diff --git a/module3/exo2/Donnees_Varicelle.csv b/module3/exo2/Donnees_Varicelle.csv new file mode 100644 index 0000000000000000000000000000000000000000..7c4aee7b675ccc7e53edbe3339b8eeaa4527e1dc --- /dev/null +++ b/module3/exo2/Donnees_Varicelle.csv @@ -0,0 +1,1662 @@ +"# @source=""réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr"", @meta={""period"":[199049,202238],""geo"":[""PAY"",""1""],""geo_ref"":""insee"",""indicator"":""7"",""type"":""all"",""conf_int"":true,""compact"":false}, @date=2022-10-05T16:16:51+02:00" +week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name +202238,7,1781,421,3141,3,1,5,FR,France +202237,7,1731,498,2964,3,1,5,FR,France +202236,7,1069,178,1960,2,1,3,FR,France +202235,7,1581,400,2762,2,0,4,FR,France +202234,7,2266,788,3744,3,1,5,FR,France +202233,7,7340,0,17399,11,0,26,FR,France +202232,7,7801,4086,11516,12,6,18,FR,France +202231,7,6896,4170,9622,10,6,14,FR,France +202230,7,9039,5770,12308,14,9,19,FR,France 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[], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Incidence du syndrome de la varicelle" + ] + }, + { + "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" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Importation de toute les biliothèques python necessaires" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# data_url = \"https://www.sentiweb.fr/datasets/incidence-PAY-7.csv\"\n", + "data_url = \"Donnees_Varicelle.csv\"\n", + "\n", + "# On remplace l'URL du fichier par l'URL du fichier enregistré localement pour éviter les problèmes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On enregistre les données localement dans un fichier CSV" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
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202022187178511396321739272133FRFrance
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262022127147021079418610221628FRFrance
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282022107133141003616592201525FRFrance
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.................................
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1660 rows × 10 columns

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" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202238 7 1781 421 3141 3 1 \n", + "1 202237 7 1731 498 2964 3 1 \n", + "2 202236 7 1069 178 1960 2 1 \n", + "3 202235 7 1581 400 2762 2 0 \n", + "4 202234 7 2266 788 3744 3 1 \n", + "5 202233 7 7340 0 17399 11 0 \n", + "6 202232 7 7801 4086 11516 12 6 \n", + "7 202231 7 6896 4170 9622 10 6 \n", + "8 202230 7 9039 5770 12308 14 9 \n", + "9 202229 7 14851 10060 19642 22 15 \n", + "10 202228 7 15471 11028 19914 23 16 \n", + "11 202227 7 21191 16198 26184 32 24 \n", + "12 202226 7 16854 12806 20902 25 19 \n", + "13 202225 7 22246 18011 26481 34 28 \n", + "14 202224 7 22458 18105 26811 34 27 \n", + "15 202223 7 18772 14875 22669 28 22 \n", + "16 202222 7 18916 14941 22891 29 23 \n", + "17 202221 7 20310 16307 24313 31 25 \n", + "18 202220 7 23585 19004 28166 36 29 \n", + "19 202219 7 18593 14181 23005 28 21 \n", + "20 202218 7 17851 13963 21739 27 21 \n", + "21 202217 7 20314 16001 24627 31 24 \n", + "22 202216 7 19660 14860 24460 30 23 \n", + "23 202215 7 17799 13715 21883 27 21 \n", + "24 202214 7 17005 13162 20848 26 20 \n", + "25 202213 7 15448 11659 19237 23 17 \n", + "26 202212 7 14702 10794 18610 22 16 \n", + "27 202211 7 11729 8347 15111 18 13 \n", + "28 202210 7 13314 10036 16592 20 15 \n", + "29 202209 7 10485 7600 13370 16 12 \n", + "... ... ... ... ... ... ... ... \n", + "1630 199126 7 17608 11304 23912 31 20 \n", + "1631 199125 7 16169 10700 21638 28 18 \n", + "1632 199124 7 16171 10071 22271 28 17 \n", + "1633 199123 7 11947 7671 16223 21 13 \n", + "1634 199122 7 15452 9953 20951 27 17 \n", + "1635 199121 7 14903 8975 20831 26 16 \n", + "1636 199120 7 19053 12742 25364 34 23 \n", + "1637 199119 7 16739 11246 22232 29 19 \n", + "1638 199118 7 21385 13882 28888 38 25 \n", + "1639 199117 7 13462 8877 18047 24 16 \n", + "1640 199116 7 14857 10068 19646 26 18 \n", + "1641 199115 7 13975 9781 18169 25 18 \n", + "1642 199114 7 12265 7684 16846 22 14 \n", + "1643 199113 7 9567 6041 13093 17 11 \n", + "1644 199112 7 10864 7331 14397 19 13 \n", + "1645 199111 7 15574 11184 19964 27 19 \n", + "1646 199110 7 16643 11372 21914 29 20 \n", + "1647 199109 7 13741 8780 18702 24 15 \n", + "1648 199108 7 13289 8813 17765 23 15 \n", + "1649 199107 7 12337 8077 16597 22 15 \n", + "1650 199106 7 10877 7013 14741 19 12 \n", + "1651 199105 7 10442 6544 14340 18 11 \n", + "1652 199104 7 7913 4563 11263 14 8 \n", + "1653 199103 7 15387 10484 20290 27 18 \n", + "1654 199102 7 16277 11046 21508 29 20 \n", + "1655 199101 7 15565 10271 20859 27 18 \n", + "1656 199052 7 19375 13295 25455 34 23 \n", + "1657 199051 7 19080 13807 24353 34 25 \n", + "1658 199050 7 11079 6660 15498 20 12 \n", + "1659 199049 7 1143 0 2610 2 0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 5 FR France \n", + "1 5 FR France \n", + "2 3 FR France \n", + "3 4 FR France \n", + "4 5 FR France \n", + "5 26 FR France \n", + "6 18 FR France \n", + "7 14 FR France \n", + "8 19 FR France \n", + "9 29 FR France \n", + "10 30 FR France \n", + "11 40 FR France \n", + "12 31 FR France \n", + "13 40 FR France \n", + "14 41 FR France \n", + "15 34 FR France \n", + "16 35 FR France \n", + "17 37 FR France \n", + "18 43 FR France \n", + "19 35 FR France \n", + "20 33 FR France \n", + "21 38 FR France \n", + "22 37 FR France \n", + "23 33 FR France \n", + "24 32 FR France \n", + "25 29 FR France \n", + "26 28 FR France \n", + "27 23 FR France \n", + "28 25 FR France \n", + "29 20 FR France \n", + "... ... ... ... \n", + "1630 42 FR France \n", + "1631 38 FR France \n", + "1632 39 FR France \n", + "1633 29 FR France \n", + "1634 37 FR France \n", + "1635 36 FR France \n", + "1636 45 FR France \n", + "1637 39 FR France \n", + "1638 51 FR France \n", + "1639 32 FR France \n", + "1640 34 FR France \n", + "1641 32 FR France \n", + "1642 30 FR France \n", + "1643 23 FR France \n", + "1644 25 FR France \n", + "1645 35 FR France \n", + "1646 38 FR France \n", + "1647 33 FR France \n", + "1648 31 FR France \n", + "1649 29 FR France \n", + "1650 26 FR France \n", + "1651 25 FR France \n", + "1652 20 FR France \n", + "1653 36 FR France \n", + "1654 38 FR France \n", + "1655 36 FR France \n", + "1656 45 FR France \n", + "1657 43 FR France \n", + "1658 28 FR France \n", + "1659 5 FR France \n", + "\n", + "[1660 rows x 10 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": [ + "Y'a t'il des lignes avec des données manquantes ?" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [week, indicator, inc, inc_low, inc_up, inc100, inc100_low, inc100_up, geo_insee, geo_name]\n", + "Index: []" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data[raw_data.isnull().any(axis=1)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Aucune ligne avec des problèmes de données, on peut continuer" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On modifie le nom des données en \"data\"" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
0202238717814213141315FRFrance
1202237717314982964315FRFrance
2202236710691781960213FRFrance
3202235715814002762204FRFrance
4202234722667883744315FRFrance
52022337734001739911026FRFrance
62022327780140861151612618FRFrance
7202231768964170962210614FRFrance
82022307903957701230814919FRFrance
92022297148511006019642221529FRFrance
102022287154711102819914231630FRFrance
112022277211911619826184322440FRFrance
122022267168541280620902251931FRFrance
132022257222461801126481342840FRFrance
142022247224581810526811342741FRFrance
152022237187721487522669282234FRFrance
162022227189161494122891292335FRFrance
172022217203101630724313312537FRFrance
182022207235851900428166362943FRFrance
192022197185931418123005282135FRFrance
202022187178511396321739272133FRFrance
212022177203141600124627312438FRFrance
222022167196601486024460302337FRFrance
232022157177991371521883272133FRFrance
242022147170051316220848262032FRFrance
252022137154481165919237231729FRFrance
262022127147021079418610221628FRFrance
27202211711729834715111181323FRFrance
282022107133141003616592201525FRFrance
29202209710485760013370161220FRFrance
.................................
16301991267176081130423912312042FRFrance
16311991257161691070021638281838FRFrance
16321991247161711007122271281739FRFrance
1633199123711947767116223211329FRFrance
1634199122715452995320951271737FRFrance
1635199121714903897520831261636FRFrance
16361991207190531274225364342345FRFrance
16371991197167391124622232291939FRFrance
16381991187213851388228888382551FRFrance
1639199117713462887718047241632FRFrance
16401991167148571006819646261834FRFrance
1641199115713975978118169251832FRFrance
1642199114712265768416846221430FRFrance
164319911379567604113093171123FRFrance
1644199112710864733114397191325FRFrance
16451991117155741118419964271935FRFrance
16461991107166431137221914292038FRFrance
1647199109713741878018702241533FRFrance
1648199108713289881317765231531FRFrance
1649199107712337807716597221529FRFrance
1650199106710877701314741191226FRFrance
1651199105710442654414340181125FRFrance
16521991047791345631126314820FRFrance
16531991037153871048420290271836FRFrance
16541991027162771104621508292038FRFrance
16551991017155651027120859271836FRFrance
16561990527193751329525455342345FRFrance
16571990517190801380724353342543FRFrance
1658199050711079666015498201228FRFrance
16591990497114302610205FRFrance
\n", + "

1660 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202238 7 1781 421 3141 3 1 \n", + "1 202237 7 1731 498 2964 3 1 \n", + "2 202236 7 1069 178 1960 2 1 \n", + "3 202235 7 1581 400 2762 2 0 \n", + "4 202234 7 2266 788 3744 3 1 \n", + "5 202233 7 7340 0 17399 11 0 \n", + "6 202232 7 7801 4086 11516 12 6 \n", + "7 202231 7 6896 4170 9622 10 6 \n", + "8 202230 7 9039 5770 12308 14 9 \n", + "9 202229 7 14851 10060 19642 22 15 \n", + "10 202228 7 15471 11028 19914 23 16 \n", + "11 202227 7 21191 16198 26184 32 24 \n", + "12 202226 7 16854 12806 20902 25 19 \n", + "13 202225 7 22246 18011 26481 34 28 \n", + "14 202224 7 22458 18105 26811 34 27 \n", + "15 202223 7 18772 14875 22669 28 22 \n", + "16 202222 7 18916 14941 22891 29 23 \n", + "17 202221 7 20310 16307 24313 31 25 \n", + "18 202220 7 23585 19004 28166 36 29 \n", + "19 202219 7 18593 14181 23005 28 21 \n", + "20 202218 7 17851 13963 21739 27 21 \n", + "21 202217 7 20314 16001 24627 31 24 \n", + "22 202216 7 19660 14860 24460 30 23 \n", + "23 202215 7 17799 13715 21883 27 21 \n", + "24 202214 7 17005 13162 20848 26 20 \n", + "25 202213 7 15448 11659 19237 23 17 \n", + "26 202212 7 14702 10794 18610 22 16 \n", + "27 202211 7 11729 8347 15111 18 13 \n", + "28 202210 7 13314 10036 16592 20 15 \n", + "29 202209 7 10485 7600 13370 16 12 \n", + "... ... ... ... ... ... ... ... \n", + "1630 199126 7 17608 11304 23912 31 20 \n", + "1631 199125 7 16169 10700 21638 28 18 \n", + "1632 199124 7 16171 10071 22271 28 17 \n", + "1633 199123 7 11947 7671 16223 21 13 \n", + "1634 199122 7 15452 9953 20951 27 17 \n", + "1635 199121 7 14903 8975 20831 26 16 \n", + "1636 199120 7 19053 12742 25364 34 23 \n", + "1637 199119 7 16739 11246 22232 29 19 \n", + "1638 199118 7 21385 13882 28888 38 25 \n", + "1639 199117 7 13462 8877 18047 24 16 \n", + "1640 199116 7 14857 10068 19646 26 18 \n", + "1641 199115 7 13975 9781 18169 25 18 \n", + "1642 199114 7 12265 7684 16846 22 14 \n", + "1643 199113 7 9567 6041 13093 17 11 \n", + "1644 199112 7 10864 7331 14397 19 13 \n", + "1645 199111 7 15574 11184 19964 27 19 \n", + "1646 199110 7 16643 11372 21914 29 20 \n", + "1647 199109 7 13741 8780 18702 24 15 \n", + "1648 199108 7 13289 8813 17765 23 15 \n", + "1649 199107 7 12337 8077 16597 22 15 \n", + "1650 199106 7 10877 7013 14741 19 12 \n", + "1651 199105 7 10442 6544 14340 18 11 \n", + "1652 199104 7 7913 4563 11263 14 8 \n", + "1653 199103 7 15387 10484 20290 27 18 \n", + "1654 199102 7 16277 11046 21508 29 20 \n", + "1655 199101 7 15565 10271 20859 27 18 \n", + "1656 199052 7 19375 13295 25455 34 23 \n", + "1657 199051 7 19080 13807 24353 34 25 \n", + "1658 199050 7 11079 6660 15498 20 12 \n", + "1659 199049 7 1143 0 2610 2 0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 5 FR France \n", + "1 5 FR France \n", + "2 3 FR France \n", + "3 4 FR France \n", + "4 5 FR France \n", + "5 26 FR France \n", + "6 18 FR France \n", + "7 14 FR France \n", + "8 19 FR France \n", + "9 29 FR France \n", + "10 30 FR France \n", + "11 40 FR France \n", + "12 31 FR France \n", + "13 40 FR France \n", + "14 41 FR France \n", + "15 34 FR France \n", + "16 35 FR France \n", + "17 37 FR France \n", + "18 43 FR France \n", + "19 35 FR France \n", + "20 33 FR France \n", + "21 38 FR France \n", + "22 37 FR France \n", + "23 33 FR France \n", + "24 32 FR France \n", + "25 29 FR France \n", + "26 28 FR France \n", + "27 23 FR France \n", + "28 25 FR France \n", + "29 20 FR France \n", + "... ... ... ... \n", + "1630 42 FR France \n", + "1631 38 FR France \n", + "1632 39 FR France \n", + "1633 29 FR France \n", + "1634 37 FR France \n", + "1635 36 FR France \n", + "1636 45 FR France \n", + "1637 39 FR France \n", + "1638 51 FR France \n", + "1639 32 FR France \n", + "1640 34 FR France \n", + "1641 32 FR France \n", + "1642 30 FR France \n", + "1643 23 FR France \n", + "1644 25 FR France \n", + "1645 35 FR France \n", + "1646 38 FR France \n", + "1647 33 FR France \n", + "1648 31 FR France \n", + "1649 29 FR France \n", + "1650 26 FR France \n", + "1651 25 FR France \n", + "1652 20 FR France \n", + "1653 36 FR France \n", + "1654 38 FR France \n", + "1655 36 FR France \n", + "1656 45 FR France \n", + "1657 43 FR France \n", + "1658 28 FR France \n", + "1659 5 FR France \n", + "\n", + "[1660 rows x 10 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = raw_data.copy()\n", + "data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On convertie le système de datation des données de \"AnnéeSemaine\" en \"Année\" et \"Semaine\"" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_week(year_and_week_int):\n", + " year_and_week_str = str(year_and_week_int)\n", + " year = int(year_and_week_str[:4])\n", + " week = int(year_and_week_str[4:])\n", + " w = isoweek.Week(year, week)\n", + " return pd.Period(w.day(0), 'W')\n", + "\n", + "data['period'] = [convert_week(yw) for yw in data['week']]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On organise les données selon la date de la mesure" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "sorted_data = data.set_index('period').sort_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "periods = sorted_data.index\n", + "for p1, p2 in zip(periods[:-1], periods[1:]):\n", + " delta = p2.to_timestamp() - p1.end_time\n", + " if delta > pd.Timedelta('1s'):\n", + " print(p1, p2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Affichage des données du nombre de cas de varicelle en fonction de l'année" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sorted_data['inc'][-200:].plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Séparation des données en années du premier septembre au premier septembre et tracé des données" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "first_september_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n", + " for y in range(1991,\n", + " sorted_data.index[-1].year)]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "year = []\n", + "yearly_incidence = []\n", + "for week1, week2 in zip(first_september_week[:-1],\n", + " first_september_week[1:]):\n", + " one_year = sorted_data['inc'][week1:week2-1]\n", + " assert abs(len(one_year)-52) < 2\n", + " yearly_incidence.append(one_year.sum())\n", + " year.append(week2.year)\n", + "yearly_incidence = pd.Series(data=yearly_incidence, index=year)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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777388\n", + "2016 782114\n", + "2010 829911\n", + "1992 832939\n", + "2009 842373\n", + "dtype: int64" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "yearly_incidence.sort_values()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Histogramme du nombre d'année ayant un certain nombre de cas de varicelle" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "yearly_incidence.hist(xrot=20)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +2395,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } - diff --git "a/module3/exo3/Donn\303\251es Covid 19.csv" "b/module3/exo3/Donn\303\251es Covid 19.csv" new file mode 100644 index 0000000000000000000000000000000000000000..b1c401e3a8c18fe8acb2e621eaf7b5b46cc7b34a --- /dev/null +++ "b/module3/exo3/Donn\303\251es Covid 19.csv" @@ -0,0 +1,290 @@ 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+Australian Capital Territory,Australia,-35.4735,149.0124,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,2,3,4,6,9,19,32,39,39,53,62,71,77,78,80,84,87,91,93,96,96,96,99,100,103,103,103,102,103,103,103,103,103,103,104,104,104,104,105,106,106,106,106,106,106,106,106,106,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,111,112,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,115,115,115,115,115,115,115,115,115,116,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,120,120,120,120,122,122,122,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,129,131,133,152,169,191,207,219,226,245,261,291,300,314,335,361,374,386,398,421,433,451,483,498,509,528,548,563,587,602,617,630,652,665,680,710,725,742,749,765,782,798,817,849,874,893,906,928,959,1011,1063,1101,1129,1162,1190,1231,1271,1296,1326,1358,1386,1437,1483,1518,1538,1571,1588,1612,1636,1664,1677,1701,1710,1719,1731,1741,1749,1759,1768,1775,1780,1788,1803,1816,1822,1840,1853,1866,1884,1893,1902,1917,1928,1943,1953,1965,1971,1996,2013,2027,2042,2053,2072,2087,2095,2103,2110,2117,2124,2130,2134,2142,2146,2153,2159,2165,2167,2175,2179,2179,2196,2197,2200,2204,2210,2222,2242,2260,2278,2291,2307,2365,2450,2552,2694,2765,2942,3186,3311,3559,3564,4010,4919,5323,5323,7054,8021,9553,9429,12300,13248,13248,15834,17378,19908,21174,22396,23761,23761,27618,28510,28472,29240,30634,31366,31941,33071,33933,34418,34976,35520,36031,36474,37023,37426,37875,38143,38432,38698,38698,39613,40113,40538,40946,41380,41755,42163,42720,43246,43768,44100,44651,45086,45662,46591,47247,48187,48670,49088,49541,50214,51244,51916,52944,53607,54149,54683,55321,56474,57278,58021,58687,59305,59881,60654,61857,63148,64219,65341,66267,67243,68257,69571,70659,71683,72571,73344,74017,75421,76537,77714,78696,79515,80229,80964,81821,81821,82970,85177,86102,86887,87634,88543,89510,90567,90567,92330,92330,93713,94486,95625,96854,97825,98760,99485,99485,100927,101899,101899,103220,103220,104941,105739,106705,107769,108830,109879,110846,111599,112407,113368,114564,115688,116905,117882,118728,119548,120638,121713,122718,123655,124477,125220,125828,126633,127556,128440,129263,130085,130664,130664,131938,132735,133582,134286,134286,134286,134286,136860,137664,138407,138919,139894,140519,140519,141660,142629,143656,144597,145457,146264,147096,147942,148996,150123,151113,152199,153012,153939,155047,156472,157678,158826,160133,161158,162259,163404,164870,166162,167863,168983,169928,171071,172245,173590,174957,176165,176165,178225,179112,180333,181294,182701,183592,184636,185348,186138,187087,188191,189191,190198,190917,191473,191457,192138,192994,193557,194215,194705,195115,195621,196098,196642,197094,197561,197883,198193,198480,198866,199292,199673,199919,199919,200357,200570,200828,201089,201338,201579,201789,201956,202107,202308,202543,202737,202895,202895,203199,203320,203476,203613,203786,203786,203680,203680,203680,203680,203680,203680,204471,204397,204397,204397,204397,204397,204397,205128,205128,205128,205128,205128,205128,205128,205752,205752,205752,205752,205752,205752,205752,205752,206285,206285,206285,206285,206285,206285,206938,206938 +New South Wales,Australia,-33.8688,151.2093,0,0,0,0,3,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,6,6,13,22,22,26,28,38,48,55,65,65,92,112,134,171,210,267,307,353,436,669,669,818,1029,1219,1405,1617,1791,2032,2032,2182,2298,2389,2493,2580,2637,2686,2734,2773,2822,2857,2857,2863,2870,2886,2897,2926,2936,2957,2963,2969,2971,2976,2982,2994,3002,3004,3016,3016,3025,3030,3035,3033,3035,3042,3044,3047,3051,3053,3053,3053,3059,3063,3071,3074,3075,3076,3078,3081,3082,3084,3086,3087,3090,3092,3089,3090,3092,3092,3095,3098,3104,3104,3106,3110,3110,3109,3112,3114,3117,3117,3115,3119,3128,3131,3134,3135,3137,3143,3144,3149,3151,3150,3159,3162,3168,3174,3177,3184,3189,3203,3211,3211,3405,3419,3429,3433,3440,3453,3467,3474,3478,3492,3505,3517,3527,3535,3550,3568,3588,3599,3614,3633,3640,3654,3668,3685,3699,3718,3736,3756,3773,3784,3797,3809,3820,3832,3842,3851,3861,3875,3897,3915,3927,3936,3945,3950,3957,3959,3966,3971,3972,3981,3985,3988,3991,3997,4006,4019,4033,4040,4050,4063,4079,4091,4099,4104,4114,4118,4126,4135,4142,4152,4157,4166,4170,4177,4185,4190,4196,4198,4200,4204,4206,4212,4213,4217,4218,4218,4218,4220,4224,4227,4231,4232,4234,4235,4246,4249,4261,4271,4273,4278,4284,4295,4310,4321,4326,4333,4338,4342,4347,4357,4363,4370,4375,4382,4386,4398,4406,4411,4417,4421,4425,4432,4435,4443,4445,4454,4459,4462,4469,4469,4469,4469,4469,4469,4486,4498,4502,4509,4514,4517,4527,4538,4542,4548,4552,4552,4556,4564,4568,4577,4582,4588,4597,4603,4605,4610,4614,4620,4622,4624,4633,4639,4642,4645,4650,4657,4666,4682,4712,4748,4771,4789,4805,4823,4832,4847,4858,4872,4881,4906,4923,4928,4947,4958,4965,4973,4978,4984,4995,5001,5007,5018,5034,5041,5043,5045,5057,5066,5074,5076,5079,5084,5083,5084,5087,5090,5091,5093,5096,5099,5101,5104,5110,5112,5114,5117,5117,5119,5120,5123,5125,5129,5132,5134,5136,5138,5138,5139,5143,5143,5145,5146,5149,5150,5154,5155,5162,5166,5172,5177,5180,5183,5189,5193,5205,5207,5209,5210,5215,5220,5226,5234,5234,5237,5240,5242,5249,5251,5256,5259,5261,5266,5270,5273,5277,5278,5281,5281,5283,5288,5291,5296,5296,5299,5300,5303,5310,5316,5318,5320,5324,5330,5339,5344,5347,5356,5363,5370,5376,5384,5387,5395,5402,5418,5419,5420,5428,5440,5449,5464,5477,5481,5484,5489,5496,5506,5516,5521,5527,5533,5538,5542,5546,5551,5552,5555,5558,5560,5563,5565,5567,5567,5568,5570,5572,5574,5576,5576,5579,5580,5585,5587,5587,5588,5590,5590,5590,5595,5600,5605,5607,5610,5611,5612,5613,5619,5623,5626,5629,5631,5637,5642,5649,5655,5666,5684,5695,5725,5756,5778,5798,5826,5854,5886,5926,5942,5979,5997,6025,6064,6109,6161,6243,6359,6452,6551,6618,6716,6833,6942,7042,7121,7233,7357,7492,7651,7792,7943,8118,8294,8531,8703,8915,9153,9360,9562,9795,10063,10354,10662,10917,11201,11558,11902,12245,12629,13092,13503,13978,14416,15043,15717,16353,17173,17995,18800,19545,20466,21471,22346,23372,24585,25857,27026,28111,29390,30807,32323,33792,35064,36267,37724,39108,40616,42219,43436,44674,45782,47007,48341,49611,50919,51986,52922,53898,54919,55962,56988,57983,58931,59709,60561,61420,62353,63212,64014,64668,65279,65876,66456,67024,67669,68246,68712,69205,69552,69993,70391,70781,71099,71399,71658,71923,72202,72560,72899,73212,73500,73785,74057,74362,74634,74887,75112,75278,75407,75578,75766,76073,76314,76580,76824,76988,77207,77417,77671,77951,78200,78393,78556,78766,78994,79254,79468,79646,79821,79997,80163,80408,80681,80938,81170,81355,81499,81674,81916,82180,82514,82837,83118,83321,83572,83967,84384,84895,85447,85924,86453,87248,88595,90333,92532,95000,97558,100040,103073,106810,112496,118074,124322,130701,137011,143042,154191,166373,187504,210051,228307,249064,272160,307214,342133,380550,425593,455529,475731,501389,536025,628289,690758,738891,773447,802690,832520,864817,895004,919876,939615,960099,975564,994277,1015495,1033364,1083622,1103219,1121481,1139787,1086483,1098290,1110567,1121265,1129418,1137311,1144748,1154133,1164346,1174476,1183196,1191283,1197969,1197772,1212157,1222461,1232370,1241579,1249104,1254643,1259503,1268170,1277082,1285301,1292781,1299750,1305734,1311556,1320379,1330995,1342280,1351710,1361680,1370440,1379425,1392422,1405566,1421796,1435768,1448586,1461656,1470546,1481203,1511588,1531630,1551598,1570591,1587348,1602275,1623168,1647233,1671995,1695597,1715381,1732801,1749000,1770374,1795558,1817625,1843078,1863375,1880117,1895689,1914764,1938880,1961044,1981387,1998901,2014552,2028020,2043185,2061416,2079216,2094537,2108012,2117659,2128733,2139530,2154919,2172295,2187511,2200063,2211139,2219043,2228872,2241017,2254742,2266604,2278053,2287281,2294900,2304435,2316269,2334360,2345156,2356642,2365484,2373235,2383412,2395359,2407720,2419692,2430624,2439636,2447877,2458811,2471023,2481957,2492007,2501574,2510058,2517185,2525905,2534852,2545751,2554405,2561865,2568373,2574203,2581518,2589877,2597439,2604827,2611404,2616540,2620999,2627377,2635180,2643350,2650858,2657087,2662465,2667026,2672176,2679407,2688494,2696819,2704914,2711234,2717292,2725064,2734519,2743680,2752776,2761005,2768461,2775310,2783915,2794932,2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+Northern 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+Grand 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+New Brunswick,Canada,46.5653,-66.4619,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,6,8,11,11,11,17,17,17,18,18,33,45,51,66,68,70,81,91,91,91,98,103,105,105,108,112,112,114,116,116,117,117,117,117,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,119,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,121,121,121,121,121,122,123,126,128,129,132,132,133,135,136,136,136,137,146,147,151,153,154,157,157,160,163,164,164,164,164,164,164,165,165,165,165,165,165,165,165,165,165,165,165,165,165,165,165,166,166,166,166,166,167,168,168,168,168,169,170,170,170,170,170,170,170,170,170,170,170,170,170,170,170,170,174,176,176,176,176,176,177,178,180,180,184,186,186,186,186,186,188,188,189,189,190,190,190,191,191,191,191,191,192,192,192,192,192,192,192,192,193,193,193,193,194,194,194,194,194,194,194,196,196,197,199,200,200,200,200,200,200,200,200,201,201,203,205,222,225,238,258,272,278,284,292,292,297,297,310,313,313,319,322,324,326,328,331,334,337,341,342,343,344,344,344,347,349,350,353,354,355,355,355,356,358,364,367,375,379,388,392,401,424,430,445,450,453,465,477,481,495,501,508,514,520,528,530,534,536,541,542,546,554,555,557,558,559,567,573,573,578,574,578,580,585,587,588,590,592,593,595,596,599,601,611,618,635,662,693,717,735,765,779,800,817,836,859,884,911,947,973,1004,1025,1057,1087,1104,1124,1151,1161,1175,1202,1218,1230,1256,1264,1288,1302,1318,1325,1337,1344,1346,1361,1375,1377,1382,1398,1400,1401,1404,1407,1411,1417,1420,1424,1424,1424,1426,1427,1428,1430,1430,1431,1435,1438,1443,1447,1453,1455,1460,1460,1460,1462,1465,1465,1470,1471,1476,1477,1484,1486,1489,1490,1498,1505,1517,1546,1559,1571,1577,1588,1601,1613,1623,1632,1641,1652,1662,1665,1679,1686,1694,1713,1722,1732,1736,1752,1760,1767,1778,1788,1797,1797,1804,1823,1839,1847,1851,1858,1882,1890,1900,1915,1933,1939,1954,1958,1969,1980,1988,1996,2002,2013,2015,2024,2040,2045,2052,2063,2073,2083,2091,2098,2113,2115,2129,2144,2153,2163,2172,2181,2191,2200,2212,2215,2227,2243,2253,2262,2265,2266,2267,2280,2283,2284,2291,2298,2299,2302,2305,2309,2311,2316,2318,2318,2319,2320,2322,2323,2324,2325,2326,2329,2332,2332,2336,2336,2337,2338,2336,2336,2336,2336,2336,2336,2336,2336,2336,2343,2345,2345,2346,2346,2346,2346,2347,2350,2350,2350,2351,2352,2354,2358,2365,2365,2383,2383,2394,2396,2409,2414,2414,2434,2439,2447,2460,2471,2490,2490,2490,2530,2543,2559,2582,2614,2614,2614,2672,2687,2697,2705,2721,2721,2721,2760,2763,2774,2784,2798,2798,2798,2798,2852,2868,2885,2909,2909,2909,3031,3066,3129,3180,3237,3237,3237,3436,3501,3577,3629,3707,3768,3850,3936,4004,4088,4187,4272,4412,4505,4580,4670,4741,4857,4987,5087,5160,5258,5367,5449,5582,5669,5735,5793,5846,5896,5965,6032,6072,6112,6163,6185,6206,6263,6332,6380,6413,6445,6476,6516,6576,6615,6666,6716,6769,6813,6865,6934,7004,7069,7129,7194,7234,7268,7350,7422,7512,7579,7669,7731,7806,7893,7988,8087,8172,8217,8263,8318,8411,8506,8603,8680,8798,8869,8938,9049,9223,9366,9492,9604,9704,9813,9973,10150,10313,10446,10554,10672,10828,11065,11322,11587,11587,11587,12226,12532,13018,13590,14272,14272,14272,16820,17566,18345,19017,19857,20278,20479,20699,20890,21249,21553,21979,22388,22768,23173,23503,24001,24489,25003,25465,25465,26391,26741,26741,27649,28045,28442,28716,28885,29113,29494,29905,30306,30602,30756,31017,31276,31597,31948,32307,32610,32876,33066,33342,33647,33968,34222,34222,34222,34222,35370,35670,36035,36417,36417,36417,37482,37769,38155,38546,38937,38937,38937,40070,40312,40654,41109,41512,41512,41512,41512,42320,42320,42320,42320,42320,42320,42320,45101,45101,45101,45101,45101,45101,45101,48197,48197,48197,48197,51854,51854,51854,51854,51854,51854,51854,55812,55812,55812,55812,55812,55812,55812,58768,58768,58768,58768,58768,58768,58768,58768,58768,58768,58768,60756,60756,60756,60756,60756,60756,60756,62148,62148,62148,62148,62148,62148,62148,63486,63486,63486,63486,63486,63486,63486,64490,64490,64490,64490,64490,64490,64490,65258,65258,65258,65258,65258,65258,65258,65812,65812,65812,65812,65812,65812,65812,66345,66345,66345,66816,66816,66816,66816,66816,66816,66816,67241,67241,67241,67241,67241,67241,67241,67725,67725,67725,67725,67725,67725,67725,68493,68493,68493,68493,68493,68493,68493,68493,68493,68493,68493,68493,68493,69537,69537,69537,69537,69537,69537,69537,70541,70541,70541,70541,70541,70541,70541,71479,71479,71479,71479,71479,71479,71479,72226,72226,72226,72226,72226,72226,72226,72968,72968,72968,72968,72968,72968,72968,73643,73643,73643,73643,73643,73643,73643,74440,74440,74440,74440,74440,74440,74440,75152,75152,75152,75152,75152,75152,75152,75741,75741,75741,75741,75741,75741,75741,76316,76316,76316,76316,76316,76316,76316,76902,76902,76902,76902,76902,76902,76902,76902,76902,76902,77460,77460,77460,77460,78056,78056,78056,78056,78056,78056,78056,78687 +Newfoundland and Labrador,Canada,53.1355,-57.6604,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,3,3,3,4,6,9,24,35,35,82,102,120,135,148,152,175,183,183,195,217,226,228,232,236,239,241,242,244,244,247,252,256,256,256,256,256,256,256,256,257,258,258,258,258,258,259,259,259,259,259,259,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,262,262,262,262,262,262,262,262,262,262,262,263,264,264,265,265,266,266,266,266,266,266,266,266,266,266,266,266,267,267,267,268,268,268,268,268,268,268,268,268,268,268,268,268,268,268,268,268,268,269,269,269,269,269,269,269,269,270,270,270,270,270,270,270,271,271,271,271,271,271,272,272,272,272,272,272,272,272,272,273,273,273,274,275,275,276,277,277,277,277,277,279,282,282,283,283,283,284,287,287,287,287,287,287,288,288,289,290,291,291,291,291,291,291,291,291,291,292,294,294,296,297,297,297,298,298,299,301,303,303,305,307,308,311,316,319,321,323,324,327,331,333,337,338,339,340,340,343,347,351,351,352,353,354,355,358,358,359,359,364,367,372,380,382,382,383,384,384,384,384,387,389,390,390,390,390,390,390,391,392,392,392,392,392,393,393,393,393,394,395,395,396,396,396,396,397,398,398,398,398,398,400,404,408,408,408,408,408,410,411,412,415,416,427,457,510,610,660,686,697,704,711,755,803,863,901,926,939,954,962,972,976,980,987,989,994,997,1002,1003,1005,1006,1009,1010,1010,1011,1012,1012,1012,1012,1013,1013,1014,1014,1014,1014,1014,1014,1015,1015,1015,1015,1016,1016,1018,1019,1020,1020,1020,1020,1020,1020,1021,1022,1025,1029,1029,1030,1031,1034,1036,1039,1042,1043,1046,1048,1049,1052,1053,1056,1058,1062,1062,1066,1068,1076,1081,1099,1104,1108,1114,1120,1127,1133,1138,1141,1156,1166,1173,1179,1184,1193,1203,1209,1212,1216,1226,1230,1253,1258,1269,1273,1279,1293,1302,1309,1311,1317,1334,1340,1342,1347,1352,1354,1357,1360,1365,1368,1374,1375,1379,1381,1382,1383,1383,1383,1383,1383,1384,1384,1384,1384,1384,1384,1385,1385,1386,1386,1387,1387,1387,1400,1400,1400,1400,1402,1402,1402,1402,1407,1410,1433,1433,1433,1433,1437,1437,1437,1437,1437,1437,1437,1437,1437,1437,1437,1437,1437,1437,1440,1440,1441,1441,1443,1443,1443,1443,1443,1443,1443,1447,1447,1447,1450,1450,1456,1456,1458,1458,1458,1460,1460,1462,1462,1469,1469,1469,1478,1478,1486,1486,1491,1491,1491,1506,1511,1520,1520,1532,1532,1532,1541,1541,1551,1551,1555,1555,1555,1570,1586,1609,1609,1654,1668,1692,1717,1731,1747,1747,1788,1797,1805,1819,1824,1833,1840,1848,1848,1848,1848,1869,1873,1877,1881,1881,1881,1889,1889,1898,1898,1928,1928,1928,1964,1964,1984,1984,1992,1992,1992,1994,1994,1995,1995,2003,2003,2003,2012,2012,2019,2019,2025,2025,2025,2027,2027,2031,2031,2035,2035,2035,2038,2038,2042,2042,2048,2048,2048,2057,2057,2059,2059,2064,2064,2064,2071,2071,2076,2076,2078,2078,2078,2093,2093,2106,2106,2152,2175,2213,2240,2267,2327,2427,2512,2512,2512,2869,3063,3375,3724,4155,4597,5063,5582,6075,6554,7057,7537,7949,8316,9451,10201,10931,11617,12092,12406,12790,13032,13327,13838,14198,14522,14805,15166,15515,15811,16115,16493,16758,16966,17176,17359,17538,17786,17984,18242,18464,18574,18740,18950,19200,19443,19710,19954,20191,20365,20578,20757,21073,21307,21613,21737,21974,22220,22468,22755,23147,23443,23699,24026,24392,24781,25278,25728,26197,26529,26972,27507,28103,28783,29365,30100,30627,31070,31553,31553,32113,32113,32113,32113,33385,34607,34607,35293,35293,35293,35293,36254,37411,37411,38331,38331,38630,38630,39019,39693,39693,40336,40336,40336,40336,40336,40336,41587,42038,42038,42038,42038,42038,42761,42761,43129,43129,43129,43129,43401,43713,43713,43920,43920,43920,43920,44148,44345,44345,44529,44529,44529,44529,44741,44892,44892,45037,45037,45037,45037,45145,45145,45145,45409,45409,45409,45409,45409,45409,45409,45775,45775,45775,45775,45775,45775,46109,46183,46183,46183,46183,46183,46183,46183,46647,46647,46891,46891,46891,46891,46891,46891,46891,47353,47353,47353,47353,47353,47353,47353,47773,47773,47773,47773,47773,47773,47773,48179,48179,48179,48179,48179,48179,48179,48179,48179,48179,48179,48179,48179,48593,48593,48593,48593,48593,48593,48593,48954,48954,48954,48954,48954,48954,48954,49412,49412,49412,49412,49412,49412,49412,49748,49748,49748,49748,49748,49748,49748,50091,50091,50091,50091,50091,50091,50091,50430,50430,50430,50430,50430,50430,50430,50810,50810,50810,50810,50810,50810,50810,51111,51111,51111,51111,51111,51111,51111,51329,51329,51329,51329,51329,51329,51329,51446,51446,51446,51446,51446,51446,51446,51580,51580,51580,51580,51580,51580,51580,51580,51580,51580,51743,51743,51743,51743,51955,51955,51955,51955,51955,51955,51955,52111 +Northwest Territories,Canada,64.8255,-124.8457,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,2,2,4,4,4,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,8,8,9,9,9,9,9,9,10,10,10,10,10,10,10,10,10,10,10,10,10,11,11,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,20,21,21,21,22,22,23,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,25,25,28,28,30,30,31,31,31,31,31,31,31,31,31,31,31,31,32,32,32,32,32,32,32,33,34,38,38,38,38,38,38,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,45,46,48,48,48,51,51,51,51,51,51,52,59,71,85,98,99,99,99,102,112,114,115,121,121,121,121,125,126,126,127,127,127,127,127,127,127,127,127,127,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,129,129,129,130,130,130,130,131,131,131,131,131,133,146,202,259,259,300,329,329,329,351,358,377,395,400,400,400,452,461,475,486,499,499,499,499,522,540,563,591,591,591,647,679,695,720,749,749,749,807,834,852,882,918,918,918,970,1019,1059,1059,1143,1143,1143,1240,1305,1360,1411,1456,1456,1456,1456,1537,1580,1617,1638,1638,1638,1694,1712,1746,1763,1786,1786,1786,1826,1843,1860,1863,1863,1863,1871,1880,1886,1886,1886,1886,1886,1886,1925,1951,1951,1951,2001,2001,2021,2028,2029,2032,2032,2036,2036,2044,2055,2057,2059,2059,2059,2059,2059,2060,2063,2068,2068,2069,2069,2069,2069,2069,2069,2070,2070,2070,2071,2071,2076,2082,2082,2082,2082,2082,2083,2090,2090,2090,2090,2090,2090,2090,2090,2187,2229,2229,2229,2229,2419,2495,2652,2801,2801,2801,3107,3322,3467,3587,3741,3741,3741,4055,4234,4372,4508,4680,4680,4680,4962,5120,5295,5446,5614,5614,5614,5865,6073,6221,6363,6550,6550,6550,6846,6919,7029,7126,7343,7343,7343,7678,7776,7907,7987,8085,8085,8085,8302,8424,8495,8594,8682,8682,8682,8797,8924,9007,9080,9122,9122,9122,9231,9325,9400,9466,9514,9514,9514,9590,9666,9737,9790,9843,9843,9843,9942,10005,10106,10235,10333,10333,10333,10547,10679,10779,10877,10951,10951,10951,11004,11004,11004,11004,11004,11004,11004,11136,11136,11136,11136,11136,11136,11136,11136,11217,11217,11217,11217,11217,11217,11286,11286,11286,11286,11286,11286,11286,11373,11373,11373,11373,11373,11373,11373,11426,11426,11426,11426,11426,11426,11426,11426,11426,11426,11426,11426,11426,11426,11436,11436,11436,11436,11436,11436,11436,11457,11457,11457,11457,11457,11478,11478,11478,11478,11478,11478,11478,11495,11495,11495,11495,11495,11495,11495,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11506,11506,11506,11506,11506,11506,11506,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511 +Nova Scotia,Canada,44.682,-63.7443,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,7,12,14,15,21,28,41,51,68,73,90,110,122,127,147,173,193,207,236,262,293,310,342,373,407,428,445,474,517,549,579,606,649,675,721,737,772,827,850,865,873,900,915,935,947,959,963,971,985,991,998,1007,1008,1011,1018,1019,1020,1024,1026,1034,1037,1040,1043,1044,1045,1046,1048,1049,1050,1051,1052,1053,1055,1055,1056,1056,1057,1057,1058,1058,1058,1058,1059,1059,1060,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1062,1062,1064,1064,1064,1064,1065,1065,1066,1066,1066,1066,1066,1066,1066,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1069,1069,1071,1071,1071,1071,1071,1071,1071,1071,1071,1071,1071,1071,1072,1074,1074,1075,1075,1076,1077,1077,1078,1080,1080,1080,1081,1081,1083,1083,1083,1085,1085,1085,1085,1085,1085,1085,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1087,1087,1087,1087,1087,1087,1087,1087,1088,1088,1089,1089,1089,1089,1089,1089,1089,1089,1092,1092,1092,1092,1092,1092,1093,1095,1097,1097,1097,1097,1097,1097,1100,1100,1101,1102,1102,1102,1104,1109,1111,1113,1114,1118,1119,1121,1125,1128,1129,1132,1134,1134,1136,1142,1144,1146,1151,1154,1155,1160,1168,1179,1190,1227,1243,1257,1266,1280,1290,1305,1315,1332,1343,1358,1364,1368,1376,1383,1389,1393,1402,1409,1415,1420,1426,1430,1436,1442,1443,1445,1447,1454,1458,1465,1465,1465,1465,1478,1480,1483,1486,1497,1499,1501,1505,1508,1520,1523,1525,1528,1528,1533,1534,1542,1548,1550,1554,1557,1557,1561,1564,1565,1570,1570,1571,1571,1572,1576,1576,1577,1580,1580,1581,1582,1583,1584,1584,1584,1585,1586,1587,1588,1590,1590,1592,1593,1594,1597,1600,1602,1604,1608,1609,1610,1613,1616,1624,1634,1638,1641,1642,1643,1646,1649,1651,1657,1659,1659,1664,1665,1665,1665,1669,1670,1670,1672,1674,1677,1680,1682,1688,1690,1691,1696,1699,1704,1709,1711,1711,1714,1716,1719,1728,1732,1739,1741,1747,1749,1754,1756,1763,1768,1775,1781,1783,1786,1792,1800,1807,1822,1831,1856,1894,1938,1990,2053,2119,2215,2290,2360,2427,2575,2708,2854,3007,3182,3364,3591,3754,3917,4034,4152,4297,4407,4524,4610,4736,4827,4917,5000,5065,5149,5213,5286,5335,5387,5424,5457,5497,5530,5550,5567,5579,5593,5618,5633,5651,5663,5680,5694,5707,5721,5726,5736,5742,5749,5751,5759,5773,5784,5789,5791,5791,5793,5793,5798,5814,5825,5828,5831,5832,5836,5840,5842,5850,5853,5854,5861,5862,5864,5865,5866,5869,5869,5870,5870,5870,5870,5870,5873,5873,5873,5880,5880,5882,5882,5882,5883,5885,5885,5886,5887,5887,5887,5887,5893,5895,5899,5900,5900,5900,5907,5908,5911,5918,5919,5919,5919,5928,5929,5938,5946,5956,5956,5956,5973,5982,5989,5990,5999,5999,5999,6030,6031,6038,6042,6047,6054,6065,6072,6076,6090,6107,6117,6149,6178,6188,6254,6260,6294,6312,6312,6312,6367,6392,6411,6452,6486,6486,6486,6569,6598,6638,6638,6715,6715,6715,6800,6839,6864,6893,6918,6945,6961,6977,7011,7033,7059,7077,7114,7133,7155,7161,7166,7185,7208,7208,7208,7265,7272,7298,7328,7354,7354,7354,7413,7424,7462,7512,7550,7550,7550,7661,7717,7746,7746,7815,7815,7815,7913,7944,7963,7985,8012,8012,8012,8072,8100,8119,8141,8169,8169,8169,8227,8288,8322,8362,8381,8381,8381,8427,8448,8481,8532,8655,8784,8895,9009,9136,9314,9601,9995,10421,10897,11382,11904,12441,13130,13741,14310,14888,15469,16030,16616,17127,17745,18454,19638,20658,21678,21678,22520,23265,23265,23265,25925,26741,27357,28194,28736,28736,28736,30950,31445,31860,32387,33083,33083,33083,34689,35051,35543,35889,36255,36255,36255,37803,38059,38333,38728,39129,39129,39129,40454,40767,40986,41351,41716,41716,41716,42657,42815,43041,43264,43506,43506,43506,44240,44240,44351,44551,44738,44738,44738,44908,45795,46012,46374,46795,46795,46795,47089,47089,47089,47089,48471,48471,48471,48471,48471,48471,48471,48471,48471,48471,51359,51359,51359,51359,54812,54812,54812,54812,54812,54812,54812,59000,59000,59000,59000,59000,59000,59000,59000,65991,65991,65991,65991,65991,72903,72903,72903,72903,72903,72903,72903,72903,80411,80411,80411,80411,80411,80411,80411,85847,85847,85847,85847,85847,85847,85847,89262,89262,89262,89262,89262,89262,89262,92380,92380,92380,92380,92380,92380,92380,94893,94893,94893,94893,94893,94893,94893,96477,96477,96477,96477,96477,96477,96477,98040,98040,98040,98040,98040,98040,98040,99514,101990,101990,101990,101990,101990,101990,101990,103561,103561,103561,103561,103561,103561,103561,105032,105032,105032,105032,105032,105032,105032,106707,106707,106707,106707,106707,106707,106707,106707,106707,106707,106707,106707,106707,108125,108125,108125,108125,108125,108125,108125,111769,111769,111769,111769,111769,111769,111769,113669,113669,113669,113669,113669,113669,113669,115417,115417,115417,115417,115417,115417,115417,117142,117142,117142,117142,117142,117142,117142,118671,118671,118671,118671,118671,118671,118671,120055,120055,120055,120055,120055,120055,120055,121380,121380,121380,121380,121380,121380,121380,122458,122458,122458,122458,122458,122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+,Congo 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+,Costa Rica,9.7489,-83.7534,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,5,9,9,13,22,23,26,27,35,41,50,69,89,117,134,158,177,201,231,263,295,314,330,347,375,396,416,435,454,467,483,502,539,558,577,595,612,618,626,642,649,655,660,662,669,681,686,687,693,695,697,705,713,719,725,733,739,742,755,761,765,773,780,792,801,804,815,830,843,853,863,866,882,897,903,911,918,930,951,956,984,1000,1022,1047,1056,1084,1105,1157,1194,1228,1263,1318,1342,1375,1461,1538,1612,1662,1715,1744,1796,1871,1939,2058,2127,2213,2277,2368,2515,2684,2836,2979,3130,3269,3459,3753,4023,4311,4621,4996,5241,5486,5836,6485,6845,7231,7596,8036,8482,8986,9546,9969,10551,11114,11534,11811,12361,13129,13669,14600,15229,15841,16344,16800,17290,17820,18187,18975,19402,19837,20417,21070,22081,22802,23286,23872,24508,25057,26129,26931,27737,28465,29084,29643,30409,31075,32134,33084,33820,34463,35305,36307,37292,38485,39699,39699,41287,42184,43305,44458,45680,46920,46920,48780,49897,51224,52549,53969,55454,55454,57361,58137,59516,60818,62374,63712,63712,65602,66689,68059,69459,70816,72049,72049,73714,74604,75760,76828,77829,79182,79182,81129,82142,83497,84828,86053,87439,87439,89223,90238,91780,93152,94348,95514,95514,97075,97922,99425,100616,101826,103088,103088,104460,105322,106553,107570,108866,109971,109971,111257,112120,113261,114367,115417,116363,116363,117587,118566,119768,120939,122123,123223,123223,124592,125590,127012,128231,129418,129418,129418,132295,133190,134520,135742,137093,137093,137093,139638,140172,141340,142505,143685,143685,143685,146421,147430,148688,149815,150947,150947,150947,153169,154096,155263,156388,157472,157472,157472,159893,160804,161942,162990,162990,162990,162990,165762,166799,168114,169321,169321,169321,169321,172436,173591,175038,176407,177614,177614,177614,180061,181093,182156,183242,184187,184187,184187,186016,186877,187712,188477,189308,189308,189308,190745,191345,192066,192637,193276,193276,193276,194569,195009,195537,195992,196438,196438,196438,197435,197852,198338,198756,199187,199187,199187,200024,200454,200888,201241,201678,201678,201678,202674,203097,203496,203914,204341,204341,204341,205086,205514,205890,206293,206640,206640,206640,206640,207832,207832,207832,209093,209093,209093,209093,210447,210447,210447,211903,211903,211903,211903,213438,213438,213438,215178,215178,215178,215178,216764,216764,216764,216764,216764,216764,216764,219846,219846,219846,222544,222544,222544,222544,225343,225343,227533,228577,228577,228577,230837,231967,233498,235274,236930,238760,238760,241240,243167,245601,248382,250991,250991,250991,256676,257980,260535,263094,265486,265486,265486,271478,273714,276887,279926,282741,282741,282741,288626,290920,293820,296632,299219,299219,299219,304529,306899,309486,311922,314102,314102,314102,318986,321279,323598,325779,327979,327979,327979,331920,333820,336007,338048,339900,339900,339900,343604,345312,347157,349026,350630,350630,350630,354095,355620,357523,359266,361005,361005,361005,364304,366161,367938,369540,371206,371206,371206,374324,375812,377091,378938,380482,380482,380482,380482,385069,386722,388298,389798,389798,389798,392781,394135,395667,397469,398608,398608,398608,398608,402044,403511,405206,406814,406814,406814,406814,411123,412918,414745,416677,416677,416677,420462,422344,424472,426474,428295,428295,428295,432149,434081,436276,438587,440647,440647,440647,445442,447672,450291,452997,455784,455784,455784,461145,463726,466574,469565,472315,472315,472315,478144,481100,483984,486959,489784,489784,489784,489784,496736,499461,502362,505163,505163,505163,510653,513384,515931,518632,521182,521182,521182,525999,528077,530113,532185,533873,533873,533873,537916,539422,541036,542653,544021,544021,544021,546595,547914,549084,550134,551144,551144,551144,552953,553661,554604,554604,555970,555970,555970,557165,557922,558654,559250,559698,559698,559698,560563,561054,561432,561829,562316,562316,562316,562966,563290,563290,563924,564159,564159,564159,564662,564901,565096,565347,565548,565548,565548,565952,566119,566296,566429,566560,566560,566560,566560,566839,566959,567263,567383,567383,567383,567614,567706,567706,567906,567995,567995,567995,567995,568305,568373,568428,568538,568538,568538,568538,568860,568860,568860,568860,568860,568860,568860,570556,570556,570556,570556,570556,570556,570556,575871,578413,581394,584547,584547,584547,591745,595795,599965,604658,609882,609882,609882,620587,625952,631311,637327,643496,643496,643496,643496,661684,668209,675178,682480,682480,682480,694865,701471,708560,715749,721971,721971,721971,733708,739844,745949,751605,757093,757093,757093,766520,771027,775318,779323,783437,783437,783437,790444,793835,797030,799826,802472,802472,802472,806928,809131,811040,812812,814583,814583,814583,817538,818996,820445,821813,822935,822935,822935,825158,826251,827346,828442,829400,829400,829400,831152,832054,832966,833909,834726,834726,834726,834726,834726,837828,838537,839368,839368,839368,839368,841343,841343,841343,841343,841343,841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Salvador,13.7942,-88.8965,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,3,3,3,5,9,13,13,19,24,30,32,32,41,46,56,62,69,78,93,103,117,118,125,137,149,159,164,177,190,201,218,225,237,250,274,274,298,323,345,377,395,424,446,490,555,587,633,695,742,784,889,958,998,1037,1112,1210,1265,1338,1413,1498,1571,1640,1725,1819,1915,1983,2042,2109,2194,2278,2395,2517,2582,2653,2705,2781,2849,2934,3015,3104,3191,3274,3373,3481,3603,3720,3826,3941,4066,4200,4329,4475,4626,4808,4973,5150,5336,5517,5727,5934,6173,6438,6736,7000,7267,7507,7777,8027,8307,8566,8844,9142,9391,9674,9978,10303,10645,10957,11207,11508,11846,12207,12582,12975,13377,13792,14221,14630,15035,15446,15841,16230,16632,17050,17448,17843,18262,18701,19126,19544,19978,20423,20872,21269,21644,21993,22314,22619,22912,23193,23462,23717,23964,24200,24420,24622,24811,24986,25140,25284,25415,25537,25635,25729,25820,25904,26000,26099,26206,26308,26413,26511,26602,26688,26773,26851,26928,27009,27088,27163,27249,27346,27428,27553,27798,27954,28201,28415,28630,28722,28630,28809,28981,29077,29175,29269,29358,29450,29539,29634,29737,29842,29951,30070,30196,30335,30480,30766,31061,31265,31456,31666,31826,31975,32120,32262,32421,32585,32752,32925,33090,33264,33445,33631,33826,34015,34214,34404,34577,34782,34966,35145,35326,35509,35684,35862,36030,36195,36358,36516,36669,36819,36965,37109,37250,37404,37562,37719,37884,38058,38228,38405,38586,38758,38941,39130,39327,39515,39718,39930,40131,40345,40551,40741,40946,41163,41394,41631,41880,42132,42397,42641,42914,43195,43477,43772,44058,44328,44619,44892,44892,45157,45415,45684,45960,46242,46515,46803,46803,47087,47355,47645,47948,48255,48574,48905,49224,49539,49859,50157,50467,50784,51107,51437,51772,52094,52388,52672,52949,53218,53479,53738,53989,54241,54488,54723,54966,55195,55416,55623,55821,56025,56237,56442,56653,56859,57046,57229,57428,57638,57839,58023,58200,58374,58546,58728,58903,59071,59235,59396,59555,59712,59866,60021,60181,60337,60491,60640,60800,60952,61101,61251,61398,61539,61677,61814,61947,62086,62229,62377,62531,62691,62853,63017,63188,63344,63490,63631,63766,63900,64039,64168,64298,64431,64573,64726,64875,65030,65180,65337,65491,65491,65491,65491,65491,65491,66489,66489,66816,66956,67099,67249,67404,67557,67557,67851,68007,68161,68318,68468,68468,68468,68922,68922,69198,69198,69198,69198,69727,69727,69997,69997,70255,70255,70380,70380,70380,70915,70915,70915,71330,71479,71479,71479,71479,71479,72220,72220,72220,72220,72821,72821,72821,73246,73246,73246,73702,73702,73702,74141,74141,74141,74141,74141,74983,74983,75351,75351,75351,75351,75351,76297,76495,76495,76697,76697,77100,77484,77484,77484,77484,77484,77484,78572,78766,78766,78766,78766,78766,79790,79790,80235,80235,80235,80932,80932,80932,81644,81644,82130,82363,82605,82852,82852,82852,82852,82852,84144,84144,84691,84691,84691,84691,85779,86059,86059,86620,86620,86620,87498,87498,87498,88371,88371,88371,88371,88371,88371,90129,90129,90129,90129,90129,90129,90129,92135,92416,92686,92686,92686,92686,92686,94060,94060,94060,94060,94060,94060,94060,96067,96067,96067,96067,96067,96067,96067,96067,98122,98122,98122,98122,99701,99701,99701,99701,99701,99701,99701,102024,102024,102024,102024,102024,102024,102024,104348,104348,104348,104348,104348,104348,104348,104348,104348,107335,107664,107664,107664,107664,107664,107664,107664,109881,110188,110188,110188,110188,110188,110188,110188,112290,112290,112290,112290,113422,113422,113422,113422,113422,113422,113422,113422,113422,113422,113422,116258,116258,116258,116258,117350,117350,117544,117722,117884,118041,118041,118041,118041,118041,118041,118041,118041,118041,118041,118041,118041,118919,119803,119803,119803,119803,119803,119803,119803,119803,119803,119803,119803,119803,119803,119803,121127,121200,121267,121267,121384,121437,121484,121530,121530,121623,121623,121661,121741,121741,121741,121741,121741,121741,121945,121945,121945,121945,122063,122063,122063,122063,122234,122234,122469,122628,122628,123025,123025,123577,123577,123577,123577,123577,123577,123577,127012,127012,127012,127012,127012,127012,127012,127012,133262,134155,135109,135109,135109,135109,135109,135109,135109,135109,135109,135109,135109,135109,135109,135109,147786,147786,147786,147786,147786,147786,147786,147786,147786,147786,147786,147786,147786,147786,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,160305,160942,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161570,161570,161570,161570,161570,161570,161945,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162755,162755,162755,162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+,Equatorial Guinea,1.6508,10.2679,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,4,6,6,6,6,9,9,9,12,12,12,12,12,12,15,15,16,16,16,16,16,18,18,18,18,21,21,41,51,51,79,79,79,79,83,84,84,214,258,258,258,315,315,315,315,315,315,315,315,439,439,439,439,439,439,439,522,583,594,594,594,719,825,890,903,960,960,960,1043,1043,1043,1043,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1664,1664,1664,1664,1664,1664,1664,1664,1664,2001,2001,2001,2001,2001,2001,2001,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4892,4892,4926,4926,4926,4926,4926,4928,4928,4941,4941,4941,4941,4965,4965,4965,4972,4972,4972,4985,4985,4990,4990,4996,4996,4996,5000,5000,5000,5002,5002,5002,5002,5002,5018,5018,5018,5018,5028,5028,5028,5030,5030,5045,5045,5045,5045,5045,5052,5052,5062,5063,5063,5063,5066,5066,5068,5068,5068,5070,5070,5070,5074,5074,5074,5074,5079,5079,5079,5083,5083,5083,5083,5088,5088,5089,5089,5089,5092,5092,5092,5092,5092,5102,5102,5104,5104,5104,5104,5104,5121,5121,5121,5121,5130,5130,5137,5137,5137,5146,5146,5153,5153,5153,5156,5156,5159,5159,5159,5159,5166,5166,5183,5183,5183,5185,5185,5185,5195,5195,5214,5214,5214,5214,5231,5231,5236,5236,5236,5236,5248,5248,5248,5264,5277,5277,5277,5277,5279,5279,5286,5286,5289,5289,5289,5296,5296,5316,5316,5316,5356,5356,5365,5365,5365,5365,5401,5401,5401,5454,5454,5492,5492,5516,5516,5516,5534,5534,5534,5534,5578,5578,5578,5614,5614,5658,5663,5663,5694,5694,5694,5694,5694,5747,5747,5798,5798,5798,5852,5852,5852,5957,6005,6005,6095,6095,6210,6210,6210,6329,6329,6371,6371,6371,6456,6456,6562,6562,6562,6603,6603,6666,6666,6736,6736,6780,6780,6851,6851,6851,6902,6902,6914,6914,6914,7008,7008,7008,7008,7059,7059,7059,7059,7059,7219,7219,7219,7219,7259,7259,7259,7259,7259,7259,7505,7505,7505,7559,7559,7559,7559,7559,7559,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,8436,8436,8436,8436,8476,8476,8476,8476,8476,8529,8529,8529,8572,8572,8572,8572,8626,8626,8626,8640,8640,8640,8640,8650,8650,8662,8662,8662,8680,8698,8698,8698,8708,8708,8708,8712,8712,8723,8723,8723,8734,8734,8742,8742,8759,8759,8759,8775,8775,8790,8790,8790,8790,8815,8815,8828,8828,8828,8828,8828,8828,8848,8848,8848,8863,8863,8863,8863,8880,8880,8880,8880,8880,8880,8911,8911,8928,8928,8940,8940,8951,8951,8951,8951,8951,8951,8972,8972,8972,8972,9010,9010,9049,9049,9049,9049,9096,9173,9173,9173,9173,9326,9326,9477,9477,9477,9760,9760,9760,9939,9939,9939,10284,10284,10498,10498,10498,10498,10792,11063,11063,11063,11063,11063,11544,11544,11806,11806,11806,11806,11806,11806,12214,12362,12362,12362,12362,12532,12532,12532,12657,12657,12657,12657,12786,12786,12840,12840,12840,12840,12840,13020,13020,13097,13097,13097,13166,13166,13166,13236,13236,13236,13304,13368,13368,13368,13377,13377,13407,13407,13407,13407,13459,13459,13459,13485,13485,13485,13485,13485,13519,13519,13519,13525,13538,13538,13538,13547,13547,13547,13579,13579,13579,13579,13592,13592,13599,13599,13599,13599,13599,13599,13599,13599,13612,13612,13612,13612,13612,13617,13617,13618,13618,13618,13618,13618,13618,13623,13623,13630,13630,13630,13637,13637,13710,13710,13710,13710,13710,13710,13876,13876,14401,14401,14401,14871,14871,14871,14871,15319,15319,15319,15492,15492,15558,15558,15558,15690,15690,15732,15732,15774,15774,15802,15802,15802,15802,15828,15828,15828,15845,15845,15845,15850,15850,15850,15853,15853,15859,15859,15859,15869,15869,15870,15870,15870,15870,15874,15874,15874,15877,15877,15877,15877,15884,15884,15885,15885,15885,15889,15889,15894,15894,15894,15894,15894,15895,15895,15898,15898,15898,15899,15899,15899,15899,15899,15902,15999,15999,15999,15999,15999,16000,16000,16000,16000,16000,16000,16000,16000,16000,16001,16001,16001,16001,16001,15904,15904,15906,15906,15906,15906,15906,15906,15907,15907,15907,15907,15907,15907,15907,15907,15907,15907,15907,15907,15907,15907,15908,15908,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15914,15915,15915,15915,15921,15921,15923,15923,15923,15924,15924,15924,15927,15931,15933,15937,15937,15937,15945,15945,15945,15945,15951,15951,15951,15951,15955,15962,15962,15995,15995,15995,15995,16034,16034,16034,16087,16087,16087,16114,16191,16191,16191,16383,16383,16383,16467,16504,16504,16504,16584,16584,16584,16621,16621,16654,16654,16654,16654,16654,16704,16704,16708,16708,16723,16723,16723,16741,16741,16741,16741,16771,16776,16776,16785,16789,16789,16795,16892,16892,16892,16898,16898,16914,16914,16917,16917,16917,16920,16937,16938,16938,16945,16945,16945,16946,16950,16956,16956,16957,16957,16957,16957,16962,16964,16964,16965,16965,16965,16965,16970,16990,16991,16991,16991,16991,16991,16994,17006,17006,17009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Caledonia,France,-20.904305,165.618042,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,4,4,8,10,14,14,15,15,15,15,16,16,18,18,17,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,19,19,19,19,20,20,20,20,20,20,20,20,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,28,28,28,28,28,28,29,29,29,29,29,29,29,30,30,30,30,30,30,30,30,30,32,32,32,32,32,32,32,32,32,33,33,33,34,35,35,35,35,35,36,36,36,36,36,36,36,37,37,37,37,37,37,38,38,38,38,38,38,38,38,38,38,38,38,40,40,40,40,40,40,40,40,40,40,40,40,41,44,44,44,44,44,44,44,44,44,44,44,44,44,47,47,47,47,47,47,47,47,49,49,50,50,50,50,52,52,52,52,52,52,55,55,55,55,55,55,55,57,58,58,58,58,58,58,58,58,58,67,67,70,74,81,88,91,93,93,95,95,106,115,116,116,116,116,120,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,123,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,125,125,125,125,125,125,126,126,126,126,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,131,131,131,131,131,131,133,133,133,134,134,134,134,134,134,134,134,134,134,134,134,134,134,134,134,134,134,134,134,134,134,135,135,135,135,135,135,135,136,136,136,136,136,136,136,136,136,136,143,152,202,253,401,701,957,1348,1348,2460,2843,3401,3531,3603,4396,4727,5805,5805,5959,6185,6379,6838,7176,7428,7619,7932,7987,8142,8506,8656,8860,9011,9100,9166,9186,9417,9665,9767,9861,9933,9977,10070,10163,10213,10305,10388,10454,10482,10553,10687,10768,10848,10909,10948,10968,10985,11052,11129,11182,11235,11294,11306,11350,11404,11466,11506,11533,11563,11573,11620,11698,11769,11799,11840,11863,11871,11909,11954,11992,12033,12067,12099,12105,12139,12159,12295,12321,12331,12331,12331,12385,12409,12427,12457,12479,12479,12479,12515,12525,12525,12557,12581,12581,12581,12638,12655,12670,12701,12701,12701,12701,12717,12717,12826,12826,12826,12826,12826,12854,12990,13033,13084,13116,13116,13116,13161,13265,13383,13457,13536,13536,13536,13829,14157,14527,14854,15195,15195,15195,16000,16626,17212,17903,18643,18643,18643,20486,22001,23231,24491,25780,25780,25780,28628,30981,32895,33996,35043,35043,35043,38386,40344,41681,42848,43885,43885,43885,45326,45462,51410,52321,53007,53007,53007,54177,54856,55502,56188,56833,56833,56833,58091,58733,59163,59299,59299,59299,59299,59489,59625,59752,59843,59921,59921,59921,59997,60113,60177,60220,60268,60268,60268,60303,60355,60391,60391,60413,60413,60413,60425,60463,60481,60492,60494,60494,60494,60498,60498,60521,60521,60521,60521,60521,60521,60521,60593,60593,60593,60593,60593,60593,60593,60653,60653,60653,60653,60653,60653,60749,60885,60885,60885,60885,60885,60885,60885,61185,61185,61185,61185,61185,61185,61185,61650,61650,61650,61650,61650,61650,61880,62016,62016,62016,62016,62016,62016,62193,62329,62329,62329,62329,62329,62329,62487,62623,62623,62623,62623,62623,62623,62866,63002,63002,63002,63002,63002,63002,63379,63515,63515,63515,63515,63515,63515,64201,64337,64337,64337,64337,64337,64337,65271,65407,65407,65407,65407,65407,65407,66596,66732,66732,66732,66732,66732,66732,67999,68135,68135,68135,68135,68135,68135,69660,69796,69796,69796,69796,69796,69796,70937,71410,71073,71073,71073,71073,71073,72226,72362,72362,72362,72362,72362,72362,72980,73116,73116,73116,73116,73116,73116,73497,73633,73633,73633,73633,73633,73633,73798,74102,74102,74102,74102,74102,74102,74102,74125,74125,74125,74125,74125,74125,74125,74222,74222,74222,74222,74222,74222,74222,74275,74275,74275,74275,74275,74275,74275,74288,74288,74288,74288,74288,74288,74288,74315,74315,74315,74315,74315,74315,74315,74315,74346,74346 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+Saint Barthelemy,France,17.9,-62.8333,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,3,3,3,3,1,1,1,1,1,1,1,3,3,3,3,3,3,3,3,3,3,3,3,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,8,8,8,8,9,9,9,9,9,9,9,13,13,13,13,13,13,13,13,13,16,16,16,16,16,16,16,16,17,17,17,18,18,18,18,18,18,18,18,18,18,18,18,21,21,21,21,21,23,23,23,23,23,23,23,23,45,45,45,48,48,48,48,48,48,62,62,62,62,62,62,62,62,65,65,65,65,65,67,72,72,72,72,72,72,77,77,77,83,83,83,83,83,89,89,89,89,89,90,90,90,90,90,90,90,90,109,109,109,109,109,109,127,127,127,127,127,127,127,127,127,127,127,127,152,152,152,152,152,152,152,164,164,164,164,164,164,164,172,172,172,172,172,182,182,182,182,182,182,182,189,189,189,189,189,190,190,190,190,191,191,191,191,191,191,191,224,224,224,224,224,224,224,281,281,281,281,376,376,376,376,376,376,376,376,379,379,379,379,379,379,379,379,379,425,425,425,425,425,475,475,475,475,475,475,475,475,475,533,533,533,533,612,612,612,612,612,612,612,671,671,671,671,671,671,671,671,725,725,725,725,725,725,725,776,776,776,776,776,776,776,857,857,857,857,857,857,910,910,910,910,910,910,910,928,928,928,928,928,928,928,928,954,954,954,954,954,954,954,976,976,976,976,976,976,976,988,988,988,988,988,988,994,994,994,994,994,994,994,994,1010,1010,1010,1010,1010,1010,1010,1016,1016,1016,1016,1016,1016,1016,1023,1023,1023,1023,1023,1023,1023,1029,1029,1029,1029,1029,1029,1029,1032,1032,1032,1032,1032,1032,1032,1040,1040,1040,1040,1040,1040,1040,1043,1043,1043,1043,1043,1043,1043,1046,1046,1046,1046,1046,1046,1046,1052,1052,1052,1052,1052,1052,1057,1057,1057,1057,1057,1057,1057,1065,1065,1065,1065,1065,1065,1065,1221,1335,1335,1335,1335,1335,1335,1389,1399,1399,1453,1453,1453,1453,1453,1479,1479,1532,1532,1532,1532,1553,1553,1553,1553,1553,1553,1553,1592,1592,1592,1592,1592,1592,1592,1592,1592,1593,1593,1607,1607,1607,1607,1607,1607,1613,1613,1613,1613,1613,1613,1624,1624,1624,1624,1624,1624,1624,1624,1624,1634,1634,1634,1634,1634,1634,1634,1649,1649,1649,1649,1649,1649,1649,1658,1658,1658,1658,1658,1658,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1660,1660,1660,1660,1660,1661,1661,1661,1661,1661,1661,1661,1661,1661,1661,1661,1661,1661,1666,1666,1666,1666,1666,1666,1666,1666,1672,1672,1672,1672,1672,1672,1674,1674,1674,1674,1674,1674,1674,1683,1683,1683,1683,1683,1683,1683,1683,1692,1692,1692,1692,1692,1692,1725,1726,1726,1895,1895,1895,1895,1895,1955,1955,2363,2363,2363,2363,2363,2390,2390,2927,2927,2927,2927,2952,2952,2952,3282,3282,3282,3282,3282,3282,3282,3435,3435,3435,3435,3435,3435,3435,3435,3435,3435,3435,3435,3435,3435,3687,3687,3687,3687,3687,3687,3687,3735,3735,3735,3735,3735,3735,3735,3758,3758,3758,3758,3758,3758,3758,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3805,3805,3805,3805,3805,3805,3805,3883,3883,3883,4150,4150,4150,4150,4150,4150,4150,4313,4313,4313,4313,4313,4313,4313,4432,4432,4432,4432,4432,4432,4432,4432,4432,4432,4432,4443,4443,4443,4544,4544,4544,4544,4544,4544,4544,4575,4575,4575,4575,4575,4575,4575,4611,4611,4611,4611,4611,4611,4611,4611,4611,4611,4611,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4646,4646,4646,4646,4646,4646,4646,4671,4671,4671,4671,4671,4671,4671,4697,4697,4697,4697,4697,4697,4697,4740,4740,4740,4740,4740,4740,4740,4845,4845,4845,4845,4845,4845,4845,4954,4954,4954,4954,4954,4954,4954,5055,5055,5055,5055,5055,5055,5055,5138,5138,5138,5138,5138,5138,5138,5138,5138,5138,5138,5138,5138,5177,5208,5208,5208,5208,5208,5208,5208,5208,5208,5208,5208,5208,5208,5208,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5285,5285,5285,5285,5285,5285,5285,5285,5285,5285,5285,5285,5285,5285,5302,5302,5302,5302 +Saint Pierre and Miquelon,France,46.8852,-56.3159,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,6,9,9,9,10,10,11,11,11,11,11,11,11,11,11,11,11,12,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,14,14,14,14,14,14,14,14,14,14,14,14,14,15,15,15,15,15,15,15,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,23,23,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,33,33,33,33,34,34,34,44,50,54,59,61,61,61,67,70,84,85,86,86,86,88,91,91,91,94,94,94,95,96,96,96,96,96,96,96,96,96,96,98,98,98,98,98,98,100,100,100,100,100,100,113,113,113,113,113,113,268,316,354,385,415,415,494,524,553,598,630,652,681,696,774,774,813,839,856,875,891,934,946,953,964,976,976,985,997,1002,1009,1020,1030,1033,1033,1040,1042,1047,1047,1047,1058,1063,1063,1063,1070,1070,1070,1070,1070,1087,1087,1087,1102,1102,1102,1125,1125,1220,1256,1316,1316,1316,1316,1554,1554,1693,1693,1693,1693,1693,1781,1781,1930,1930,1930,1930,1930,1930,1957,1957,2236,2236,2236,2236,2236,2236,2236,2418,2509,2509,2509,2509,2537,2537,2537,2537,2537,2537,2537,2537,2537,2641,2641,2641,2641,2641,2641,2641,2701,2701,2701,2701,2701,2701,2727,2727,2727,2727,2727,2739,2739,2739,2739,2739,2739,2739,2739,2739,2739,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2762,2765,2765,2765,2765,2765,2765,2765,2765,2765,2767,2767,2767,2767,2767,2767,2767,2767,2767,2767,2767,2767,2779,2779,2779,2779,2779,2779,2779,2779,2779,2857,2857,2857,2857,2857,2970,2970,2970,2970,2970,2970,2970,2970,2970,3026,3026,3026,3026,3026,3026,3083,3083,3083,3083,3083,3083,3083,3112,3112,3112,3112,3112,3112,3112,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3166,3166,3166,3166,3166,3166,3166,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3231,3231,3231,3231,3231,3231,3231,3231 +St Martin,France,18.0708,-63.0501,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,2,2,2,3,4,4,4,8,5,8,8,11,11,12,12,12,18,18,21,22,22,24,29,31,31,31,32,32,33,33,33,35,35,35,35,37,37,37,37,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,40,40,40,40,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,42,42,42,42,42,42,42,42,42,42,42,42,42,43,43,43,43,43,44,44,44,44,44,44,44,44,44,44,44,44,44,46,46,46,46,46,46,46,46,49,49,49,49,53,53,53,53,53,53,53,53,53,53,53,78,78,84,84,92,92,109,109,109,121,121,121,121,176,176,176,176,198,198,198,213,213,213,213,213,239,239,239,239,239,239,239,256,256,256,256,256,330,330,330,330,330,330,330,330,367,367,367,383,383,383,383,383,383,412,412,412,412,412,412,412,412,466,466,466,466,466,501,531,531,531,531,531,531,538,538,538,542,542,542,566,566,591,591,591,591,591,604,604,604,604,604,604,604,604,655,655,655,655,655,655,690,690,690,690,690,690,690,690,690,690,690,690,744,744,744,744,744,744,744,838,838,838,838,838,838,838,899,899,899,899,899,948,948,948,948,948,948,948,986,986,986,986,986,995,995,995,995,1002,1002,1002,1002,1002,1002,1002,1046,1046,1046,1046,1046,1046,1046,1117,1117,1117,1117,1191,1191,1191,1191,1191,1191,1191,1191,1289,1289,1289,1289,1289,1289,1289,1289,1289,1377,1377,1377,1377,1377,1456,1456,1456,1456,1456,1456,1456,1456,1456,1519,1519,1519,1519,1554,1554,1554,1554,1554,1554,1554,1581,1581,1581,1581,1581,1581,1581,1581,1612,1612,1612,1612,1612,1612,1612,1633,1633,1633,1633,1633,1633,1633,1657,1657,1657,1657,1657,1657,1687,1687,1687,1687,1687,1687,1687,1703,1703,1703,1703,1703,1703,1703,1703,1710,1710,1710,1710,1710,1710,1710,1728,1728,1728,1728,1728,1728,1728,1749,1749,1749,1749,1749,1749,1777,1777,1777,1777,1777,1777,1777,1777,1839,1839,1839,1839,1839,1839,1839,1895,1895,1895,1895,1895,1895,1895,2009,2009,2009,2009,2009,2009,2009,2113,2113,2113,2113,2113,2113,2113,2228,2228,2228,2228,2228,2228,2228,2314,2314,2314,2314,2314,2314,2314,2367,2367,2367,2367,2367,2367,2367,2420,2420,2420,2420,2420,2420,2420,2472,2472,2472,2472,2472,2472,2523,2523,2523,2523,2523,2523,2523,2579,2579,2579,2579,2579,2579,2579,2641,2641,2641,2707,2707,2707,2707,2755,2755,2755,2872,2872,2872,2872,2872,2943,2943,3092,3092,3092,3092,3147,3147,3147,3147,3147,3147,3147,3356,3356,3356,3356,3356,3356,3356,3356,3356,3363,3363,3544,3544,3544,3544,3544,3544,3659,3659,3659,3659,3659,3659,3740,3740,3740,3740,3740,3740,3740,3740,3740,3795,3795,3795,3795,3795,3795,3819,3819,3819,3819,3819,3819,3819,3819,3878,3878,3878,3878,3878,3878,3888,3888,3888,3888,3888,3888,3888,3920,3920,3920,3920,3920,3920,3920,3920,3920,3941,3941,3941,3941,3941,3975,3975,3975,3975,3975,3975,3993,3993,3993,3993,3993,3993,3993,4013,4013,4013,4013,4013,4013,4013,4013,4031,4031,4031,4031,4031,4031,4040,4040,4040,4040,4040,4040,4040,4059,4059,4059,4059,4059,4059,4059,4059,4075,4075,4075,4075,4075,4075,4118,4118,4118,4250,4250,4250,4250,4250,4250,4250,5148,5148,5148,5148,5148,5351,5351,7713,7713,7713,7713,7713,7713,7713,9143,9143,9143,9143,9143,9143,9143,9439,9439,9439,9439,9439,9439,9439,9439,9439,9439,9439,9439,9439,9439,9774,9774,9774,9774,9774,9774,9774,9827,9827,9827,9827,9827,9827,9827,9877,9877,9877,9877,9877,9877,9877,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9939,9939,9939,9939,9939,9939,9939,9988,9988,9988,10107,10107,10107,10107,10107,10107,10107,10176,10176,10176,10176,10176,10176,10176,10279,10279,10279,10279,10279,10279,10279,10279,10279,10279,10279,10316,10316,10316,10462,10462,10462,10462,10462,10462,10462,10537,10537,10537,10537,10537,10537,10537,10602,10602,10602,10602,10602,10602,10602,10602,10602,10602,10602,10668,10668,10668,10668,10668,10668,10668,10668,10668,10688,10688,10688,10688,10688,10688,10726,10726,10726,10726,10726,10726,10726,10800,10800,10800,10800,10800,10800,10800,10875,10875,10875,10875,10875,10875,10875,10952,10952,10952,10952,10952,10952,10952,11061,11061,11061,11061,11061,11061,11061,11224,11224,11224,11224,11224,11224,11224,11410,11410,11410,11410,11410,11410,11410,11535,11535,11535,11535,11535,11535,11535,11667,11667,11667,11667,11667,11667,11667,11667,11667,11667,11667,11667,11667,11774,11857,11857,11857,11857,11857,11857,11857,11857,11857,11857,11857,11857,11857,11857,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11978,11978,11978,11978,11978,11978,11978,11978,11978,11978,11978,11978,11978,11978,11992,11992,11992,11992 +Wallis and 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+Sint 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Nevis,17.357822,-62.782998,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,7,8,8,9,9,9,10,10,11,11,11,12,12,12,12,14,14,14,14,14,14,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,16,16,16,16,16,16,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,20,20,22,22,22,22,22,22,22,22,22,22,22,25,25,25,25,25,26,27,27,27,28,28,28,28,30,30,30,30,30,30,30,30,30,32,32,32,32,32,32,33,33,33,33,33,33,34,34,34,34,34,34,34,34,34,34,35,35,35,35,35,35,35,35,37,37,37,37,37,37,38,39,39,39,40,40,40,40,40,40,40,40,40,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,42,42,43,43,43,43,43,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,46,46,46,50,60,60,60,64,68,68,68,68,73,73,75,78,83,83,83,83,83,83,83,155,155,155,209,244,279,304,330,341,350,377,396,425,425,428,429,439,443,446,457,476,490,492,492,515,517,519,520,525,530,538,540,544,544,548,550,550,554,557,557,560,563,564,565,573,578,582,582,589,593,594,594,600,600,600,603,611,614,620,620,630,630,636,642,655,655,681,708,742,773,792,823,823,883,929,955,995,1024,1053,1053,1091,1121,1148,1148,1148,1148,1230,1279,1310,1352,1352,1439,1464,1476,1510,1556,1589,1589,1632,1632,1680,1680,1718,1762,1762,1800,1835,1872,1891,1891,1918,1965,1994,1994,2037,2073,2246,2294,2320,2361,2361,2412,2435,2466,2511,2525,2546,2550,2556,2574,2589,2591,2619,2623,2625,2637,2637,2657,2664,2668,2669,2669,2675,2686,2696,2701,2708,2708,2717,2717,2717,2730,2735,2736,2745,2749,2749,2753,2756,2764,2764,2764,2766,2767,2774,2774,2774,2777,2779,2782,2782,2786,2786,2787,2789,2789,2790,2790,2791,2791,2792,2795,2796,2796,2796,2796,2797,2798,2801,2801,2801,2808,2809,2815,2815,2822,2836,2843,2848,2877,2918,2918,2999,3043,3193,3252,3333,3489,3666,3904,4056,4145,4216,4339,4484,4645,4645,4882,4933,4968,5026,5065,5141,5190,5230,5254,5254,5254,5331,5368,5393,5419,5422,5422,5446,5453,5467,5469,5475,5475,5484,5488,5492,5495,5497,5498,5499,5505,5508,5511,5511,5518,5523,5523,5523,5523,5524,5525,5526,5530,5530,5530,5530,5530,5531,5533,5536,5536,5536,5537,5537,5538,5538,5540,5540,5541,5541,5541,5544,5544,5544,5548,5548,5548,5548,5548,5548,5548,5548,5549,5549,5549,5549,5549,5549,5549,5549,5550,5551,5551,5552,5553,5553,5554,5554,5554,5555,5555,5557,5559,5559,5561,5561,5561,5561,5561,5561,5562,5562,5562,5562,5562,5562,5566,5566,5566,5570,5570,5583,5587,5587,5591,5595,5596,5600,5602,5605,5605,5610,5622,5626,5643,5654,5669,5669,5671,5688,5697,5701,5707,5707,5719,5719,5729,5746,5757,5782,5798,5805,5809,5811,5821,5824,5824,5824,5851,5852,5873,5873,5890,5899,5899,5910,5913,5913,5924,5941,5941,5941,5941,5965,5992,6022,6065,6102,6157,6157,6157,6193,6228,6254,6266,6293,6293,6308,6332,6332,6355,6367,6367,6377,6383,6399,6399,6413,6422,6422,6422,6430,6435,6442,6453,6453,6453,6462,6462,6464,6467,6470,6470,6477,6477,6477,6477,6485,6485,6485,6485,6492,6492,6493,6493,6493,6495,6495,6495,6495,6499,6501,6507,6508,6509,6509,6509,6511,6512,6515,6517,6517,6517,6517,6524,6524,6524,6524,6524,6524,6532,6532,6536,6541,6541,6541,6541,6541,6541,6543,6543,6543,6543,6543,6543,6543,6543,6544,6544,6544,6544,6544,6545,6545,6545,6545,6545,6545,6545,6546,6546,6546,6547 +,Saint Lucia,13.9094,-60.9789,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,2,2,2,2,2,2,3,3,3,3,3,3,9,9,13,13,13,13,14,14,14,14,14,14,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,17,17,17,17,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,22,22,22,22,22,22,22,22,22,22,22,22,22,23,23,23,23,23,23,23,24,24,24,24,24,24,24,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,28,28,29,29,29,29,31,31,32,33,33,36,36,38,42,48,52,54,63,65,67,76,78,78,84,84,97,105,106,110,123,131,141,148,148,148,156,160,162,171,178,183,203,203,204,220,223,226,235,238,246,252,257,259,259,261,262,262,265,265,270,270,270,270,274,274,275,278,278,278,279,280,282,287,287,303,305,305,305,305,305,331,331,340,353,353,353,353,360,380,382,383,395,438,438,462,490,502,543,576,611,611,621,656,713,718,755,770,810,886,921,969,1029,1195,1195,1195,1411,1470,1479,1556,1556,1813,1813,2027,2027,2027,2415,2487,2487,2519,2519,2549,2576,2620,2620,2860,3078,3135,3142,3149,3149,3356,3356,3390,3390,3779,3803,3814,3814,3843,3866,3871,3902,3941,3966,3989,3989,4031,4053,4069,4083,4097,4113,4113,4121,4132,4149,4161,4172,4191,4191,4191,4202,4228,4238,4245,4265,4273,4273,4273,4297,4304,4312,4329,4347,4348,4355,4355,4355,4355,4398,4401,4401,4419,4419,4444,4455,4455,4463,4486,4502,4508,4508,4534,4552,4560,4560,4560,4573,4585,4607,4607,4654,4654,4690,4700,4725,4725,4788,4818,4818,4818,4871,4906,4923,4935,4935,4945,4945,4968,4980,5002,5035,5035,5053,5067,5072,5072,5102,5108,5108,5133,5138,5148,5156,5160,5168,5179,5179,5180,5186,5188,5188,5206,5211,5216,5218,5227,5238,5238,5262,5269,5278,5284,5292,5296,5302,5302,5302,5326,5326,5352,5363,5374,5380,5399,5399,5416,5430,5439,5455,5462,5470,5480,5481,5484,5496,5496,5516,5516,5520,5529,5529,5537,5567,5581,5610,5610,5632,5652,5671,5688,5713,5779,5837,5913,5949,5982,6112,6194,6287,6366,6475,6475,6578,6857,6955,6955,7111,7232,7232,7536,7713,7713,8050,8111,8155,8219,8322,8542,8887,9025,9149,9191,9258,9327,9403,9403,9527,9823,9823,9971,10082,10217,10344,10399,10520,10605,10624,10727,10852,10961,11053,11144,11231,11320,11459,11459,11573,11636,11693,11693,11709,11727,11833,11942,11970,11970,12017,12054,12095,12129,12129,12206,12228,12234,12280,12313,12331,12385,12411,12426,12433,12465,12486,12517,12536,12559,12559,12573,12586,12610,12645,12673,12688,12688,12748,12748,12757,12785,12808,12827,12835,12837,12844,12851,12872,12894,12894,12904,12909,12909,12927,12927,12954,12954,12977,12989,13000,13017,13017,13027,13027,13034,13048,13052,13067,13067,13086,13086,13086,13098,13105,13115,13127,13136,13136,13149,13166,13177,13209,13225,13248,13275,13302,13319,13357,13410,13473,13570,13640,13732,13816,13881,13974,14232,14414,14654,14874,15101,15372,15937,16505,16969,16969,17250,17531,17666,17871,18322,18746,19468,19680,19755,19967,20192,20417,20417,20798,20909,20942,20942,21081,21399,21399,21513,21513,21535,21768,21831,21873,21932,21932,22048,22121,22177,22269,22426,22468,22468,22468,22545,22568,22594,22627,22649,22649,22667,22694,22712,22729,22733,22733,22733,22779,22795,22808,22811,22822,22833,22833,22847,22853,22856,22862,22870,22878,22878,22884,22891,22892,22905,22907,22919,22919,22929,22941,22947,22953,22953,22959,22959,22964,22965,22977,22991,22998,23010,23029,23037,23045,23045,23045,23050,23050,23094,23094,23094,23111,23161,23161,23201,23239,23239,23285,23285,23285,23361,23394,23394,23394,23459,23482,23538,23612,23635,23635,23723,23778,23798,23978,23978,24164,24164,24267,24396,24514,24655,24780,24873,24873,24957,25054,25132,25315,25315,25538,25538,25593,25593,25593,25777,25877,25999,26092,26092,26206,26234,26250,26316,26453,26453,26538,26584,26629,26688,26704,26704,26722,26722,26763,26780,26816,26816,26885,26911,26937,26970,26984,27022,27022,27049,27094,27094,27094,27133,27133,27204,27252,27252,27252,27337,27337,27408,27408,27464,27464,27464,27464,27533,27533,27559,27654,27654,27654,27755,27755,27755,27843,27843,27966,27966,27966,27966,27966,28062,28161,28161,28161,28161,28233,28233,28233,28341,28341,28341,28341,28341,28379,28461,28542,28542,28542,28621,28621,28621,28621,28689,28689,28689,28689,28775,28775,28775,28832,28894,28894,28894,28894,28894,28894,28894,28894,28894,28894,28894,28959,28959,28959,28959,28959,28959,28959,28959,28959,28959,28959,29408,29408,29408,29408,29408,29408,29408,29408,29408,29517,29517,29517,29517,29550,29550,29550,29550,29550,29550,29550 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Grenadines,12.9843,-61.2872,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,3,7,7,7,8,8,12,12,12,12,12,12,12,12,12,12,12,12,12,13,13,14,14,14,15,15,16,16,16,16,16,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,18,18,18,18,18,18,18,18,25,26,26,26,26,26,26,26,26,26,27,27,27,27,27,27,27,27,27,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,35,35,35,35,35,35,38,44,50,50,52,52,52,52,52,52,52,52,52,54,54,55,55,55,56,56,56,56,57,57,57,57,57,57,57,57,58,58,58,58,58,58,58,58,58,58,60,60,60,60,60,61,61,61,61,61,61,62,62,62,62,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,65,67,67,67,68,68,68,73,73,73,73,74,74,74,74,74,75,75,75,75,76,76,76,76,76,76,77,77,78,78,78,78,83,83,84,84,84,84,84,84,84,84,85,85,85,85,85,85,87,87,87,87,87,87,90,91,94,94,98,98,98,100,100,100,100,104,104,107,108,108,108,109,109,109,113,115,121,121,122,124,124,133,149,149,149,225,249,249,284,284,340,450,450,478,494,602,602,690,690,720,738,746,746,827,827,896,896,901,901,1059,1059,1067,1170,1202,1269,1283,1283,1340,1370,1370,1418,1418,1453,1457,1462,1462,1494,1498,1503,1503,1511,1519,1519,1519,1556,1556,1628,1628,1645,1645,1645,1645,1663,1663,1663,1670,1674,1674,1680,1680,1680,1681,1681,1684,1692,1696,1696,1696,1696,1703,1715,1721,1723,1738,1739,1739,1748,1750,1754,1755,1758,1764,1765,1766,1774,1789,1790,1792,1806,1806,1812,1818,1819,1819,1819,1819,1819,1827,1827,1827,1830,1830,1839,1844,1850,1855,1864,1864,1882,1882,1882,1882,1889,1895,1912,1912,1922,1922,1926,1928,1932,1932,1937,1937,1940,1949,1954,1962,1973,1973,1978,1989,2006,2006,2014,2027,2027,2035,2044,2044,2044,2065,2068,2076,2076,2092,2092,2132,2132,2147,2156,2156,2158,2172,2178,2183,2192,2195,2196,2207,2207,2216,2216,2218,2219,2219,2225,2225,2227,2229,2229,2233,2238,2240,2240,2240,2241,2241,2242,2245,2245,2249,2258,2258,2260,2260,2263,2263,2266,2271,2271,2271,2271,2271,2280,2288,2288,2291,2291,2291,2297,2297,2298,2298,2298,2298,2299,2299,2301,2306,2307,2308,2308,2314,2314,2320,2320,2320,2320,2320,2320,2320,2321,2321,2321,2326,2331,2331,2336,2336,2348,2355,2358,2361,2371,2379,2385,2389,2391,2421,2446,2446,2487,2521,2559,2613,2613,2728,2791,2830,2848,2964,3071,3158,3247,3338,3359,3369,3423,3508,3563,3563,3676,3776,3838,3866,3965,3965,3965,4096,4096,4096,4096,4096,4096,4418,4623,4627,4637,4729,4786,4814,4814,4850,4860,4860,4905,4941,4951,4951,4995,4995,5012,5050,5073,5092,5092,5092,5123,5123,5167,5204,5257,5270,5270,5326,5326,5326,5359,5378,5391,5391,5414,5414,5446,5469,5500,5500,5500,5525,5525,5562,5579,5579,5579,5623,5623,5645,5645,5645,5692,5692,5722,5722,5723,5723,5723,5758,5758,5758,5758,5784,5810,5810,5828,5828,5828,5828,5843,5850,5850,5850,5850,5952,5991,5991,6039,6247,6247,6247,6247,6247,6562,6562,6575,6581,6581,6581,6599,6604,6604,6615,6615,6615,6615,6660,6662,9385,9447,9447,9447,9447,7903,7929,7939,7939,8035,8035,8035,8114,8134,8144,8144,8144,8144,8144,8246,8248,8248,8278,8278,8278,8278,8278,8297,8301,8303,8305,8305,8305,8309,8311,8311,8313,8316,8316,8316,8320,8321,8321,8321,8323,8323,8323,8323,8323,8326,8326,8326,8326,8326,8329,8330,8330,8330,8332,8332,8332,8333,8335,8335,8335,8335,8335,8335,8335,8338,8338,8339,8339,8339,8339,8342,8344,8344,8348,8348,8348,8348,8348,8352,8355,8378,8383,8383,8383,8394,8404,8406,8413,8419,8419,8419,8419,8425,8425,8428,8439,8439,8439,8450,8472,8479,8484,8494,8494,8494,8500,8527,8527,8570,8591,8591,8591,8591,8626,8641,8657,8670,8670,8670,8670,8670,8717,8741,8762,8762,8762,8762,8807,8807,8807,8883,8883,8883,8883,8916,8929,8936,8956,8956,8956,8956,8995,9000,9008,9026,9026,9026,9026,9038,9045,9051,9058,9058,9058,9058,9060,9075,9076,9083,9083,9083,9083,9127,9162,9183,9183,9183,9183,9183,9240,9240,9267,9282,9282,9282,9282,9321,9330,9330,9354,9354,9354,9354,9370,9370,9378,9390,9390,9390,9390,9396,9396,9396,9404,9404,9404,9404,9405,9405,9412,9412,9412,9412,9412,9414,9415,9415,9420,9420,9420,9420,9428,9428,9429,9430,9430,9430,9430,9430,9430,9430,9430,9430,9430,9446,9446,9446,9446,9446,9446,9446,9446,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9450 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Marino,43.9424,12.4578,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,9,9,16,22,24,27,37,49,60,60,64,77,77,77,102,104,109,126,151,175,187,187,208,218,223,228,228,230,236,236,236,245,252,259,266,277,279,308,344,344,356,356,371,372,393,426,426,455,461,462,476,488,501,513,513,538,538,553,563,569,580,580,582,582,589,608,632,632,632,637,647,647,647,647,652,652,668,668,668,670,672,672,672,672,672,672,672,687,687,687,687,687,687,687,695,695,695,695,695,695,695,695,695,695,695,695,695,709,709,713,713,713,713,713,713,713,713,713,713,713,713,713,713,713,713,713,713,713,713,716,716,716,716,716,716,716,716,716,716,716,716,716,716,716,716,716,716,716,716,716,716,716,716,716,716,716,716,717,717,717,717,717,719,719,719,719,719,719,719,719,719,726,726,726,726,726,730,730,732,733,733,735,735,735,735,735,735,735,735,735,735,735,741,741,741,741,741,741,742,742,742,742,742,742,742,746,746,746,746,746,749,749,750,750,750,750,750,751,751,752,752,766,766,766,766,772,772,781,784,784,784,789,794,796,802,819,844,844,852,883,903,929,958,958,958,958,994,1002,1043,1101,1101,1101,1114,1155,1190,1234,1253,1253,1290,1290,1321,1358,1373,1395,1427,1428,1428,1454,1492,1514,1554,1586,1609,1612,1650,1687,1714,1756,1789,1789,1800,1832,1834,1868,1908,1932,1947,1982,2025,2025,2049,2049,2107,2107,2135,2176,2206,2231,2264,2264,2276,2276,2333,2333,2384,2428,2463,2463,2493,2549,2549,2583,2628,2650,2650,2650,2706,2723,2738,2767,2778,2778,2787,2787,2815,2833,2861,2874,2874,2889,2915,2941,2969,2996,3025,3025,3066,3094,3111,3125,3127,3136,3137,3137,3187,3213,3247,3278,3304,3314,3317,3352,3394,3420,3440,3472,3492,3494,3538,3585,3621,3671,3716,3716,3746,3791,3829,3867,3896,3922,3935,3984,4030,4062,4096,4126,4126,4126,4151,4204,4249,4292,4328,4356,4356,4388,4433,4484,4547,4603,4626,4631,4686,4732,4738,4786,4802,4805,4864,4864,4864,4904,4932,4944,4956,4956,4962,4985,5004,5010,5010,5010,5030,5040,5044,5046,5047,5047,5047,5055,5058,5058,5060,5060,5066,5066,5067,5071,5076,5079,5079,5079,5079,5083,5083,5086,5087,5087,5087,5087,5087,5089,5089,5089,5089,5089,5089,5089,5089,5089,5090,5090,5090,5090,5090,5090,5090,5090,5090,5090,5090,5090,5090,5090,5090,5090,5090,5090,5090,5091,5091,5091,5091,5091,5091,5091,5091,5091,5091,5091,5091,5091,5092,5092,5092,5092,5092,5092,5092,5092,5092,5092,5092,5092,5092,5092,5092,5092,5094,5094,5094,5094,5094,5096,5102,5102,5107,5107,5107,5108,5116,5131,5133,5133,5143,5143,5143,5147,5167,5178,5179,5183,5183,5183,5194,5207,5210,5217,5222,5222,5222,5231,5238,5244,5250,5255,5255,5255,5261,5279,5292,5305,5314,5314,5314,5321,5331,5331,5345,5345,5345,5345,5345,5351,5358,5366,5373,5373,5373,5388,5399,5402,5408,5412,5412,5412,5419,5423,5423,5426,5427,5427,5427,5428,5436,5438,5440,5440,5440,5440,5444,5456,5460,5464,5466,5466,5466,5470,5470,5470,5470,5473,5473,5473,5475,5479,5481,5490,5497,5497,5497,5509,5521,5534,5540,5547,5547,5547,5547,5547,5569,5582,5588,5588,5588,5598,5610,5610,5614,5624,5624,5624,5654,5683,5711,5734,5758,5758,5758,5790,5833,5872,5908,5930,5930,5930,5979,6039,6084,6118,6148,6148,6148,6217,6308,6308,6357,6464,6464,6464,6464,6719,6807,6915,7007,7007,7007,7160,7160,7351,7447,7526,7526,7526,7656,7657,7808,7808,8202,8202,8202,8487,8682,8847,8847,9095,9095,9095,9518,9518,10009,10189,10350,10350,10350,10641,10856,11077,11278,11466,11466,11466,11786,11786,11995,12229,12462,12462,12462,12884,12884,13085,13328,13328,13328,13328,13571,13572,13788,13852,13861,13861,13861,13988,14044,14086,14086,14147,14147,14147,14207,14207,14262,14291,14310,14310,14310,14369,14414,14435,14466,14487,14487,14487,14523,14581,14629,14653,14691,14691,14691,14726,14789,14834,14834,14870,14870,14870,14968,15034,15079,15125,15125,15125,15125,15181,15272,15307,15345,15345,15345,15345,15345,15345,15538,15581,15629,15629,15629,15683,15779,15827,15874,15874,15874,15874,15874,15981,16076,16140,16186,16186,16186,16186,16186,16186,16186,16437,16437,16437,16476,16524,16561,16561,16624,16624,16624,16666,16743,16785,16823,16852,16852,16852,16852,16852,16852,16852,16991,16991,16991,17023,17045,17059,17059,17083,17083,17083,17105,17124,17124,17124,17124,17124,17124,17124,17124,17124,17124,17124,17124,17124,17124,17124,17376,17376,17413,17413,17413,17502,17570,17631,17631,17719,17719,17719,17767,17767,17961,18016,18092,18092,18092,18236,18361,18361,18361,18361,18710,18710,18734,18886,18977,18977,19132,19200,19200,19253,19353,19421,19474,19532,19532,19532,19619,19701,19752,19752,19793,19793,19793,19890,19942,19965,19983,20007,20007,20007,20042,20074,20094,20113,20130,20130,20130,20130,20160,20196,20215,20224,20224,20224,20242,20280,20292,20310,20323,20323,20323,20341,20365,20373,20385,20398,20398,20398,20412,20438,20456,20456,20486,20486,20486,20500,20533,20540,20552,20552,20552,20552,20567,20593,20607,20628,20646,20646,20646,20671,20729,20753,20763,20793,20793,20793,20828,20892,20920,20957,21002,21002,21002,21053,21134,21178,21201,21245 +,Sao Tome and Principe,0.1864,6.6131,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,8,8,14,16,16,16,23,174,174,187,208,208,208,208,208,220,235,235,235,235,246,251,251,251,251,251,251,299,441,443,458,463,479,483,484,484,484,485,499,499,513,513,514,611,632,639,659,661,662,671,683,688,693,698,698,702,707,710,711,712,713,713,713,714,715,717,719,719,720,721,724,724,726,727,727,729,732,732,737,740,741,743,746,746,746,747,749,860,862,863,865,867,868,870,871,874,874,874,875,878,878,878,878,878,878,881,882,883,885,885,885,885,885,885,888,891,892,892,892,892,892,894,895,895,896,896,896,896,897,897,898,898,898,898,898,901,906,906,906,906,907,907,907,908,908,908,908,908,908,910,911,911,911,911,911,911,911,911,913,913,913,914,914,921,922,922,929,929,929,929,929,932,932,933,933,933,935,935,938,940,940,941,941,943,944,945,945,949,949,954,958,958,960,962,962,962,962,962,963,963,964,965,965,967,967,974,974,979,979,981,981,982,985,985,989,989,991,996,997,997,999,999,999,1002,1005,1005,1009,1009,1009,1009,1010,1010,1010,1011,1011,1012,1012,1012,1012,1012,1012,1014,1014,1014,1014,1014,1014,1014,1022,1024,1024,1024,1024,1025,1035,1054,1066,1066,1066,1090,1105,1119,1125,1130,1142,1142,1151,1170,1171,1182,1188,1188,1189,1210,1221,1232,1245,1256,1257,1259,1283,1287,1298,1346,1351,1351,1355,1385,1430,1431,1478,1482,1482,1482,1520,1535,1548,1578,1578,1610,1628,1655,1672,1719,1745,1786,1786,1828,1840,1881,1898,1923,1944,1950,1961,1977,2010,2035,2057,2078,2078,2084,2085,2107,2114,2123,2142,2145,2157,2159,2174,2177,2196,2210,2212,2215,2221,2223,2232,2236,2240,2240,2244,2248,2255,2255,2261,2263,2266,2267,2268,2269,2271,2272,2275,2275,2275,2283,2288,2292,2292,2297,2298,2299,2299,2301,2301,2302,2302,2310,2310,2311,2314,2317,2317,2318,2318,2318,2320,2320,2320,2324,2327,2327,2330,2332,2333,2334,2335,2338,2338,2338,2338,2338,2338,2344,2345,2345,2345,2345,2347,2349,2353,2353,2353,2353,2353,2354,2355,2356,2357,2358,2358,2358,2358,2358,2360,2362,2362,2362,2363,2363,2364,2365,2365,2365,2365,2366,2366,2369,2369,2376,2376,2377,2383,2386,2386,2387,2392,2392,2392,2392,2395,2400,2406,2410,2410,2410,2410,2417,2417,2420,2424,2424,2424,2424,2432,2432,2446,2454,2454,2454,2457,2463,2465,2468,2470,2470,2475,2476,2478,2480,2482,2488,2488,2489,2492,2496,2502,2517,2524,2524,2524,2546,2555,2570,2579,2590,2590,2593,2608,2627,2634,2657,2683,2683,2692,2697,2709,2738,2787,2814,2816,2825,2877,2893,2984,3025,3040,3043,3097,3115,3192,3217,3295,3338,3344,3349,3408,3453,3459,3504,3531,3535,3536,3564,3584,3600,3613,3626,3628,3629,3639,3649,3659,3670,3675,3677,3677,3685,3687,3689,3691,3697,3697,3697,3705,3705,3705,3710,3712,3714,3714,3715,3715,3718,3720,3721,3729,3729,3730,3730,3730,3730,3730,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3732,3732,3732,3733,3733,3733,3733,3733,3733,3733,3733,3733,3733,3733,3735,3735,3735,3735,3735,3736,3737,3741,3744,3755,3758,3759,3790,3819,3877,3897,3903,3912,3945,4010,4034,4151,4416,4735,4892,4916,5052,5235,5404,5458,5495,5525,5569,5634,5651,5785,5798,5816,5832,5836,5849,5856,5867,5873,5883,5885,5890,5899,5903,5907,5908,5911,5912,5912,5912,5913,5916,5919,5920,5920,5920,5920,5922,5922,5924,5925,5926,5930,5930,5932,5932,5933,5933,5934,5934,5934,5934,5934,5939,5939,5939,5939,5939,5939,5939,5939,5939,5939,5936,5937,5938,5938,5938,5940,5941,5941,5943,5943,5943,5944,5945,5945,5945,5945,5945,5945,5945,5945,5945,5948,5948,5948,5948,5948,5948,5948,5948,5948,5948,5948,5948,5948,5948,5953,5953,5953,5953,5953,5953,5953,5957,5957,5957,5957,5957,5957,5957,5964,5964,5964,5964,5964,5964,5964,5970,5970,5970,5970,5970,5970,5970,5973,5973,5973,5973,5973,5973,5973,5982,5982,5982,5982,5982,5982,5982,5991,5991,5991,5991,5991,5991,5991,6003,6003,6003,6003,6003,6003,6003,6010,6010,6010,6010,6010,6010,6010,6023,6023,6023,6023,6023,6023,6023,6043,6043,6043,6043,6043,6043,6043,6064,6064,6064,6064,6064,6064,6064,6064,6079,6079,6079,6079,6079,6079,6087,6087,6087,6087,6087,6087,6087,6087,6100,6100,6100,6100,6100,6100,6115,6115,6115,6115,6115,6115,6115,6115,6120,6120,6120,6120,6120,6120,6123,6123,6123,6123,6123,6123,6123,6136,6136,6136,6136,6136,6136,6136,6153,6153,6153,6153,6153,6153,6153,6177,6177,6177,6177,6177,6177,6177,6193,6193,6193,6193,6193,6193,6193,6193,6209,6209,6209,6209,6209,6209,6230,6230,6230,6230,6230,6230,6230,6230,6230,6236,6236,6236,6236,6236,6252,6252,6252,6252,6252 +,Saudi Arabia,23.885942,45.079162,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,5,5,5,11,15,20,21,45,86,103,103,118,171,171,274,344,392,511,562,767,900,1012,1104,1203,1299,1453,1563,1720,1885,2039,2179,2402,2605,2795,2932,3287,3651,4033,4462,4934,5369,5862,6380,7142,8274,9362,10484,11631,12772,13930,15102,16299,17522,18811,20077,21402,22753,24097,25459,27011,28656,30251,31938,33731,35432,37136,39048,41014,42925,44830,46869,49176,52016,54752,57345,59854,62545,65077,67719,70161,72560,74795,76726,78541,80185,81766,83384,85261,87142,89011,91182,93157,95748,98869,101914,105283,108571,112288,116021,119942,123308,127541,132048,136315,141234,145991,150292,154233,157612,161005,164144,167267,170639,174577,178504,182493,186436,190823,194225,197608,201801,205929,209509,213716,217108,220144,223327,226486,229480,232259,235111,237803,240474,243238,245851,248416,250920,253349,255825,258156,260394,262772,264973,266941,268934,270831,272590,274219,275905,277478,278835,280093,281456,282824,284226,285793,287262,288690,289947,291468,293037,294519,295902,297315,298542,299914,301323,302686,303973,305186,306370,307479,308654,309768,310836,311855,312924,313911,314821,315772,316670,317486,318319,319141,319932,320688,321456,322237,323012,323720,324407,325050,325651,326258,326930,327551,328144,328720,329271,329754,330246,330798,331359,331857,332329,332790,333193,333648,334187,334605,335097,335578,335997,336387,336766,337243,337711,338132,338539,338944,339267,339615,340089,340590,341062,341495,341854,342202,342583,342968,343373,343774,344157,344552,344875,345232,345631,346047,346482,346880,347282,347656,348037,348510,348936,349386,349822,350229,350592,350984,351455,351849,352160,352601,352950,353255,353556,353918,354208,354527,354813,355034,355258,355489,355741,356067,356389,356691,356911,357128,357360,357623,357872,358102,358336,358526,358713,358922,359115,359274,359415,359583,359749,359888,360013,360155,360335,360516,360690,360848,361010,361178,361359,361536,361725,361903,362066,362220,362339,362488,362601,362741,362878,362979,363061,363155,363259,363377,363485,363582,363692,363809,363949,364096,364271,364440,364613,364753,364929,365099,365325,365563,365775,365988,366185,366371,366584,366807,367023,367276,367543,367813,368074,368329,368639,368945,369248,369575,369961,370278,370634,370987,371356,371720,372073,372410,372732,373046,373368,373702,374029,374366,374691,375006,375333,375668,376021,376377,376723,377061,377383,377700,378002,378333,378708,379092,379474,379831,380182,380572,380958,381348,381708,382059,382407,382752,383106,383499,383880,384271,384653,385020,385424,385834,386300,386782,387292,387794,388325,388866,389422,390007,390597,391325,392009,392682,393377,394169,394952,395854,396758,397636,398435,399277,400228,401157,402142,403106,404054,404970,405940,407010,408038,409093,410191,411263,412216,413174,414219,415281,416307,417363,418411,419348,420301,421300,422316,423406,424445,425442,426384,427370,428369,429389,430505,431432,432269,433094,433980,435027,436239,437569,438705,439847,440914,442071,443460,444780,445963,447178,448284,449191,450436,451687,452956,454217,455418,456562,457546,458707,459968,461242,461242,463703,464780,465797,466906,468175,469414,470723,471959,473112,474191,475403,476882,478135,479390,480702,482003,483221,484539,486106,487592,489126,490464,491612,492785,494032,495309,496516,497773,498906,500083,501195,502439,503734,504960,506125,507423,508521,509576,510869,512142,513284,514446,515693,516949,518143,519395,520774,522108,522108,522108,525730,526814,526814,526814,526814,526814,531935,531935,531935,531935,531935,531935,531935,537374,537374,537374,539129,539129,539129,540244,540244,541201,541201,541994,541994,541994,541994,543318,543318,543318,543318,543318,543318,543318,543318,543318,545243,545243,545505,545505,545727,545829,545829,545829,545829,545829,545829,546336,546411,546411,546411,546612,546681,546735,546735,546735,546882,546926,546985,547035,547035,547134,547134,547134,547134,547134,547357,547402,547449,547497,547532,547591,547649,547704,547761,547797,547845,547890,547931,547969,548018,548065,548111,548162,548205,548252,548303,548368,548423,548474,548530,548571,548617,548666,548711,548760,548805,548848,548890,548930,548973,549022,549060,549103,549148,549192,549222,549260,549297,549339,549377,549412,549443,549479,549518,549556,549590,549618,549642,549671,549695,549720,549752,549786,549810,549848,549877,549912,549955,549997,550043,550088,550136,550189,550240,550304,550369,550457,550542,550622,550738,550842,550988,551210,551462,551749,552081,552406,552795,553319,553921,554665,555417,556236,557082,558106,559852,562437,565482,568650,572225,575293,578753,583531,588183,593545,599044,604672,609953,615430,620935,626808,632736,638327,643211,647819,652354,657192,661733,666259,670997,675471,679384,683053,687264,691125,695217,699069,702624,705637,708897,712644,715974,719136,722002,724525,726251,728387,730614,732596,734389,735958,737334,738331,739344,740396,741237,741864,742541,743205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+,South Africa,-30.5595,22.9375,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,3,3,7,13,17,24,38,51,62,62,116,150,202,240,274,402,554,709,927,1170,1187,1280,1326,1353,1380,1462,1505,1585,1655,1686,1749,1845,1934,2003,2028,2173,2272,2415,2506,2605,2783,3034,3158,3300,3465,3635,3953,4220,4361,4546,4793,4996,5350,5647,5951,6336,6783,7220,7572,7808,8232,8895,9420,10015,10652,11350,12074,12739,13524,14355,15515,16433,17200,18003,19137,20125,21343,22583,23615,24264,25937,27403,29240,30967,32683,34357,35812,37525,40792,43434,45973,48285,50879,52991,55421,58568,61927,65736,70038,73533,76334,80412,83890,87715,92681,97302,101590,106108,111796,118375,124590,131800,138134,144264,151209,159333,168061,177124,187977,196750,205721,215855,224665,238339,250687,264184,276242,287796,298292,311049,324221,337594,350879,364328,373628,381798,394948,408052,421996,434200,445433,452529,459761,471123,482169,493183,503290,511485,516862,521318,529877,538184,545476,553188,559859,563598,566109,568919,572865,579140,583653,587345,589886,592144,596060,599940,603338,607045,609773,611450,613017,615701,618286,620132,622551,625056,627041,628259,630595,633015,635078,636884,638517,639362,640441,642431,644438,646398,648214,649793,650749,651521,653444,655572,657627,659656,661211,661936,663282,665188,667049,668529,669498,670766,671669,672572,674339,676084,677833,679716,681289,682215,683242,685155,686891,688352,690896,692471,693359,694537,696414,698184,700203,702131,703793,705254,706304,708359,710515,712412,714246,715868,716759,717851,719714,721770,723682,725452,726823,727595,728836,730548,732414,734175,735906,737278,738525,740254,742394,744732,746945,749182,751024,752269,754256,757144,759658,762763,765409,767679,769759,772252,775502,778571,781941,785139,787702,790004,792299,796472,800872,805804,810449,814565,817878,821889,828598,836764,845083,852965,860964,866127,873679,883687,892813,901538,912477,921922,930711,940212,954258,968563,983359,994911,1004413,1011871,1021451,1039161,1057161,1073887,1088889,1100748,1113349,1127759,1149591,1170590,1192570,1214176,1231597,1246643,1259748,1278303,1296806,1311686,1325659,1337926,1346936,1356716,1369426,1380807,1392568,1404839,1412986,1417537,1423578,1430648,1437798,1443939,1449236,1453761,1456309,1458958,1463016,1466767,1470516,1473700,1476135,1477511,1479253,1482412,1484900,1487681,1490063,1491807,1492909,1494119,1496439,1498766,1500677,1502367,1503796,1504588,1505586,1507448,1509124,1510778,1512225,1513393,1513959,1514815,1516262,1517666,1518979,1520206,1521068,1521706,1522697,1524174,1525648,1526873,1528414,1529420,1530033,1530966,1532497,1533961,1535423,1536801,1537852,1538451,1538961,1540009,1541563,1543079,1544466,1545431,1545979,1546735,1548157,1549451,1550724,1551501,1551964,1552416,1552853,1553609,1554975,1556242,1557527,1558458,1559113,1559960,1561559,1562931,1564355,1565680,1566769,1567513,1568366,1569935,1571348,1572985,1574370,1575471,1576320,1577200,1578450,1579536,1581210,1582842,1584064,1584961,1586148,1588221,1590370,1592626,1592626,1596595,1597724,1599272,1602031,1605252,1608393,1611143,1613728,1615485,1617840,1621362,1625003,1628335,1632571,1635465,1637848,1637848,1645555,1649977,1654551,1659070,1659070,1665617,1669231,1675013,1680373,1686041,1691491,1696564,1699849,1704058,1712939,1722086,1730106,1739425,1747082,1752630,1761066,1774312,1786079,1796589,1810164,1823319,1832479,1843572,1861065,1877143,1895905,1913861,1928897,1941119,1954466,1973972,1995556,2019826,2046311,2062896,2075409,2090909,2112336,2135246,2157687,2179297,2195599,2206781,2219316,2236805,2253240,2269179,2283880,2295095,2302304,2311232,2327472,2342330,2356049,2368105,2377823,2383490,2391223,2408525,2422151,2435036,2447454,2456184,2461758,2470746,2484009,2497655,2511178,2523488,2533466,2540222,2546762,2554240,2568511,2582427,2595447,2605586,2613569,2624254,2638981,2652652,2666964,2680225,2690973,2698605,2708951,2722202,2734973,2747018,2757191,2764931,2770575,2777659,2787203,2796405,2805604,2814014,2819945,2824063,2829834,2836773,2843042,2848925,2854234,2858195,2860835,2864534,2869201,2873415,2877063,2880349,2882630,2884134,2886331,2889298,2892081,2894342,2895976,2896943,2897521,2898888,2898888,2902672,2904307,2905613,2906422,2906851,2907619,2908768,2909757,2910681,2911497,2912145,2912346,2912938,2913880,2914827,2915560,2916179,2916593,2916803,2917255,2917846,2918366,2918883,2919332,2919632,2919778,2920109,2920581,2921114,2921589,2921886,2922116,2922222,2922391,2922735,2923054,2923393,2923751,2923956,2924072,2924317,2924622,2924978,2925371,2925677,2925939,2926075,2926348,2926914,2927499,2928288,2929175,2929862,2930174,2948760,2950035,2952500,2955328,2958548,2961406,2963679,2968052,2976613,2988148,3004203,3020569,3031694,3038075,3051222,3071064,3093452,3112469,3129622,3167497,3180785,3204642,3231031,3255816,3276529,3292609,3308074,3316585,3332008,3353106,3374262,3393109,3407937,3413540,3417318,3424534,3433554,3446532,3458286,3468079,3472436,3475512,3483590,3494696,3504554,3513813,3521572,352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+,South 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+British Virgin Islands,United 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+Pitcairn Islands,United Kingdom,-24.3768,-128.3242,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4 +"Saint Helena, Ascension and Tristan da Cunha",United 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diff --git "a/module3/exo3/Donn\303\251es SARS-CoV-2.csv" "b/module3/exo3/Donn\303\251es SARS-CoV-2.csv" new file mode 100644 index 0000000000000000000000000000000000000000..e4f3fa049d5b8486f8a2174d642e20a815945a01 --- /dev/null +++ "b/module3/exo3/Donn\303\251es SARS-CoV-2.csv" @@ -0,0 +1,290 @@ 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diff --git "a/module3/exo3/Donn\303\251es SARS-CoV-2_PV.csv" "b/module3/exo3/Donn\303\251es SARS-CoV-2_PV.csv" new file mode 100644 index 0000000000000000000000000000000000000000..1bdffff4a6b3db2ca98725909b0d2cbb95d0e149 --- /dev/null +++ "b/module3/exo3/Donn\303\251es SARS-CoV-2_PV.csv" @@ -0,0 +1,290 @@ 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diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 0bbbe371b01e359e381e43239412d77bf53fb1fb..1c8b2562900452b4c61f0b586b9bf50f99954eab 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -1,6 +1,3580 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Ecrire un document computationnel autour du SARS-CoV-2 (Covid-19)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## I. Contexte" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Le but de cet exercice est d'écrire un document computationnel autour du SARS-CoV-2 (Covid-19). Il faut réaliser une représentaion graphique semblable à celles du [South China Morning Post](https://www.scmp.com/) concernant le nombre total de cas de personne atteintes de la maladie du Covid-19 par pays.\n", + "Nous nous concentrons sur les données disponibles à cette [adresse](https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv).\n", + "\n", + "Dans notre cas nous regarderons les données des pays suivants : la Belgique (Belgium), la Chine - toutes les provinces sauf Hong-Kong (China), Hong Kong (China, Hong-Kong), la France métropolitaine (France), l’Allemagne (Germany), l’Iran (Iran), l’Italie (Italy), le Japon (Japan), la Corée du Sud (Korea, South), la Hollande sans les colonies (Netherlands), le Portugal (Portugal), l’Espagne (Spain), le Royaume-Unis sans les colonies (United Kingdom), les États-Unis (US)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## II. Exploitation des données" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Afin de pouvoir traité ces données en python, il est nécessaire d'importer les bibliothèques python suivantes." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pour ne pas avoir de problème de modification de données entre temps j'enregistre les données localement. Ces données n'évolueront donc pas ce qui évitera des problèmes par la suite. En revanche, la date la plus récentes est le 14/10/2022, date de la sauvegarde local." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "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\"\n", + "data_url = \"Données Covid 19.csv\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [], + "source": [ + "data_raw = pd.read_csv(data_url)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "hideCode": false, + "hidePrompt": false, + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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1NaNAlbania41.15330020.168300000000...332372332410332443332472332494332503332534332555332579332598
2NaNAlgeria28.0339001.659600000000...270693270697270701270701270707270713270716270722270722270734
3NaNAndorra42.5063001.521800000000...46227462754627546275462754627546275463664636646366
4NaNAngola-11.20270017.873900000000...103131103131103131103131103131103131103131103131103131103131
5NaNAntarctica-71.94990023.347000000000...11111111111111111111
6NaNAntigua and Barbuda17.060800-61.796400000000...9098909890989098909890989098910691069106
7NaNArgentina-38.416100-63.616700000000...9711355971135597113559711355971359497135949713594971359497135949713594
8NaNArmenia40.06910045.038200000000...443785443785443785443785443785444482444482444482444482444482
9Australian Capital TerritoryAustralia-35.473500149.012400000000...205752205752206285206285206285206285206285206285206938206938
10New South WalesAustralia-33.868800151.209300000034...3507880351863335186333518633351863335186333518633351863335304433530443
11Northern TerritoryAustralia-12.463400130.845600000000...97483977119771197711977119771197711977119795897958
12QueenslandAustralia-27.469800153.025100000000...1641389164935916493591649359164935916493591649359164935916564231655265
13South AustraliaAustralia-34.928500138.600700000000...768961771681771681771681771681771681771681771681771681772083
14TasmaniaAustralia-42.882100147.327200000000...249621250332250332250332250332250332250332250332250332251023
15VictoriaAustralia-37.813600144.963100000011...2620352262243626224192623238262427726255692626888262812526303602631296
16Western AustraliaAustralia-31.950500115.860500000000...1154732115926111592611159261115926111592611159261115926111640981164098
17NaNAustria47.51620014.550100000000...5195408521028552262195239883525205852607625273660529212553063725319474
18NaNAzerbaijan40.14310047.576900000000...821865821937822027822104822171822186822278822346822427822485
19NaNBahamas25.025885-78.035889000000...37309373093730937309373183731837318373183731837318
20NaNBahrain26.02750050.550000000000...682470682816683047683242683482683773684229684545684832685067
21NaNBangladesh23.68500090.356300000000...2028114202852420290152029314202972320300902030550203100620314512031797
22NaNBarbados13.193900-59.543200000000...102580102580102580102580102580102580102580102609102609102609
23NaNBelarus53.70980027.953400000000...994037994037994037994037994037994037994037994037994037994037
24NaNBelgium50.8333004.469936000000...4553333456620745662074566207456620745755194575519457551945865644586564
25NaNBelize17.189900-88.497600000000...68884688846888468884688846888468909689096890968909
26NaNBenin9.3077002.315800000000...27782277822778227782277822778227782277822778227782
27NaNBhutan27.51420090.433600000000...62095620956209562095620956220062200622006220062200
28NaNBolivia-16.290200-63.588700000000...1108472110859511085951108648110870211087021108768110881811088651108903
29NaNBosnia and Herzegovina43.91590017.679100000000...398796399036399071399071399071399184399227399298399346399410
..................................................................
259NaNTuvalu-7.109500177.649300000000...20202020202020202020
260NaNUS40.000000-100.000000112255...96570266966309479668923596696906967019589672398896783524968479919691205496940217
261NaNUganda1.37333332.290275000000...169396169396169396169396169396169396169396169396169396169396
262NaNUkraine48.37940031.165600000000...5479206547938754795985479793547993854800985480251548039254804955480652
263NaNUnited Arab Emirates23.42407653.847818000000...1029426102980310301461030478103083710311791031500103183710321771032522
264AnguillaUnited Kingdom18.220600-63.068600000000...3866386638663866386638663866386638663866
265BermudaUnited Kingdom32.307800-64.750500000000...18220182201822018220182201822018220182201822018220
266British Virgin IslandsUnited Kingdom18.420700-64.640000000000...7305730573057305730573057305730573057305
267Cayman IslandsUnited Kingdom19.313300-81.254600000000...30809308093080930809308093080930809308093080930809
268Channel IslandsUnited Kingdom49.372300-2.364400000000...0000000000
269Falkland Islands (Malvinas)United Kingdom-51.796300-59.523600000000...1930193019301930193019301930193019301930
270GibraltarUnited Kingdom36.140800-5.353600000000...20095200952009520095200952009520095200952012120121
271GuernseyUnited Kingdom49.448196-2.589490000000...31309313093154531545315453154531545318363183631836
272Isle of ManUnited Kingdom54.236100-4.548100000000...38008380083800838008380083800838008380083800838008
273JerseyUnited Kingdom49.213800-2.135800000000...60252602526064660646606466064660646606466064661048
274MontserratUnited Kingdom16.742498-62.187366000000...1403140314031403140314031403140314031403
275Pitcairn IslandsUnited Kingdom-24.376800-128.324200000000...4444444444
276Saint Helena, Ascension and Tristan da CunhaUnited Kingdom-7.946700-14.355900000000...1826182618261826182618261973197319731973
277Turks and Caicos IslandsUnited Kingdom21.694000-71.797900000000...6380638063806380638063806380638063806380
278NaNUnited Kingdom55.378100-3.436000000000...23672852237352732373527323735273237352732373527323735273237352732379879323798793
279NaNUruguay-32.522800-55.765800000000...986446986446986446986446986446986446987563987563987563987563
280NaNUzbekistan41.37749164.585262000000...244275244285244296244296244296244334244337244350244361244382
281NaNVanuatu-15.376700166.959200000000...11974119741197411974119741197611976119761197611976
282NaNVenezuela6.423800-66.589700000000...544907544921544921544950544950544964544966545013545159545193
283NaNVietnam14.058324108.277199022222...11483529114846591148536111486043114864141148745911488685114898811149095111491541
284NaNWest Bank and Gaza31.95220035.233200000000...702804702804702804702804702804702804702804702804702804702804
285NaNWinter Olympics 202239.904200116.407400000000...535535535535535535535535535535
286NaNYemen15.55272748.516388000000...11939119391193911939119391193911939119391193911939
287NaNZambia-13.13389727.849332000000...333555333555333555333555333555333624333624333624333624333624
288NaNZimbabwe-19.01543829.154857000000...257568257655257655257655257655257749257749257798257827257827
\n", + "

289 rows × 1001 columns

\n", + "
" + ], + "text/plain": [ + " Province/State Country/Region \\\n", + "0 NaN Afghanistan \n", + "1 NaN Albania \n", + "2 NaN Algeria \n", + "3 NaN Andorra \n", + "4 NaN Angola \n", + "5 NaN Antarctica \n", + "6 NaN Antigua and Barbuda \n", + "7 NaN Argentina \n", + "8 NaN Armenia \n", + "9 Australian Capital Territory Australia \n", + "10 New South Wales Australia \n", + "11 Northern Territory Australia \n", + "12 Queensland Australia \n", + "13 South Australia Australia \n", + "14 Tasmania Australia \n", + "15 Victoria Australia \n", + "16 Western Australia Australia \n", + "17 NaN Austria \n", + "18 NaN Azerbaijan \n", + "19 NaN Bahamas \n", + "20 NaN Bahrain \n", + "21 NaN Bangladesh \n", + "22 NaN Barbados \n", + "23 NaN Belarus \n", + "24 NaN Belgium \n", + "25 NaN Belize \n", + "26 NaN Benin \n", + "27 NaN Bhutan \n", + "28 NaN Bolivia \n", + "29 NaN Bosnia and Herzegovina \n", + ".. ... ... \n", + "259 NaN Tuvalu \n", + "260 NaN US \n", + "261 NaN Uganda \n", + "262 NaN Ukraine \n", + "263 NaN United Arab Emirates \n", + "264 Anguilla United Kingdom \n", + "265 Bermuda United Kingdom \n", + "266 British Virgin Islands United Kingdom \n", + "267 Cayman Islands United Kingdom \n", + "268 Channel Islands United Kingdom \n", + "269 Falkland Islands (Malvinas) United Kingdom \n", + "270 Gibraltar United Kingdom \n", + "271 Guernsey United Kingdom \n", + "272 Isle of Man United Kingdom \n", + "273 Jersey United Kingdom \n", + "274 Montserrat United Kingdom \n", + "275 Pitcairn Islands United Kingdom \n", + "276 Saint Helena, Ascension and Tristan da Cunha United Kingdom \n", + "277 Turks and Caicos Islands United Kingdom \n", + "278 NaN United Kingdom \n", + "279 NaN Uruguay \n", + "280 NaN Uzbekistan \n", + "281 NaN Vanuatu \n", + "282 NaN Venezuela \n", + "283 NaN Vietnam \n", + "284 NaN West Bank and Gaza \n", + "285 NaN Winter Olympics 2022 \n", + "286 NaN Yemen \n", + "287 NaN Zambia \n", + "288 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 -11.202700 17.873900 0 0 0 0 0 \n", + "5 -71.949900 23.347000 0 0 0 0 0 \n", + "6 17.060800 -61.796400 0 0 0 0 0 \n", + "7 -38.416100 -63.616700 0 0 0 0 0 \n", + "8 40.069100 45.038200 0 0 0 0 0 \n", + "9 -35.473500 149.012400 0 0 0 0 0 \n", + "10 -33.868800 151.209300 0 0 0 0 3 \n", + "11 -12.463400 130.845600 0 0 0 0 0 \n", + "12 -27.469800 153.025100 0 0 0 0 0 \n", + "13 -34.928500 138.600700 0 0 0 0 0 \n", + "14 -42.882100 147.327200 0 0 0 0 0 \n", + "15 -37.813600 144.963100 0 0 0 0 1 \n", + "16 -31.950500 115.860500 0 0 0 0 0 \n", + "17 47.516200 14.550100 0 0 0 0 0 \n", + "18 40.143100 47.576900 0 0 0 0 0 \n", + "19 25.025885 -78.035889 0 0 0 0 0 \n", + "20 26.027500 50.550000 0 0 0 0 0 \n", + "21 23.685000 90.356300 0 0 0 0 0 \n", + "22 13.193900 -59.543200 0 0 0 0 0 \n", + "23 53.709800 27.953400 0 0 0 0 0 \n", + "24 50.833300 4.469936 0 0 0 0 0 \n", + "25 17.189900 -88.497600 0 0 0 0 0 \n", + "26 9.307700 2.315800 0 0 0 0 0 \n", + "27 27.514200 90.433600 0 0 0 0 0 \n", + "28 -16.290200 -63.588700 0 0 0 0 0 \n", + "29 43.915900 17.679100 0 0 0 0 0 \n", + ".. ... ... ... ... ... ... ... \n", + "259 -7.109500 177.649300 0 0 0 0 0 \n", + "260 40.000000 -100.000000 1 1 2 2 5 \n", + "261 1.373333 32.290275 0 0 0 0 0 \n", + "262 48.379400 31.165600 0 0 0 0 0 \n", + "263 23.424076 53.847818 0 0 0 0 0 \n", + "264 18.220600 -63.068600 0 0 0 0 0 \n", + "265 32.307800 -64.750500 0 0 0 0 0 \n", + "266 18.420700 -64.640000 0 0 0 0 0 \n", + "267 19.313300 -81.254600 0 0 0 0 0 \n", + "268 49.372300 -2.364400 0 0 0 0 0 \n", + "269 -51.796300 -59.523600 0 0 0 0 0 \n", + "270 36.140800 -5.353600 0 0 0 0 0 \n", + "271 49.448196 -2.589490 0 0 0 0 0 \n", + "272 54.236100 -4.548100 0 0 0 0 0 \n", + "273 49.213800 -2.135800 0 0 0 0 0 \n", + "274 16.742498 -62.187366 0 0 0 0 0 \n", + "275 -24.376800 -128.324200 0 0 0 0 0 \n", + "276 -7.946700 -14.355900 0 0 0 0 0 \n", + "277 21.694000 -71.797900 0 0 0 0 0 \n", + "278 55.378100 -3.436000 0 0 0 0 0 \n", + "279 -32.522800 -55.765800 0 0 0 0 0 \n", + "280 41.377491 64.585262 0 0 0 0 0 \n", + "281 -15.376700 166.959200 0 0 0 0 0 \n", + "282 6.423800 -66.589700 0 0 0 0 0 \n", + "283 14.058324 108.277199 0 2 2 2 2 \n", + "284 31.952200 35.233200 0 0 0 0 0 \n", + "285 39.904200 116.407400 0 0 0 0 0 \n", + "286 15.552727 48.516388 0 0 0 0 0 \n", + "287 -13.133897 27.849332 0 0 0 0 0 \n", + "288 -19.015438 29.154857 0 0 0 0 0 \n", + "\n", + " 1/27/20 ... 10/5/22 10/6/22 10/7/22 10/8/22 10/9/22 \\\n", + "0 0 ... 199845 199994 200130 200202 200372 \n", + "1 0 ... 332372 332410 332443 332472 332494 \n", + "2 0 ... 270693 270697 270701 270701 270707 \n", + "3 0 ... 46227 46275 46275 46275 46275 \n", + "4 0 ... 103131 103131 103131 103131 103131 \n", + "5 0 ... 11 11 11 11 11 \n", + "6 0 ... 9098 9098 9098 9098 9098 \n", + "7 0 ... 9711355 9711355 9711355 9711355 9713594 \n", + "8 0 ... 443785 443785 443785 443785 443785 \n", + "9 0 ... 205752 205752 206285 206285 206285 \n", + "10 4 ... 3507880 3518633 3518633 3518633 3518633 \n", + "11 0 ... 97483 97711 97711 97711 97711 \n", + "12 0 ... 1641389 1649359 1649359 1649359 1649359 \n", + "13 0 ... 768961 771681 771681 771681 771681 \n", + "14 0 ... 249621 250332 250332 250332 250332 \n", + "15 1 ... 2620352 2622436 2622419 2623238 2624277 \n", + "16 0 ... 1154732 1159261 1159261 1159261 1159261 \n", + "17 0 ... 5195408 5210285 5226219 5239883 5252058 \n", + "18 0 ... 821865 821937 822027 822104 822171 \n", + "19 0 ... 37309 37309 37309 37309 37318 \n", + "20 0 ... 682470 682816 683047 683242 683482 \n", + "21 0 ... 2028114 2028524 2029015 2029314 2029723 \n", + "22 0 ... 102580 102580 102580 102580 102580 \n", + "23 0 ... 994037 994037 994037 994037 994037 \n", + "24 0 ... 4553333 4566207 4566207 4566207 4566207 \n", + "25 0 ... 68884 68884 68884 68884 68884 \n", + "26 0 ... 27782 27782 27782 27782 27782 \n", + "27 0 ... 62095 62095 62095 62095 62095 \n", + "28 0 ... 1108472 1108595 1108595 1108648 1108702 \n", + "29 0 ... 398796 399036 399071 399071 399071 \n", + ".. ... ... ... ... ... ... ... \n", + "259 0 ... 20 20 20 20 20 \n", + "260 5 ... 96570266 96630947 96689235 96696906 96701958 \n", + "261 0 ... 169396 169396 169396 169396 169396 \n", + "262 0 ... 5479206 5479387 5479598 5479793 5479938 \n", + "263 0 ... 1029426 1029803 1030146 1030478 1030837 \n", + "264 0 ... 3866 3866 3866 3866 3866 \n", + "265 0 ... 18220 18220 18220 18220 18220 \n", + "266 0 ... 7305 7305 7305 7305 7305 \n", + "267 0 ... 30809 30809 30809 30809 30809 \n", + "268 0 ... 0 0 0 0 0 \n", + "269 0 ... 1930 1930 1930 1930 1930 \n", + "270 0 ... 20095 20095 20095 20095 20095 \n", + "271 0 ... 31309 31309 31545 31545 31545 \n", + "272 0 ... 38008 38008 38008 38008 38008 \n", + "273 0 ... 60252 60252 60646 60646 60646 \n", + "274 0 ... 1403 1403 1403 1403 1403 \n", + "275 0 ... 4 4 4 4 4 \n", + "276 0 ... 1826 1826 1826 1826 1826 \n", + "277 0 ... 6380 6380 6380 6380 6380 \n", + "278 0 ... 23672852 23735273 23735273 23735273 23735273 \n", + "279 0 ... 986446 986446 986446 986446 986446 \n", + "280 0 ... 244275 244285 244296 244296 244296 \n", + "281 0 ... 11974 11974 11974 11974 11974 \n", + "282 0 ... 544907 544921 544921 544950 544950 \n", + "283 2 ... 11483529 11484659 11485361 11486043 11486414 \n", + "284 0 ... 702804 702804 702804 702804 702804 \n", + "285 0 ... 535 535 535 535 535 \n", + "286 0 ... 11939 11939 11939 11939 11939 \n", + "287 0 ... 333555 333555 333555 333555 333555 \n", + "288 0 ... 257568 257655 257655 257655 257655 \n", + "\n", + " 10/10/22 10/11/22 10/12/22 10/13/22 10/14/22 \n", + "0 200469 200626 200729 200846 201014 \n", + "1 332503 332534 332555 332579 332598 \n", + "2 270713 270716 270722 270722 270734 \n", + "3 46275 46275 46366 46366 46366 \n", + "4 103131 103131 103131 103131 103131 \n", + "5 11 11 11 11 11 \n", + "6 9098 9098 9106 9106 9106 \n", + "7 9713594 9713594 9713594 9713594 9713594 \n", + "8 444482 444482 444482 444482 444482 \n", + "9 206285 206285 206285 206938 206938 \n", + "10 3518633 3518633 3518633 3530443 3530443 \n", + "11 97711 97711 97711 97958 97958 \n", + "12 1649359 1649359 1649359 1656423 1655265 \n", + "13 771681 771681 771681 771681 772083 \n", + "14 250332 250332 250332 250332 251023 \n", + "15 2625569 2626888 2628125 2630360 2631296 \n", + "16 1159261 1159261 1159261 1164098 1164098 \n", + "17 5260762 5273660 5292125 5306372 5319474 \n", + "18 822186 822278 822346 822427 822485 \n", + "19 37318 37318 37318 37318 37318 \n", + "20 683773 684229 684545 684832 685067 \n", + "21 2030090 2030550 2031006 2031451 2031797 \n", + "22 102580 102580 102609 102609 102609 \n", + "23 994037 994037 994037 994037 994037 \n", + "24 4575519 4575519 4575519 4586564 4586564 \n", + "25 68884 68909 68909 68909 68909 \n", + "26 27782 27782 27782 27782 27782 \n", + "27 62200 62200 62200 62200 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"280 244334 244337 244350 244361 244382 \n", + "281 11976 11976 11976 11976 11976 \n", + "282 544964 544966 545013 545159 545193 \n", + "283 11487459 11488685 11489881 11490951 11491541 \n", + "284 702804 702804 702804 702804 702804 \n", + "285 535 535 535 535 535 \n", + "286 11939 11939 11939 11939 11939 \n", + "287 333624 333624 333624 333624 333624 \n", + "288 257749 257749 257798 257827 257827 \n", + "\n", + "[289 rows x 1001 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = data_raw\n", + "display(data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Une fois nos données disponibles, je vais chercher les lignes des pays nous intéressant avec la fonction `.loc()` de la bibliothèque Pandas. Une fois ces données localisées, je vais les regrouper sous forme de DataFrame afin de pouvoir les traiter." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [], + "source": [ + "Row_Belgium = data.loc[data['Country/Region'] == 'Belgium']\n", + "Series_Belgium = pd.Series(data.loc[Row_Belgium.index[0]], name = 'Belgium', dtype = int)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "Row_China = data.loc[(data['Country/Region'] == 'China') & (data['Province/State'] != 'Hong Kong')]\n", + "Series_China_Total = Row_China.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "Row_HongKong = data.loc[data['Province/State'] == 'Hong Kong']\n", + "Series_HongKong = pd.Series(data.loc[Row_HongKong.index[0]], name = 'HongKong', dtype = int)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [], + "source": [ + "Row_France = data.loc[(data['Province/State'].isna()) & (data['Country/Region'] == 'France')]\n", + "Series_France = pd.Series(data.loc[Row_France.index[0]], name = 'France', dtype = int)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [], + "source": [ + "Row_Germany = data.loc[data['Country/Region'] == 'Germany']\n", + "Series_Germany = pd.Series(data.loc[Row_Germany.index[0]], name = 'Germany', dtype = int)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "Row_Iran = data.loc[data['Country/Region'] == 'Iran']\n", + "Series_Iran = pd.Series(data.loc[Row_Iran.index[0]], name = 'Iran', dtype = int)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "Row_Italy = data.loc[data['Country/Region'] == 'Italy']\n", + "Series_Italy = pd.Series(data.loc[Row_Italy.index[0]], name = 'Italy', dtype = int)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "Row_Japan = data.loc[data['Country/Region'] == 'Japan']\n", + "Series_Japan = pd.Series(data.loc[Row_Japan.index[0]], name = 'Japan', dtype = int)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "Row_KoreaSouth = data.loc[data['Country/Region'] == 'Korea, South']\n", + "Series_KoreaSouth = pd.Series(data.loc[Row_KoreaSouth.index[0]], name = 'Korea, South', dtype = int)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "Row_Netherlands = data.loc[(data['Province/State'].isna()) & (data['Country/Region'] == 'Netherlands')]\n", + "Series_Netherlands = pd.Series(data.loc[Row_Netherlands.index[0]], name = 'Netherlands', dtype = int)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "Row_Portugal = data.loc[data['Country/Region'] == 'Portugal']\n", + "Series_Portugal = pd.Series(data.loc[Row_Portugal.index[0]], name = 'Portugal', dtype = int)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "Row_Spain = data.loc[data['Country/Region'] == 'Spain']\n", + "Series_Spain = pd.Series(data.loc[Row_Spain.index[0]], name = 'Spain', dtype = int)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "Row_UnitedKingdom = data.loc[(data['Province/State'].isna()) & (data['Country/Region'] == 'United Kingdom')]\n", + "Series_UnitedKingdom = pd.Series(data.loc[Row_UnitedKingdom.index[0]], name = 'United Kingdom', dtype = int)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "Row_US = data.loc[data['Country/Region'] == 'US']\n", + "Series_US = pd.Series(data.loc[Row_US.index[0]], name = 'US', dtype = int)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateBelgiumChinaFranceGermanyHong KongIranItalyJapanKorea, SouthNetherlandsPortugalSpainUSUnited Kingdom
01/22/200548000002100010
11/23/200641002002100010
21/24/200918202002200020
31/25/2001401305002200020
41/26/2002067308004300050
51/27/2002869318004400050
61/28/2005501448007400050
71/29/20060775410007400060
81/30/200813154100011400060
91/31/2009790551202151100082
102/1/20011878681302201200182
112/2/200166156101502201500182
122/3/2001970161215022015001118
132/4/2012369061217022216001118
142/5/2012741961221022319001119
152/6/2013056361224022323001129
162/7/2013408561325032324001129
172/8/201367881113260324240011213
182/9/201398001114290324250021214
192/10/201423161114380326270021214
202/11/201443371116490327280021315
212/12/201447091116500328280021316
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997 rows × 15 columns

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\n", + "26 2/17/20 1 72374 12 16 60 0 \n", + "27 2/18/20 1 74149 12 16 62 0 \n", + "28 2/19/20 1 74556 12 16 63 2 \n", + "29 2/20/20 1 75009 12 16 68 5 \n", + ".. ... ... ... ... ... ... ... \n", + "967 9/15/22 4511590 979044 33856227 32643742 1682896 7541586 \n", + "968 9/16/22 4511590 979986 33884825 32680355 1691895 7542230 \n", + "969 9/17/22 4511590 980643 33884825 32680356 1700173 7542533 \n", + "970 9/18/22 4511590 981796 33884825 32680356 1707495 7542822 \n", + "971 9/19/22 4511590 982772 33946300 32740593 1713755 7543548 \n", + "972 9/20/22 4517212 983517 33998116 32797308 1719349 7544540 \n", + "973 9/21/22 4517212 984255 34036366 32854286 1725036 7545351 \n", + "974 9/22/22 4525931 985051 34074830 32905086 1731026 7545855 \n", + "975 9/23/22 4525931 985940 34110990 32952050 1736413 7546276 \n", + "976 9/24/22 4525931 986771 34110990 32952050 1741603 7546673 \n", + "977 9/25/22 4525931 987603 34110990 32952050 1745500 7547089 \n", + "978 9/26/22 4533249 988402 34187868 33041332 1749534 7547397 \n", + "979 9/27/22 4533249 989220 34261507 33137143 1753201 7547706 \n", + "980 9/28/22 4533249 990418 34313401 33216006 1757112 7547968 \n", + "981 9/29/22 4544505 991175 34364144 33312373 1761381 7548320 \n", + "982 9/30/22 4544505 992038 34412387 33386229 1765404 7548648 \n", + "983 10/1/22 4544505 992839 34412387 33386229 1769311 7549186 \n", + "984 10/2/22 4544505 993595 34412387 33386229 1772880 7549586 \n", + "985 10/3/22 4553333 994450 34505126 33386229 1776409 7550021 \n", + "986 10/4/22 4553333 995363 34592885 33519761 1779695 7550401 \n", + "987 10/5/22 4553333 996443 34659449 33652255 1783337 7550691 \n", + "988 10/6/22 4566207 997782 34724986 33826367 1787655 7550856 \n", + "989 10/7/22 4566207 999572 34785735 33948632 1792024 7551022 \n", + "990 10/8/22 4566207 1002664 34785735 33948632 1796924 7551357 \n", + "991 10/9/22 4566207 1003098 34785735 33948632 1801814 7551680 \n", + "992 10/10/22 4575519 1005191 34895004 34121168 1806688 7552404 \n", 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\n", + "975 23621952 \n", + "976 23621952 \n", + "977 23621952 \n", + "978 23621952 \n", + "979 23621952 \n", + "980 23621952 \n", + "981 23672852 \n", + "982 23672852 \n", + "983 23672852 \n", + "984 23672852 \n", + "985 23672852 \n", + "986 23672852 \n", + "987 23672852 \n", + "988 23735273 \n", + "989 23735273 \n", + "990 23735273 \n", + "991 23735273 \n", + "992 23735273 \n", + "993 23735273 \n", + "994 23735273 \n", + "995 23798793 \n", + "996 23798793 \n", + "\n", + "[997 rows x 15 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "frame = {'Belgium': Series_Belgium, \n", + " 'China': Series_China_Total, \n", + " 'Hong Kong': Series_HongKong, \n", + " 'France': Series_France, \n", + " 'Germany': Series_Germany, \n", + " 'Iran': Series_Iran, \n", + " 'Italy': Series_Italy, \n", + " 'Japan': Series_Japan, \n", + " 'Korea, South': Series_KoreaSouth, \n", + " 'Netherlands': Series_Netherlands, \n", + " 'Portugal': Series_Portugal, \n", + " 'Spain': Series_Spain, \n", + " 'United Kingdom': Series_UnitedKingdom, \n", + " 'US': Series_US}\n", + "\n", + "selected_data_raw = pd.DataFrame(frame)\n", + "selected_data = selected_data_raw[4:].reset_index()\n", + "selected_data = selected_data.rename(columns={'index': 'Date'})\n", + "display(selected_data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Un fois nos données regroupées dans le DataFrame `selected_data`, je vais alors pouvoir les tracer avec la fonction `.plot()` de la bibliothèque Pandas." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "colors = ['black',\n", + " 'gray',\n", + " 'silver',\n", + " 'brown',\n", + " 'red',\n", + " 'coral',\n", + " 'chocolate',\n", + " 'orange',\n", + " 'gold',\n", + " 'darkgreen',\n", + " 'lime',\n", + " 'cyan',\n", + " 'darkblue',\n", + " 'magenta'\n", + " ]\n", + "selected_data.plot(x = 'Date', \n", + " y = ['Belgium','China','Hong Kong',\n", + " 'France','Germany','Iran',\n", + " 'Italy','Japan','Korea, South',\n", + " 'Netherlands','Portugal','Spain',\n", + " 'United Kingdom', 'US'],\n", + " figsize=(15, 8),\n", + " color = colors)\n", + "\n", + "plt.title('Nombre de cas de Covid-19 en fonction de la date et du pays', fontsize = 18)\n", + "plt.xlabel('Date',fontsize = 18)\n", + "plt.ylabel('Nombre de cas de Covid-19',fontsize = 18)\n", + "\n", + "plt.xticks([0,345,710,996], \n", + " [selected_data['Date'][0],\n", + " selected_data['Date'][345],\n", + " selected_data['Date'][710],\n", + " selected_data['Date'][996]], \n", + " rotation=45)\n", + "\n", + "plt.grid(which='both', linestyle='--')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous avons donc un graphique représentant le nombre de cas de Covid-19 en fonction de la date et du pays. Nous allons maintenant refaire ce graphique avec toutes les données de chaque pays selectionné cumulées." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [], + "source": [ + "selected_data['Total'] = selected_data['Belgium'] + selected_data['China'] + selected_data['France'] + selected_data['Germany'] + selected_data['Hong Kong'] + selected_data['Iran'] + selected_data['Italy'] + selected_data['Japan'] + selected_data['Korea, South'] + selected_data['Netherlands'] + selected_data['Portugal'] + selected_data['Spain'] + selected_data['US'] + selected_data['United Kingdom']" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "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": [ + "# Echelle linéaire\n", + "selected_data.plot(x = 'Date', \n", + " y = 'Total',\n", + " figsize=(15, 8),)\n", + "\n", + "plt.title('Nombre de cas de Covid-19 total des pays selectionnés en fonction de la date', fontsize = 18)\n", + "plt.xlabel('Date',fontsize = 18)\n", + "plt.ylabel('Nombre de cas de Covid-19',fontsize = 18)\n", + "\n", + "plt.xticks([0,345,710,996], \n", + " [selected_data['Date'][0],\n", + " selected_data['Date'][345],\n", + " selected_data['Date'][710],\n", + " selected_data['Date'][996]], \n", + " rotation=45)\n", + "\n", + "plt.grid(which='both', linestyle='--')\n", + "plt.show()\n", + "\n", + "# Echelle logarithmique\n", + "selected_data.plot(x = 'Date', \n", + " y = 'Total',\n", + " figsize=(15, 8),)\n", + "\n", + "plt.title('Nombre de cas de Covid-19 total des pays selectionnés en fonction de la date', fontsize = 18)\n", + "plt.xlabel('Date',fontsize = 18)\n", + "plt.ylabel('Nombre de cas de Covid-19',fontsize = 18)\n", + "plt.yscale('log')\n", + "\n", + "plt.xticks([0,345,710,996], \n", + " [selected_data['Date'][0],\n", + " selected_data['Date'][345],\n", + " selected_data['Date'][710],\n", + " selected_data['Date'][996]], \n", + " rotation=45)\n", + "\n", + "plt.grid(which='both', linestyle='--')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [], + "source": [] + } + ], "metadata": { + "hide_code_all_hidden": false, "kernelspec": { "display_name": "Python 3", "language": "python", @@ -16,10 +3590,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } -