diff --git a/module3/Sujet7_StatCOVID19/AnalyseCOVID19.ipynb b/module3/Sujet7_StatCOVID19/AnalyseCOVID19.ipynb index 5715bbdb2ccd6cd7dd72cb70a1cca5c89169b289..669a30a9a09313c8431eb65c35cc823571c78d36 100644 --- a/module3/Sujet7_StatCOVID19/AnalyseCOVID19.ipynb +++ b/module3/Sujet7_StatCOVID19/AnalyseCOVID19.ipynb @@ -32,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -56,33 +56,57 @@ " \n", " \n", " \n", - " Unnamed: 0\n", - " Afghanistan\n", - " 33.93911\n", - " 67.709953\n", - " 0\n", - " 0.1\n", - " 0.2\n", - " 0.3\n", - " 0.4\n", - " 0.5\n", + " Province/State\n", + " Country/Region\n", + " Lat\n", + " Long\n", + " 1/22/20\n", + " 1/23/20\n", + " 1/24/20\n", + " 1/25/20\n", + " 1/26/20\n", + " 1/27/20\n", " ...\n", - " 46274\n", - " 46516\n", - " 46718\n", - " 46837\n", - " 46837.1\n", - " 47072\n", - " 47306\n", - " 47516\n", - " 47716\n", - " 47851\n", + " 11/30/20\n", + " 12/1/20\n", + " 12/2/20\n", + " 12/3/20\n", + " 12/4/20\n", + " 12/5/20\n", + " 12/6/20\n", + " 12/7/20\n", + " 12/8/20\n", + " 12/9/20\n", " \n", " \n", " \n", " \n", " 0\n", " NaN\n", + " Afghanistan\n", + " 33.939110\n", + " 67.709953\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " ...\n", + " 46274\n", + " 46516\n", + " 46718\n", + " 46837\n", + " 46837\n", + " 47072\n", + " 47306\n", + " 47516\n", + " 47716\n", + " 47851\n", + " \n", + " \n", + " 1\n", + " NaN\n", " Albania\n", " 41.153300\n", " 20.168300\n", @@ -105,7 +129,7 @@ " 45188\n", " \n", " \n", - " 1\n", + " 2\n", " NaN\n", " Algeria\n", " 28.033900\n", @@ -129,7 +153,7 @@ " 90014\n", " \n", " \n", - " 2\n", + " 3\n", " NaN\n", " Andorra\n", " 42.506300\n", @@ -153,7 +177,7 @@ " 7162\n", " \n", " \n", - " 3\n", + " 4\n", " NaN\n", " Angola\n", " -11.202700\n", @@ -177,7 +201,7 @@ " 15804\n", " \n", " \n", - " 4\n", + " 5\n", " NaN\n", " Antigua and Barbuda\n", " 17.060800\n", @@ -201,7 +225,7 @@ " 146\n", " \n", " \n", - " 5\n", + " 6\n", " NaN\n", " Argentina\n", " -38.416100\n", @@ -225,7 +249,7 @@ " 1475222\n", " \n", " \n", - " 6\n", + " 7\n", " NaN\n", " Armenia\n", " 40.069100\n", @@ -249,7 +273,7 @@ " 144066\n", " \n", " \n", - " 7\n", + " 8\n", " Australian Capital Territory\n", " Australia\n", " -35.473500\n", @@ -273,7 +297,7 @@ " 117\n", " \n", " \n", - " 8\n", + " 9\n", " New South Wales\n", " Australia\n", " -33.868800\n", @@ -297,7 +321,7 @@ " 4624\n", " \n", " \n", - " 9\n", + " 10\n", " Northern Territory\n", " Australia\n", " -12.463400\n", @@ -321,7 +345,7 @@ " 61\n", " \n", " \n", - " 10\n", + " 11\n", " Queensland\n", " Australia\n", " -27.469800\n", @@ -345,7 +369,7 @@ " 1225\n", " \n", " \n", - " 11\n", + " 12\n", " South Australia\n", " Australia\n", " -34.928500\n", @@ -369,7 +393,7 @@ " 562\n", " \n", " \n", - " 12\n", + " 13\n", " Tasmania\n", " Australia\n", " -42.882100\n", @@ -393,7 +417,7 @@ " 234\n", " \n", " \n", - " 13\n", + " 14\n", " Victoria\n", " Australia\n", " -37.813600\n", @@ -417,7 +441,7 @@ " 20345\n", " \n", " \n", - " 14\n", + " 15\n", " Western Australia\n", " Australia\n", " -31.950500\n", @@ -441,7 +465,7 @@ " 832\n", " \n", " \n", - " 15\n", + " 16\n", " NaN\n", " Austria\n", " 47.516200\n", @@ -465,7 +489,7 @@ " 311002\n", " \n", " \n", - " 16\n", + " 17\n", " NaN\n", " Azerbaijan\n", " 40.143100\n", @@ -489,7 +513,7 @@ " 158555\n", " \n", " \n", - " 17\n", + " 18\n", " NaN\n", " Bahamas\n", " 25.025885\n", @@ -513,7 +537,7 @@ " 7585\n", " \n", " \n", - " 18\n", + " 19\n", " NaN\n", " Bahrain\n", " 26.027500\n", @@ -537,7 +561,7 @@ " 88495\n", " \n", " \n", - " 19\n", + " 20\n", " NaN\n", " Bangladesh\n", " 23.685000\n", @@ -561,7 +585,7 @@ " 484104\n", " \n", " \n", - " 20\n", + " 21\n", " NaN\n", " Barbados\n", " 13.193900\n", @@ -585,7 +609,7 @@ " 290\n", " \n", " \n", - " 21\n", + " 22\n", " NaN\n", " Belarus\n", " 53.709800\n", @@ -609,7 +633,7 @@ " 152453\n", " \n", " \n", - " 22\n", + " 23\n", " NaN\n", " Belgium\n", " 50.833300\n", @@ -633,7 +657,7 @@ " 597643\n", " \n", " \n", - " 23\n", + " 24\n", " NaN\n", " Belize\n", " 17.189900\n", @@ -657,7 +681,7 @@ " 8519\n", " \n", " \n", - " 24\n", + " 25\n", " NaN\n", " Benin\n", " 9.307700\n", @@ -681,7 +705,7 @@ " 3090\n", " \n", " \n", - " 25\n", + " 26\n", " NaN\n", " Bhutan\n", " 27.514200\n", @@ -705,7 +729,7 @@ " 433\n", " \n", " \n", - " 26\n", + " 27\n", " NaN\n", " Bolivia\n", " -16.290200\n", @@ -729,7 +753,7 @@ " 146060\n", " \n", " \n", - " 27\n", + " 28\n", " NaN\n", " Bosnia and Herzegovina\n", " 43.915900\n", @@ -753,7 +777,7 @@ " 97317\n", " \n", " \n", - " 28\n", + " 29\n", " NaN\n", " Botswana\n", " -22.328500\n", @@ -777,30 +801,6 @@ " 12058\n", " \n", " \n", - " 29\n", - " NaN\n", - " Brazil\n", - " -14.235000\n", - " -51.925300\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " ...\n", - " 6335878\n", - " 6386787\n", - " 6436650\n", - " 6487084\n", - " 6533968\n", - " 6577177\n", - " 6603540\n", - " 6623911\n", - " 6674999\n", - " 6728452\n", - " \n", - " \n", " ...\n", " ...\n", " ...\n", @@ -825,7 +825,7 @@ " ...\n", " \n", " \n", - " 240\n", + " 241\n", " NaN\n", " Thailand\n", " 15.870032\n", @@ -849,7 +849,7 @@ " 4169\n", " \n", " \n", - " 241\n", + " 242\n", " NaN\n", " Timor-Leste\n", " -8.874217\n", @@ -873,7 +873,7 @@ " 31\n", " \n", " \n", - " 242\n", + " 243\n", " NaN\n", " Togo\n", " 8.619500\n", @@ -897,7 +897,7 @@ " 3151\n", " \n", " \n", - " 243\n", + " 244\n", " NaN\n", " Trinidad and Tobago\n", " 10.691800\n", @@ -921,7 +921,7 @@ " 6808\n", " \n", " \n", - " 244\n", + " 245\n", " NaN\n", " Tunisia\n", " 33.886917\n", @@ -945,7 +945,7 @@ " 106856\n", " \n", " \n", - " 245\n", + " 246\n", " NaN\n", " Turkey\n", " 38.963700\n", @@ -969,7 +969,7 @@ " 925342\n", " \n", " \n", - " 246\n", + " 247\n", " NaN\n", " US\n", " 40.000000\n", @@ -993,7 +993,7 @@ " 15386562\n", " \n", " \n", - " 247\n", + " 248\n", " NaN\n", " Uganda\n", " 1.373333\n", @@ -1017,7 +1017,7 @@ " 25059\n", " \n", " \n", - " 248\n", + " 249\n", " NaN\n", " Ukraine\n", " 48.379400\n", @@ -1041,7 +1041,7 @@ " 867991\n", " \n", " \n", - " 249\n", + " 250\n", " NaN\n", " United Arab Emirates\n", " 23.424076\n", @@ -1065,7 +1065,7 @@ " 180150\n", " \n", " \n", - " 250\n", + " 251\n", " Anguilla\n", " United Kingdom\n", " 18.220600\n", @@ -1089,7 +1089,7 @@ " 10\n", " \n", " \n", - " 251\n", + " 252\n", " Bermuda\n", " United Kingdom\n", " 32.307800\n", @@ -1113,7 +1113,7 @@ " 340\n", " \n", " \n", - " 252\n", + " 253\n", " British Virgin Islands\n", " United Kingdom\n", " 18.420700\n", @@ -1137,7 +1137,7 @@ " 72\n", " \n", " \n", - " 253\n", + " 254\n", " Cayman Islands\n", " United Kingdom\n", " 19.313300\n", @@ -1161,7 +1161,7 @@ " 292\n", " \n", " \n", - " 254\n", + " 255\n", " Channel Islands\n", " United Kingdom\n", " 49.372300\n", @@ -1185,7 +1185,7 @@ " 1786\n", " \n", " \n", - " 255\n", + " 256\n", " Falkland Islands (Malvinas)\n", " United Kingdom\n", " -51.796300\n", @@ -1209,7 +1209,7 @@ " 17\n", " \n", " \n", - " 256\n", + " 257\n", " Gibraltar\n", " United Kingdom\n", " 36.140800\n", @@ -1233,7 +1233,7 @@ " 1065\n", " \n", " \n", - " 257\n", + " 258\n", " Isle of Man\n", " United Kingdom\n", " 54.236100\n", @@ -1257,7 +1257,7 @@ " 370\n", " \n", " \n", - " 258\n", + " 259\n", " Montserrat\n", " United Kingdom\n", " 16.742498\n", @@ -1281,7 +1281,7 @@ " 13\n", " \n", " \n", - " 259\n", + " 260\n", " Turks and Caicos Islands\n", " United Kingdom\n", " 21.694000\n", @@ -1305,7 +1305,7 @@ " 761\n", " \n", " \n", - " 260\n", + " 261\n", " NaN\n", " United Kingdom\n", " 55.378100\n", @@ -1329,7 +1329,7 @@ " 1766819\n", " \n", " \n", - " 261\n", + " 262\n", " NaN\n", " Uruguay\n", " -32.522800\n", @@ -1353,7 +1353,7 @@ " 8104\n", " \n", " \n", - " 262\n", + " 263\n", " NaN\n", " Uzbekistan\n", " 41.377491\n", @@ -1377,7 +1377,7 @@ " 74352\n", " \n", " \n", - " 263\n", + " 264\n", " NaN\n", " Vanuatu\n", " -15.376700\n", @@ -1401,7 +1401,7 @@ " 1\n", " \n", " \n", - " 264\n", + " 265\n", " NaN\n", " Venezuela\n", " 6.423800\n", @@ -1425,7 +1425,7 @@ " 105852\n", " \n", " \n", - " 265\n", + " 266\n", " NaN\n", " Vietnam\n", " 14.058324\n", @@ -1449,7 +1449,7 @@ " 1381\n", " \n", " \n", - " 266\n", + " 267\n", " NaN\n", " West Bank and Gaza\n", " 31.952200\n", @@ -1473,7 +1473,7 @@ " 102992\n", " \n", " \n", - " 267\n", + " 268\n", " NaN\n", " Yemen\n", " 15.552727\n", @@ -1497,7 +1497,7 @@ " 2079\n", " \n", " \n", - " 268\n", + " 269\n", " NaN\n", " Zambia\n", " -13.133897\n", @@ -1521,7 +1521,7 @@ " 18062\n", " \n", " \n", - " 269\n", + " 270\n", " NaN\n", " Zimbabwe\n", " -19.015438\n", @@ -1546,266 +1546,266 @@ " \n", " \n", "\n", - "

270 rows × 327 columns

\n", + "

271 rows × 327 columns

\n", "" ], "text/plain": [ - " Unnamed: 0 Afghanistan 33.93911 \\\n", - "0 NaN Albania 41.153300 \n", - "1 NaN Algeria 28.033900 \n", - "2 NaN Andorra 42.506300 \n", - "3 NaN Angola -11.202700 \n", - "4 NaN Antigua and Barbuda 17.060800 \n", - "5 NaN Argentina -38.416100 \n", - "6 NaN Armenia 40.069100 \n", - "7 Australian Capital Territory Australia -35.473500 \n", - "8 New South Wales Australia -33.868800 \n", - "9 Northern Territory Australia -12.463400 \n", - "10 Queensland Australia -27.469800 \n", - "11 South Australia Australia -34.928500 \n", - "12 Tasmania Australia -42.882100 \n", - "13 Victoria Australia -37.813600 \n", - "14 Western Australia Australia -31.950500 \n", - "15 NaN Austria 47.516200 \n", - "16 NaN Azerbaijan 40.143100 \n", - "17 NaN Bahamas 25.025885 \n", - "18 NaN Bahrain 26.027500 \n", - "19 NaN Bangladesh 23.685000 \n", - "20 NaN Barbados 13.193900 \n", - "21 NaN Belarus 53.709800 \n", - "22 NaN Belgium 50.833300 \n", - "23 NaN Belize 17.189900 \n", - "24 NaN Benin 9.307700 \n", - "25 NaN Bhutan 27.514200 \n", - "26 NaN Bolivia -16.290200 \n", - "27 NaN Bosnia and Herzegovina 43.915900 \n", - "28 NaN Botswana -22.328500 \n", - "29 NaN Brazil -14.235000 \n", + " Province/State Country/Region Lat \\\n", + "0 NaN Afghanistan 33.939110 \n", + "1 NaN Albania 41.153300 \n", + "2 NaN Algeria 28.033900 \n", + "3 NaN Andorra 42.506300 \n", + "4 NaN Angola -11.202700 \n", + "5 NaN Antigua and Barbuda 17.060800 \n", + "6 NaN Argentina -38.416100 \n", + "7 NaN Armenia 40.069100 \n", + "8 Australian Capital Territory Australia -35.473500 \n", + "9 New South Wales Australia -33.868800 \n", + "10 Northern Territory Australia -12.463400 \n", + "11 Queensland Australia -27.469800 \n", + "12 South Australia Australia -34.928500 \n", + "13 Tasmania Australia -42.882100 \n", + "14 Victoria Australia -37.813600 \n", + "15 Western Australia Australia -31.950500 \n", + "16 NaN Austria 47.516200 \n", + "17 NaN Azerbaijan 40.143100 \n", + "18 NaN Bahamas 25.025885 \n", + "19 NaN Bahrain 26.027500 \n", + "20 NaN Bangladesh 23.685000 \n", + "21 NaN Barbados 13.193900 \n", + "22 NaN Belarus 53.709800 \n", + "23 NaN Belgium 50.833300 \n", + "24 NaN Belize 17.189900 \n", + "25 NaN Benin 9.307700 \n", + "26 NaN Bhutan 27.514200 \n", + "27 NaN Bolivia -16.290200 \n", + "28 NaN Bosnia and Herzegovina 43.915900 \n", + "29 NaN Botswana -22.328500 \n", ".. ... ... ... \n", - "240 NaN Thailand 15.870032 \n", - "241 NaN Timor-Leste -8.874217 \n", - "242 NaN Togo 8.619500 \n", - "243 NaN Trinidad and Tobago 10.691800 \n", - "244 NaN Tunisia 33.886917 \n", - "245 NaN Turkey 38.963700 \n", - "246 NaN US 40.000000 \n", - "247 NaN Uganda 1.373333 \n", - "248 NaN Ukraine 48.379400 \n", - "249 NaN United Arab Emirates 23.424076 \n", - "250 Anguilla United Kingdom 18.220600 \n", - "251 Bermuda United Kingdom 32.307800 \n", - "252 British Virgin Islands United Kingdom 18.420700 \n", - "253 Cayman Islands United Kingdom 19.313300 \n", - "254 Channel Islands United Kingdom 49.372300 \n", - "255 Falkland Islands (Malvinas) United Kingdom -51.796300 \n", - "256 Gibraltar United Kingdom 36.140800 \n", - "257 Isle of Man United Kingdom 54.236100 \n", - "258 Montserrat United Kingdom 16.742498 \n", - "259 Turks and Caicos Islands United Kingdom 21.694000 \n", - "260 NaN United Kingdom 55.378100 \n", - "261 NaN Uruguay -32.522800 \n", - "262 NaN Uzbekistan 41.377491 \n", - "263 NaN Vanuatu -15.376700 \n", - "264 NaN Venezuela 6.423800 \n", - "265 NaN Vietnam 14.058324 \n", - "266 NaN West Bank and Gaza 31.952200 \n", - "267 NaN Yemen 15.552727 \n", - "268 NaN Zambia -13.133897 \n", - "269 NaN Zimbabwe -19.015438 \n", + "241 NaN Thailand 15.870032 \n", + "242 NaN Timor-Leste -8.874217 \n", + "243 NaN Togo 8.619500 \n", + "244 NaN Trinidad and Tobago 10.691800 \n", + "245 NaN Tunisia 33.886917 \n", + "246 NaN Turkey 38.963700 \n", + "247 NaN US 40.000000 \n", + "248 NaN Uganda 1.373333 \n", + "249 NaN Ukraine 48.379400 \n", + "250 NaN United Arab Emirates 23.424076 \n", + "251 Anguilla United Kingdom 18.220600 \n", + "252 Bermuda United Kingdom 32.307800 \n", + "253 British Virgin Islands United Kingdom 18.420700 \n", + "254 Cayman Islands United Kingdom 19.313300 \n", + "255 Channel Islands United Kingdom 49.372300 \n", + "256 Falkland Islands (Malvinas) United Kingdom -51.796300 \n", + "257 Gibraltar United Kingdom 36.140800 \n", + "258 Isle of Man United Kingdom 54.236100 \n", + "259 Montserrat United Kingdom 16.742498 \n", + "260 Turks and Caicos Islands United Kingdom 21.694000 \n", + "261 NaN United Kingdom 55.378100 \n", + "262 NaN Uruguay -32.522800 \n", + "263 NaN Uzbekistan 41.377491 \n", + "264 NaN Vanuatu -15.376700 \n", + "265 NaN Venezuela 6.423800 \n", + "266 NaN Vietnam 14.058324 \n", + "267 NaN West Bank and Gaza 31.952200 \n", + "268 NaN Yemen 15.552727 \n", + "269 NaN Zambia -13.133897 \n", + "270 NaN Zimbabwe -19.015438 \n", "\n", - " 67.709953 0 0.1 0.2 0.3 0.4 0.5 ... 46274 46516 \\\n", - "0 20.168300 0 0 0 0 0 0 ... 38182 39014 \n", - "1 1.659600 0 0 0 0 0 0 ... 83199 84152 \n", - "2 1.521800 0 0 0 0 0 0 ... 6745 6790 \n", - "3 17.873900 0 0 0 0 0 0 ... 15139 15251 \n", - "4 -61.796400 0 0 0 0 0 0 ... 141 142 \n", - "5 -63.616700 0 0 0 0 0 0 ... 1424533 1432570 \n", - "6 45.038200 0 0 0 0 0 0 ... 135124 135967 \n", - "7 149.012400 0 0 0 0 0 0 ... 117 117 \n", - "8 151.209300 0 0 0 0 3 4 ... 4582 4588 \n", - "9 130.845600 0 0 0 0 0 0 ... 53 53 \n", - "10 153.025100 0 0 0 0 0 0 ... 1202 1205 \n", - "11 138.600700 0 0 0 0 0 0 ... 562 562 \n", - "12 147.327200 0 0 0 0 0 0 ... 230 230 \n", - "13 144.963100 0 0 0 0 1 1 ... 20345 20345 \n", - "14 115.860500 0 0 0 0 0 0 ... 821 823 \n", - "15 14.550100 0 0 0 0 0 0 ... 282456 285489 \n", - "16 47.576900 0 0 0 0 0 0 ... 121176 125602 \n", - "17 -78.035889 0 0 0 0 0 0 ... 7541 7543 \n", - "18 50.550000 0 0 0 0 0 0 ... 86956 87137 \n", - "19 90.356300 0 0 0 0 0 0 ... 464932 467225 \n", - "20 -59.543200 0 0 0 0 0 0 ... 276 278 \n", - "21 27.953400 0 0 0 0 0 0 ... 136647 138219 \n", - "22 4.469936 0 0 0 0 0 0 ... 577345 579212 \n", - "23 -88.497600 0 0 0 0 0 0 ... 5854 5854 \n", - "24 2.315800 0 0 0 0 0 0 ... 3015 3015 \n", - "25 90.433600 0 0 0 0 0 0 ... 410 414 \n", - "26 -63.588700 0 0 0 0 0 0 ... 144708 144810 \n", - "27 17.679100 0 0 0 0 0 0 ... 87901 89085 \n", - "28 24.684900 0 0 0 0 0 0 ... 10742 10742 \n", - "29 -51.925300 0 0 0 0 0 0 ... 6335878 6386787 \n", - ".. ... .. ... ... ... ... ... ... ... ... \n", - "240 100.992541 2 3 5 7 8 8 ... 4008 4026 \n", - "241 125.727539 0 0 0 0 0 0 ... 30 30 \n", - "242 0.824800 0 0 0 0 0 0 ... 2974 2997 \n", - "243 -61.222500 0 0 0 0 0 0 ... 6669 6685 \n", - "244 9.537499 0 0 0 0 0 0 ... 96769 96769 \n", - "245 35.243300 0 0 0 0 0 0 ... 638847 668957 \n", - "246 -100.000000 1 1 2 2 5 5 ... 13541185 13721822 \n", - "247 32.290275 0 0 0 0 0 0 ... 20459 21035 \n", - "248 31.165600 0 0 0 0 0 0 ... 752343 765117 \n", - "249 53.847818 0 0 0 0 0 0 ... 168860 170149 \n", - 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"[270 rows x 327 columns]" + "[271 rows x 327 columns]" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -1814,12 +1814,12 @@ "path_to_file = \"DonneeBrute\"\n", "csv_file = \"donnee_JohnHopkins.csv\"\n", "if os.path.exists(os.path.join(path_to_file,csv_file)):\n", - " raw_data = pd.read_csv(os.path.join(path_to_file,csv_file), skiprows=1)\n", + " raw_data = pd.read_csv(os.path.join(path_to_file,csv_file))\n", "else: \n", " if not(os.path.isdir(path_to_file)):\n", " os.mkdir(path_to_file)\n", " urllib.request.urlretrieve(data_url, os.path.join(path_to_file,csv_file))\n", - " raw_data = pd.read_csv(os.path.join(path_to_file,csv_file), skiprows=1)\n", + " raw_data = pd.read_csv(os.path.join(path_to_file,csv_file))\n", " \n", "raw_data" ]