTgUNRUYCkwxN33QiR0gMFBtUJgd7vVyoKywuB5x/Lj1nH3ZuAQMKiLtgYB1UHdjm117PNcMys1s9Ly8vL3srkiEkW/W1lGRW0jH9eV8Qmrx4FiZtnAs8Dn3f1wV1U7KfMuyk9kna7aOr7Q/UF3L3H3koKCgs6qiMgp1tDcwgMvbeHsEQN53zh9DxNVjwLFzNKIhMmT7v5cULw/OIxF8HggKC8DRrRbvQjYE5QXdVJ+3DpmlgoMACq7aKsCGBjU7diWiMSYZ1e8zdvVR/niZeN0ZXwC68lZXgb8Etjg7ve1W/Q80HbW1RxgfrvyG4Mzt0YTGXxfFhwWqzGz84I2Z3dYp62t64CXg3GWBcDlZpYbDMZfDiwIli0K6nZ8fxGJIe7OE6/vZOKw/vzdWN2VMZGldl+FC4GbgDfNbFVQ9nXgHuBpM7sV2AVcD+Du68zsaWA9kTPEPuPuLcF6twGPAv2AF4MfiATWE2a2hcieyY1BW5Vm9p/A8qDet9y9Mnj+VWCemd0FrAzaEJEY8/LGA2zYe5jvfHiy9k4SnEX+s58cSkpKvLS0NOxuiCSNyiONXPXAq/RNT2HB5/+etBRdSx2PzGyFu5d0V68neygiIu+Zu3PHc2uoqG3k2dsuUJgkAX3CInJKPPvG2yxYt58vzRrH5KIBYXdHeoECRUSibndlHd98fh3TR+dx60Vjwu6O9BIFiohEVUur88WnVwPw/evPJkVzdiUNjaGISFT9eNEWlu2o5HvXn82IvMywuyO9SHsoIhI1D/5lK/ctfItrpgznI+d0OhuSJDAFiohExZNLd/LtP23kqrOGce91Z+makySkQ14ictIWrNvHv/9+LZeML+D+G6boFOEkpU9dRE7Ksu2V/MtTKzmraCA//sdzFCZJTJ+8iJywjfsO88nHllOU24+Hbz6XzHQd9EhmChQROSErdlZyw89fp196Co/fMp28LN2FO9kpUETkPVu67SCfeGgZeVnpPPPpCyjK1enBokF5EXmPlm47yM2PLKcwtx+//tQMBufodr4SoUARkR7bXnGETz5eSmFuP5761HkU5GSE3SWJITrkJSI9sqf6KJ96vJTUPsYjN5+rMJF30B6KiHSr6kgjH//F61TUNvKL2SWaUkU6pUARkS61tDqf+fUb7Kmu56m5M5g2Ki/sLkmMUqCISJceenUbr209yH9dd5bCRLqkMRQReVcb9h7m+39+iyvPHMr104rC7o7EOAWKiHSqobmFL/xmFf37pXH3tZM12aN0S4e8RKRT9y/czMZ9NTx8c4mugpce0R6KiLzD8h2V/PwvW/nY9BFcOmFI2N2ROKFAEZHjNLW08rVn11CU249vfHBi2N2ROKJAEZHjzFu+m63lR/j3D04kO0NHxaXnFCgicszRxhZ++L9vMb04j8sm6lCXvDcKFBE55unS3VTUNvKlWeN1Vpe8ZwoUEQEiYycP/mUbJaNymT5aFzDKe6dAEREAHl+yk7erj/LPl5wWdlckTilQRIRt5bV8d8FGZk4YzCXjB4fdHYlTChSRJNfS6nz5mTWkp/Th2x/WFfFy4nROoEiSe/iv21mxs4r7bzibIf1190U5cdpDEUlie6qPct/Ct3j/GYO5Zkph2N2ROKdAEUli33lxI63u3PmhSTrUJSdNgSKSpJZuO8gLq/fwT+87TXdglKhQoIgkoZZW55svrGf4gL7c9j6dJizRoUARSUIP/3U7G/Ye5hsfnEi/9JSwuyMJottAMbOHzeyAma1tV5ZnZgvNbHPwmNtu2R1mtsXMNpnZrHbl08zszWDZAxYcsDWzDDP7TVC+1MyK260zJ3iPzWY2p1356KDu5mBd3axBpIe2HKjhuws2cdnEIXxg8tCwuyMJpCd7KI8CV3Qo+xrwkruPBV4KXmNmE4EbgUnBOj8xs7b//vwUmAuMDX7a2rwVqHL304H7gXuDtvKAO4EZwHTgznbBdS9wf/D+VUEbItKN1lbna8++SWZGCt/RNScSZd0Girv/BajsUHw18Fjw/DHgmnbl89y9wd23A1uA6WY2DOjv7kvc3YHHO6zT1tYzwMxg72UWsNDdK929ClgIXBEsuzSo2/H9RaQLv162i9KdVXzjA2eQn50RdnckwZzoGMoQd98LEDy2zdVQCOxuV68sKCsMnncsP24dd28GDgGDumhrEFAd1O3Y1juY2VwzKzWz0vLy8ve4mSKJY9+heu55cSMXnj6I66YVhd0dSUDRHpTvbP/Zuyg/kXW6auudC9wfdPcSdy8pKCh4t2oiCc3d+bffr6W5tZVvX6tDXXJqnGig7A8OYxE8HgjKy4AR7eoVAXuC8qJOyo9bx8xSgQFEDrG9W1sVwMCgbse2RKQTf3xzL/+7YT+ff/84Rg3KCrs7kqBONFCeB9rOupoDzG9XfmNw5tZoIoPvy4LDYjVmdl4wBjK7wzptbV0HvByMsywALjez3GAw/nJgQbBsUVC34/uLSAeVRxq5c/46JhcO4JMXjQ67O5LAup0c0syeAi4G8s2sjMiZV/cAT5vZrcAu4HoAd19nZk8D64Fm4DPu3hI0dRuRM8b6AS8GPwC/BJ4wsy1E9kxuDNqqNLP/BJYH9b7l7m0nB3wVmGdmdwErgzZEpBPfemEdh4428atPziA1RZeeyaljkf/wJ4eSkhIvLS0Nuxsivebljfu55dFSbp85ln+9bFzY3ZE4ZWYr3L2ku3r674pIgjpc38TXn1vLuCHZfPaS08PujiQBBYpIgvrOnzZyoKae/7rubNJT9VWXU0+/ZSIJ6LWtFTy1bBe3XjSaKSMGht0dSRIKFJEE09Lq/Mfz6xmZl8m/XjY+7O5IElGgiCSYX72+k037a/jyrPGaSVh6lQJFJIGs2l3N3X/awMXjC7jqrGFhd0eSjAJFJEHsO1TP3MdLGdI/g/s+OkXTq0ivU6CIJID6phbmPlHKkYZmHpp9LnlZukWQ9L5ur5QXkdjm7nz5mTW8+fYhHryphPFDc8LukiQp7aGIxLl7/mcjL6zew1dmTeCyiUPC7o4kMQWKSBx76NVt/Pz/tjH7/FF8+n1jwu6OJDkFikicmr/qbe764wY+MHkod35okgbhJXQKFJE49MqmA3zpt6uZMTqP+z46hZQ+ChMJnwJFJM4s217Jp3+1grGDc/jFnBL6puniRYkNChSROFK6o5JbHl3O8IH9ePzW6fTvmxZ2l0SOUaCIxInVu6u56ZfLGJyTwZOfnEF+dkbYXRI5jq5DEYkD1XWNfOm3qxmYmcZv/ul8CnIUJhJ7FCgiMexwfROPv7aDh/66nbqGFh6aU6IwkZilQBGJQWvfPsQji3fw53X7qGloZuaEwXzhsnGcWTgg7K6JvCsFikiMqK5r5M/r9/PMijKWba8kMz2FD04exuzzi5lcpCCR2KdAEQlJa6uztbyWZTsq+Z+1+1iy9SDNrc6IvH584wNn8NFzRzCgn87ikvihQBHpJVVHGlm1u5qVu6pYubuaVburqalvBmDUoEw+9fdj+MCZwzizsL+uepe4pEARiQJ3p7ahmcojjew7VM++w/XsPVQfeX6onk37a9hecQSAPgYThvbnH84eztSRuUwdOZAx+VkKEYl7ChSRdtyd+qZWahqaqK5roupII1V1TVTXBY9HG6k+0kRVXWNkeVB+6GgjTS3+jvayM1IZOqAvpw/O5qMlI5g6ciCTCweQlaGvniQe/VZLXGtqaaWuoYXaxmbqGpqpbWimrrEleGzmSEMLRxqaOdIYeaxrbKa2oYW6hmaOtC1vbI4sC563vjMXjklP7UNuZhq5mekMzEzjtIJscrPSGJiZTm5mGnlZGQzt35ehAzIY0r8vObqSXZKIAkVC09LqVNU1UlHbwMHayGNFbSO19UEYtAuEjiHR9tjY0trj98tKTyEzI5XsjFQy01PIykglPzudURmZZKWnkpmREixLJbtvKgP7/S04crMigdEvLUWHpkTehQJFoq6xuZVdlUfYebDuWEi0D422x8q6Rvxd9gb6pvU59kc+Kz0SADl9Uxnav++xsqyM1HYhkUJmeipZ7ZcFy7MyUumXlkIfzcgrckopUOSkHDraxOrd1azeXc36vYfZtK+GnZV1tHQ4bpSdkcqg7HTyszMYNSiTacW55GelMyg7g/zsjGPLBmWlk9M3ldQUTTMnEm8UKNJjjc2tbNx3mNW7q4+d9rqt/Mix5cWDMhk/NIcPTB7GmIIsivOzGJwTCQxNsS6S+BQo8q5aW53SnVUsWLePlbuqWLvnMI3NkTGL/Ox0powYyIenFjJlRC5njRigqdRFkpwCRY5T39TCa1sreHnjAV7ecIA9h+rJSO3D5MIBzD5vFFNGDmTKiIEUDuynwWkROY4CRWhsbuXVzeU8v3oPC9fvp66xhcz0FC48PZ+vXjmB958xRNdNiEi39FciSTW3tPL6tkpeWL2HF9fu5XB9MwMz07h6ynCuPHMYM8bkkZGqcQ8R6TkFShKpqG2dI8v4AAAJsElEQVTglU3lvLq5nFc3V1B5pJHsjFQunziED509nAtPzyc9VWdXiciJUaAkuKojjSzcsJ8XVu9h8ZYKWj0yoP73Y/O54syhXDx+sM7AEpGoiOtAMbMrgB8CKcBD7n5PyF2KCXsPHeXP6/azYN0+lm6vpKXVGZmXyW0Xn8aVZw5j4rD+ushPRKIubgPFzFKAHwOXAWXAcjN73t3Xh9uz3tXU0squyjreLDvE6rJqVuysYk3ZIQBOH5zNp983hlmThjK5cIDOyhKRUypuAwWYDmxx920AZjYPuBqIeqD8ed0+dlcdxdvNE+IOjgeP7yyLvPZ25X9b3r4M907Xb6sPkbLWVudIY0swAWILVXWN7Kk+yv7D9ccmM+ybFjm998uzxjNr0lBOH5wd7X8KEZF3Fc+BUgjsbve6DJjRsZKZzQXmAowcOfKE3ujXy3bxyqbyE1q3J8zAjj037FjZ3xakmEXmqcpIJSs9lQH90rjgtHwKc/tRlNuPyYUDGDs4W1OWiEho4jlQOjt+846pBt39QeBBgJKSki4mJn93P/r4ObS0OFg3f/yD53RSZh3qt60vIpIo4jlQyoAR7V4XAXtOxRtl66I+EZFuxfPxkeXAWDMbbWbpwI3A8yH3SUQkacXtf73dvdnMPgssIHLa8MPuvi7kbomIJK24DRQAd/8T8Kew+yEiIvF9yEtERGKIAkVERKJCgSIiIlGhQBERkaiw9tOJJDozqwE2ASOBXVFqdgBwKAbbitVtjHZ70dxOSI7PE2J3OyE2f3eTYRu7am+8u+d0u6a7J80PUBo8lkexzQdjtK2Y3MZY3s5k+TxjeTujva3R6lsybGNX7bX97ezuJ1kPeVVHsa0XYrStWN3GaLcXze2E5Pg8IXa3E2LzdzcZtvGk20u2Q16l7l7S9hh2f06lZNhG0HYmomTY1njbxp72N9n2UB7s8JjIkmEbQduZiJJhW+NtG3vU36TaQxERkVMn2fZQRETkFFGgiIhIVCR0oJhZbdh9ONXM7FozczObEHZfekN3n6mZvWJmcTPY2Z6ZFZnZfDPbbGZbzeyHwa0Z3q3+580sszf7GE2J/v1Mtu8mJHigJImPAX8lcj+YHjOzlFPTHTkRFrl953PA7919LDAOyAbu7mK1zwNxGyhJIOm+mwkfKGaWbWYvmdkbZvammV0dlBeb2QYz+4WZrTOzP5tZv7D7+16YWTZwIXArwS+tmV1sZn8xs9+Z2Xoz+5mZ9QmW1ZrZt8xsKXB+eD0/OcE2/qHd6x+Z2c0hdikaLgXq3f0RAHdvAb4A3GJmWWb2veD3d42Z/YuZ3Q4MBxaZ2aIQ+31SEvX7mazfzYQPFKAeuNbdzwEuAb5vf7uZ+1jgx+4+iciFRh8JqY8n6hrgf9z9LaDSzM4JyqcDXwQmA6cBHw7Ks4C17j7D3f/a672VrkwCVrQvcPfDRKbn+CQwGpjq7mcBT7r7A0RueX2Ju1/S252NokT9fibldzMZAsWAb5vZGuB/gUJgSLBsu7uvCp6vAIp7v3sn5WPAvOD5vOA1wDJ33xb8L/cp4KKgvAV4tne7KD1kQGfn8Bvw98DP3L0ZwN0re7Njp1iifj+T8rsZ13ds7KF/BAqAae7eZGY7gL7BsoZ29VqAeNqlHkTkMMmZZuZEboPsRO5g2fEPU9vr+uAXOd41c/x/hvq+W8U4so4O/wM3s/7ACGAbnYdNIki472cyfzeTYQ9lAHAg+GW9BBgVdoei5DrgcXcf5e7F7j4C2E7kfzzTzWx0cHz2BiIDg4lkJzDRzDLMbAAwM+wORcFLQKaZzYZjA7PfBx4F/gx82sxSg2V5wTo1QPczwMa2RPx+Ju13M2EDJfjyNQBPAiVmVkrkf0MbQ+1Y9HwM+F2HsmeBjwNLgHuAtUR+kTvWi0ttn6m77waeBtYQ+XxXhtqxKPDIlBXXAteb2WbgLSLjC18HHiIylrLGzFYT+YwhMh3Gi/E4KJ/g38+k+262SdipV8zsbOAX7j497L70JjO7GPiSu18Vdl+iLVk/00SUjJ9lIn832yTkHoqZfZrIgNe/hd0XiQ59polDn2XiStg9FBER6V0JuYciIiK9LyECxcxGmNmi4MradWb2uaA8z8wWBnMjLTSz3KD8MjNbEVyZu8LMLm3X1rSgfIuZPdDuIisROQFR/n7ebWa7LcHnAYtXCXHIy8yGAcPc/Q0zyyFyEdQ1wM1ApbvfY2ZfA3Ld/atmNhXY7+57zOxMYIG7FwZtLQM+B7xO5LzxB9z9xRA2SyQhRPn7eR6R08Y3u3t2KBsk7yohAqUjM5sP/Cj4udjd9wa/1K+4+/gOdQ2oIDIvUh6wyN0nBMs+Fqz/T726ASIJ7ES/n+7e0K68VoESexLikFd7ZlYMTAWWAkPcfS9A8Di4k1U+AqwMflkLgbJ2y8qCMhGJgpP8fkqMS6ipV4IZPp8FPu/uh7sb/jCzScC9wOVtRZ1US7xdOJEQROH7KTEuYfZQzCyNyC/rk+7+XFC8P9iVbjuOe6Bd/SIiV6nOdvetQXEZUNSu2SIiM7qKyEmI0vdTYlxCBEpwnPWXwAZ3v6/doueBOcHzOcD8oP5A4I/AHe6+uK1ysNtdY2bnBW3ObltHRE5MtL6fEvsSYlDezC4CXgXeBFqD4q8TOU77NDCSyFxI17t7pZn9G3AHsLldM5e7+wGL3D72USIzm74I/Isnwj+SSEii/P38LyJzYg0ncvTgIXf/Zq9siHQrIQJFRETClxCHvEREJHwKFBERiQoFioiIRIUCRUREokKBIiIiUaFAETlFzKzFzFYFM+yuNrN/De4l3tU6xWb28a7qiMQqBYrIqXPU3ae4+yTgMuADwJ3drFPM3+4ZLxJXdB2KyCnScUZcMxsDLAfygVHAE0BWsPiz7v6amb0OnAFsBx4DHgDuAS4GMoAfu/vPe20jRN4DBYrIKdLZFOtmVgVMAGqAVnevN7OxwFPuXmJmFwNfcvergvpzgcHufpeZZQCLiVxRvr1XN0akBxJqtmGRONA2xW4a8CMzmwK0AOPepf7lwFlmdl3wegAwlsgejEhMUaCI9JLgkFcLkVl17wT2A2cTGcusf7fViMwnt6BXOilyEjQoL9ILzKwA+Bnwo2Cy0QHAXndvBW4CUoKqNUBOu1UXALcF079jZuPMLAuRGKQ9FJFTp5+ZrSJyeKuZyCB82/TtPwGeNbPrgUXAkaB8DdBsZquJzHr9QyJnfr0RTANfTuR+7CIxR4PyIiISFTrkJSIiUaFAERGRqFCgiIhIVChQREQkKhQoIiISFQoUERGJCgWKiIhExf8HmsASt9m586MAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "countries_list = ['Belgium', 'France', 'Germany', 'Iran', 'Italy', 'Japan', 'Korea, South', 'Netherlands', 'Portugal', 'United Kingdom', 'US']\n", "for country in countries_list:\n", " raw_country = raw_data[(raw_data['Country/Region']==country) & (raw_data['Province/State'].isnull())]\n", " reduce_plot_df(raw_country)\n", " reduce_plot_df(raw_country, log=True)" ] } ], "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 }