From d6ab341c1a63a48e312f05c5acb350139b18e1ba Mon Sep 17 00:00:00 2001 From: c9e44b14af67ca9cf821fb7b818dce9b Date: Wed, 11 May 2022 13:40:26 +0000 Subject: [PATCH] second --- module3/exo3/Untitled.ipynb | 6 + module3/exo3/Untitled1.ipynb | 6 + module3/exo3/exercice.ipynb | 4289 ++++++++++------------------------ 3 files changed, 1250 insertions(+), 3051 deletions(-) create mode 100644 module3/exo3/Untitled.ipynb create mode 100644 module3/exo3/Untitled1.ipynb diff --git a/module3/exo3/Untitled.ipynb b/module3/exo3/Untitled.ipynb new file mode 100644 index 0000000..7fec515 --- /dev/null +++ b/module3/exo3/Untitled.ipynb @@ -0,0 +1,6 @@ +{ + "cells": [], + "metadata": {}, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/module3/exo3/Untitled1.ipynb b/module3/exo3/Untitled1.ipynb new file mode 100644 index 0000000..7fec515 --- /dev/null +++ b/module3/exo3/Untitled1.ipynb @@ -0,0 +1,6 @@ +{ + "cells": [], + "metadata": {}, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index df58fe1..16c36df 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -16,7 +16,9 @@ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", - "import isoweek" + "import isoweek\n", + "\n", + "pd.options.mode.chained_assignment = None # default='warn'" ] }, { @@ -52,7 +54,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -87,7 +89,6 @@ " 1/26/20\n", " 1/27/20\n", " ...\n", - " 4/30/22\n", " 5/1/22\n", " 5/2/22\n", " 5/3/22\n", @@ -97,6 +98,7 @@ " 5/7/22\n", " 5/8/22\n", " 5/9/22\n", + " 5/10/22\n", " \n", " \n", " \n", @@ -113,7 +115,6 @@ " 0\n", " 0\n", " ...\n", - " 178879\n", " 178899\n", " 178901\n", " 178901\n", @@ -123,6 +124,7 @@ " 178922\n", " 178981\n", " 179010\n", + " 179017\n", " \n", " \n", " 1\n", @@ -137,7 +139,6 @@ " 0\n", " 0\n", " ...\n", - " 275107\n", " 275167\n", " 275177\n", " 275191\n", @@ -147,6 +148,7 @@ " 275341\n", " 275366\n", " 275372\n", + " 275416\n", " \n", " \n", " 2\n", @@ -161,7 +163,6 @@ " 0\n", " 0\n", " ...\n", - " 265780\n", " 265782\n", " 265782\n", " 265782\n", @@ -171,6 +172,7 @@ " 265794\n", " 265798\n", " 265800\n", + " 265804\n", " \n", " \n", " 3\n", @@ -188,7 +190,7 @@ " 41349\n", " 41349\n", " 41349\n", - " 41349\n", + " 41717\n", " 41717\n", " 41717\n", " 41717\n", @@ -260,13 +262,13 @@ " 7626\n", " 7626\n", " 7626\n", - " 7626\n", " 7654\n", " 7663\n", " 7663\n", " 7663\n", " 7663\n", " 7663\n", + " 7663\n", " \n", " \n", " 7\n", @@ -281,7 +283,6 @@ " 0\n", " 0\n", " ...\n", - " 9072230\n", " 9083673\n", " 9083673\n", " 9083673\n", @@ -291,6 +292,7 @@ " 9083673\n", " 9101319\n", " 9101319\n", + " 9101319\n", " \n", " \n", " 8\n", @@ -305,7 +307,6 @@ " 0\n", " 0\n", " ...\n", - " 422867\n", " 422871\n", " 422874\n", " 422874\n", @@ -315,6 +316,7 @@ " 422877\n", " 422877\n", " 422896\n", + " 422896\n", " \n", " \n", " 9\n", @@ -329,7 +331,6 @@ " 0\n", " 0\n", " ...\n", - " 104941\n", " 105739\n", " 106705\n", " 107769\n", @@ -339,6 +340,7 @@ " 111599\n", " 112407\n", " 113368\n", + " 114564\n", " \n", " \n", " 10\n", @@ -353,7 +355,6 @@ " 3\n", " 4\n", " ...\n", - " 2287281\n", " 2294900\n", " 2304435\n", " 2316269\n", @@ -363,6 +364,7 @@ " 2365484\n", " 2373235\n", " 2383412\n", + " 2395359\n", " \n", " \n", " 11\n", @@ -377,7 +379,6 @@ " 0\n", " 0\n", " ...\n", - " 63289\n", " 63568\n", " 64151\n", " 64540\n", @@ -387,6 +388,7 @@ " 65881\n", " 66083\n", " 66427\n", + " 66760\n", " \n", " \n", " 12\n", @@ -401,7 +403,6 @@ " 0\n", " 0\n", " ...\n", - " 997619\n", " 1002257\n", " 1007459\n", " 1015120\n", @@ -411,6 +412,7 @@ " 1041450\n", " 1046200\n", " 1052748\n", + " 1060169\n", " \n", " \n", " 13\n", @@ -425,7 +427,6 @@ " 0\n", " 0\n", " ...\n", - " 409717\n", " 413321\n", " 416371\n", " 416371\n", @@ -435,6 +436,7 @@ " 430466\n", " 436318\n", " 440223\n", + " 444522\n", " \n", " \n", " 14\n", @@ -449,7 +451,6 @@ " 0\n", " 0\n", " ...\n", - " 136457\n", " 137359\n", " 138395\n", " 139468\n", @@ -459,6 +460,7 @@ " 143267\n", " 144107\n", " 145182\n", + " 146212\n", " \n", " \n", " 15\n", @@ -473,7 +475,6 @@ " 1\n", " 1\n", " ...\n", - " 1561415\n", " 1576945\n", " 1586876\n", " 1597464\n", @@ -483,6 +484,7 @@ " 1637135\n", " 1647028\n", " 1659695\n", + " 1673533\n", " \n", " \n", " 16\n", @@ -497,7 +499,6 @@ " 0\n", " 0\n", " ...\n", - " 392423\n", " 398270\n", " 405848\n", " 415563\n", @@ -507,6 +508,7 @@ " 451192\n", " 461553\n", " 473909\n", + " 490899\n", " \n", " \n", " 17\n", @@ -521,7 +523,6 @@ " 0\n", " 0\n", " ...\n", - " 4140543\n", " 4144906\n", " 4149004\n", " 4154244\n", @@ -531,6 +532,7 @@ " 4177928\n", " 4181545\n", " 4185678\n", + " 4189700\n", " \n", " \n", " 18\n", @@ -545,7 +547,6 @@ " 0\n", " 0\n", " ...\n", - " 792562\n", " 792578\n", " 792579\n", " 792585\n", @@ -555,6 +556,7 @@ " 792618\n", " 792630\n", " 792632\n", + " 792638\n", " \n", " \n", " 19\n", @@ -569,7 +571,6 @@ " 0\n", " 0\n", " ...\n", - " 33558\n", " 33578\n", " 33582\n", " 33601\n", @@ -579,6 +580,7 @@ " 33695\n", " 33695\n", " 33748\n", + " 33779\n", " \n", " \n", " 20\n", @@ -593,7 +595,6 @@ " 0\n", " 0\n", " ...\n", - " 568706\n", " 569091\n", " 569370\n", " 569727\n", @@ -603,6 +604,7 @@ " 572082\n", " 572810\n", " 573757\n", + " 574401\n", " \n", " \n", " 21\n", @@ -617,7 +619,6 @@ " 0\n", " 0\n", " ...\n", - " 1952691\n", " 1952716\n", " 1952726\n", " 1952733\n", @@ -627,6 +628,7 @@ " 1952776\n", " 1952799\n", " 1952829\n", + " 1952855\n", " \n", " \n", " 22\n", @@ -641,7 +643,6 @@ " 0\n", " 0\n", " ...\n", - " 70080\n", " 70449\n", " 70793\n", " 71127\n", @@ -651,6 +652,7 @@ " 73198\n", " 73592\n", " 73856\n", + " 74454\n", " \n", " \n", " 23\n", @@ -667,7 +669,6 @@ " ...\n", " 980345\n", " 980345\n", - " 980345\n", " 980868\n", " 981070\n", " 981259\n", @@ -675,6 +676,7 @@ " 981838\n", " 982331\n", " 982331\n", + " 982867\n", " \n", " \n", " 24\n", @@ -690,7 +692,6 @@ " 0\n", " ...\n", " 4056448\n", - " 4056448\n", " 4071279\n", " 4071279\n", " 4071279\n", @@ -699,6 +700,7 @@ " 4088336\n", " 4088336\n", " 4102082\n", + " 4102082\n", " \n", " \n", " 25\n", @@ -715,7 +717,6 @@ " ...\n", " 57497\n", " 57497\n", - " 57497\n", " 57535\n", " 57561\n", " 57578\n", @@ -723,6 +724,7 @@ " 57612\n", " 57612\n", " 57675\n", + " 57729\n", " \n", " \n", " 26\n", @@ -761,7 +763,6 @@ " 0\n", " 0\n", " ...\n", - " 59163\n", " 59219\n", " 59247\n", " 59274\n", @@ -771,6 +772,7 @@ " 59483\n", " 59497\n", " 59512\n", + " 59530\n", " \n", " \n", " 28\n", @@ -785,7 +787,6 @@ " 0\n", " 0\n", " ...\n", - " 904974\n", " 905074\n", " 905074\n", " 905097\n", @@ -795,6 +796,7 @@ " 905428\n", " 905453\n", " 905453\n", + " 905530\n", " \n", " \n", " 29\n", @@ -811,7 +813,6 @@ " ...\n", " 377087\n", " 377087\n", - " 377087\n", " 377145\n", " 377175\n", " 377229\n", @@ -819,6 +820,7 @@ " 377276\n", " 377276\n", " 377345\n", + " 377385\n", " \n", " \n", " ...\n", @@ -860,13 +862,13 @@ " 1040193\n", " 1040193\n", " 1040193\n", - " 1040193\n", " 1040712\n", " 1040712\n", " 1040712\n", " 1040712\n", " 1040712\n", " 1040712\n", + " 1041197\n", " \n", " \n", " 255\n", @@ -881,7 +883,6 @@ " 0\n", " 0\n", " ...\n", - " 15032093\n", " 15033573\n", " 15034917\n", " 15036110\n", @@ -891,6 +892,7 @@ " 15041899\n", " 15043379\n", " 15044921\n", + " 15046779\n", " \n", " \n", " 256\n", @@ -905,16 +907,16 @@ " 5\n", " 5\n", " ...\n", - " 81348442\n", - " 81364718\n", - " 81458023\n", - " 81506402\n", - " 81620503\n", - " 81707601\n", + " 81364850\n", + " 81458273\n", + " 81506617\n", + " 81620724\n", + " 81707852\n", " 81831608\n", " 81858498\n", " 81863479\n", " 81973661\n", + " 82059839\n", " \n", " \n", " 257\n", @@ -930,7 +932,6 @@ " 0\n", " ...\n", " 164084\n", - " 164084\n", " 164104\n", " 164104\n", " 164104\n", @@ -939,6 +940,7 @@ " 164118\n", " 164118\n", " 164149\n", + " 164153\n", " \n", " \n", " 258\n", @@ -977,7 +979,6 @@ " 0\n", " 0\n", " ...\n", - " 898571\n", " 898811\n", " 899033\n", " 899242\n", @@ -987,6 +988,7 @@ " 900026\n", " 900251\n", " 900484\n", + " 900764\n", " \n", " \n", " 260\n", @@ -1010,7 +1012,7 @@ " 2788\n", " 2788\n", " 2788\n", - " 2788\n", + " 2984\n", " \n", " \n", " 261\n", @@ -1026,7 +1028,6 @@ " 0\n", " ...\n", " 13488\n", - " 13488\n", " 13559\n", " 13559\n", " 13832\n", @@ -1035,6 +1036,7 @@ " 13832\n", " 13832\n", " 13832\n", + " 13872\n", " \n", " \n", " 262\n", @@ -1054,7 +1056,7 @@ " 6355\n", " 6355\n", " 6355\n", - " 6355\n", + " 6467\n", " 6467\n", " 6467\n", " 6467\n", @@ -1076,7 +1078,7 @@ " 22223\n", " 22223\n", " 22223\n", - " 22223\n", + " 22828\n", " 22828\n", " 22828\n", " 22828\n", @@ -1122,7 +1124,6 @@ " 0\n", " ...\n", " 177\n", - " 177\n", " 181\n", " 181\n", " 197\n", @@ -1131,6 +1132,7 @@ " 392\n", " 392\n", " 392\n", + " 392\n", " \n", " \n", " 266\n", @@ -1149,7 +1151,7 @@ " 17837\n", " 17837\n", " 17837\n", - " 17837\n", + " 17996\n", " 17996\n", " 17996\n", " 17996\n", @@ -1172,7 +1174,7 @@ " 24573\n", " 24573\n", " 24573\n", - " 24573\n", + " 24832\n", " 24832\n", " 24832\n", " 24832\n", @@ -1196,7 +1198,7 @@ " 32205\n", " 32205\n", " 32205\n", - " 32205\n", + " 32424\n", " 32424\n", " 32424\n", " 32424\n", @@ -1218,7 +1220,6 @@ " 0\n", " ...\n", " 49778\n", - " 49778\n", " 49810\n", " 49810\n", " 49810\n", @@ -1227,6 +1228,7 @@ " 50033\n", " 50033\n", " 50033\n", + " 50033\n", " \n", " \n", " 270\n", @@ -1241,7 +1243,6 @@ " 0\n", " 0\n", " ...\n", - " 241\n", " 273\n", " 273\n", " 273\n", @@ -1251,6 +1252,7 @@ " 493\n", " 493\n", " 493\n", + " 653\n", " \n", " \n", " 271\n", @@ -1291,7 +1293,7 @@ " ...\n", " 5963\n", " 5963\n", - " 5963\n", + " 5995\n", " 5995\n", " 5995\n", " 5995\n", @@ -1315,7 +1317,6 @@ " ...\n", " 22038340\n", " 22038340\n", - " 22038340\n", " 22073858\n", " 22090523\n", " 22102983\n", @@ -1323,6 +1324,7 @@ " 22114034\n", " 22114034\n", " 22140287\n", + " 22150700\n", " \n", " \n", " 274\n", @@ -1339,7 +1341,6 @@ " ...\n", " 897867\n", " 897867\n", - " 897867\n", " 899723\n", " 899723\n", " 899723\n", @@ -1347,6 +1348,7 @@ " 899723\n", " 899723\n", " 899723\n", + " 902540\n", " \n", " \n", " 275\n", @@ -1362,7 +1364,6 @@ " 0\n", " ...\n", " 238596\n", - 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" 319594\n", " 319733\n", " 319755\n", " 319755\n", @@ -1539,6 +1540,7 @@ " 320099\n", " 320099\n", " 320157\n", + " 320226\n", " \n", " \n", " 283\n", @@ -1553,7 +1555,6 @@ " 0\n", " 0\n", " ...\n", - " 247875\n", " 247911\n", " 247935\n", " 247990\n", @@ -1563,10 +1564,11 @@ " 248214\n", " 248352\n", " 248536\n", + " 248642\n", " \n", " \n", "\n", - "

284 rows × 843 columns

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284 rows × 844 columns

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"265 197 392 392 392 392 \n", + "265 392 392 392 392 392 \n", "266 17996 17996 17996 17996 17996 \n", "267 24832 24832 24832 24832 24832 \n", "268 32424 32424 32424 32424 32424 \n", - "269 49810 50033 50033 50033 50033 \n", - "270 452 452 493 493 493 \n", + "269 50033 50033 50033 50033 50033 \n", + "270 452 493 493 493 653 \n", "271 4 4 4 4 4 \n", "272 5995 5995 5995 5995 5995 \n", - "273 22102983 22114034 22114034 22114034 22140287 \n", - "274 899723 899723 899723 899723 899723 \n", - "275 238651 238660 238695 238695 238736 \n", - "276 7699 7734 7734 7785 8056 \n", - "277 522587 522625 522672 522749 522749 \n", - "278 10666751 10670570 10673915 10676184 10678359 \n", - "279 657060 657060 657060 657060 657193 \n", + "273 22114034 22114034 22114034 22140287 22150700 \n", + "274 899723 899723 899723 899723 902540 \n", + "275 238660 238695 238695 238736 238743 \n", + "276 7734 7734 7785 8056 8063 \n", + "277 522625 522672 522749 522749 522749 \n", + "278 10670570 10673915 10676184 10678359 10681214 \n", + "279 657060 657060 657060 657193 657193 \n", "280 535 535 535 535 535 \n", "281 11819 11819 11819 11819 11819 \n", - "282 319755 319755 320099 320099 320157 \n", - "283 248050 248214 248214 248352 248536 \n", + "282 319755 320099 320099 320157 320226 \n", + "283 248214 248214 248352 248536 248642 \n", "\n", - "[284 rows x 843 columns]" + "[284 rows x 844 columns]" ] }, - "execution_count": 6, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -1837,7 +1839,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -1862,6 +1864,7 @@ " \n", " \n", " Province/State\n", + " Country/Region\n", " Lat\n", " Long\n", " 1/22/20\n", @@ -1870,7 +1873,6 @@ " 1/25/20\n", " 1/26/20\n", " 1/27/20\n", - " 1/28/20\n", " ...\n", " 5/1/22\n", " 5/2/22\n", @@ -1881,10 +1883,10 @@ " 5/7/22\n", " 5/8/22\n", " 5/9/22\n", - " country\n", + " 5/10/22\n", " \n", " \n", - " Country/Region\n", + " country_and_state\n", " \n", " \n", " \n", @@ -1912,6 +1914,7 @@ " \n", " Afghanistan\n", " NaN\n", + " Afghanistan\n", " 33.939110\n", " 67.709953\n", " 0\n", @@ -1920,7 +1923,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 178899\n", " 178901\n", @@ -1931,11 +1933,12 @@ " 178922\n", " 178981\n", " 179010\n", - " Afghanistan\n", + " 179017\n", " \n", " \n", " Albania\n", " NaN\n", + " Albania\n", " 41.153300\n", " 20.168300\n", " 0\n", @@ -1944,7 +1947,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 275167\n", " 275177\n", @@ -1955,11 +1957,12 @@ " 275341\n", " 275366\n", " 275372\n", - " Albania\n", + " 275416\n", " \n", " \n", " Algeria\n", " NaN\n", + " Algeria\n", " 28.033900\n", " 1.659600\n", " 0\n", @@ -1968,7 +1971,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 265782\n", " 265782\n", @@ -1979,11 +1981,12 @@ " 265794\n", " 265798\n", " 265800\n", - " Algeria\n", + " 265804\n", " \n", " \n", " Andorra\n", " NaN\n", + " Andorra\n", " 42.506300\n", " 1.521800\n", " 0\n", @@ -1992,7 +1995,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 41349\n", " 41349\n", @@ -2003,11 +2005,12 @@ " 41717\n", " 41717\n", " 41717\n", - " Andorra\n", + " 41717\n", " \n", " \n", " Angola\n", " NaN\n", + " Angola\n", " -11.202700\n", " 17.873900\n", " 0\n", @@ -2016,7 +2019,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 99287\n", " 99287\n", @@ -2027,11 +2029,12 @@ " 99287\n", " 99287\n", " 99287\n", - " Angola\n", + " 99287\n", " \n", " \n", " Antarctica\n", " NaN\n", + " Antarctica\n", " -71.949900\n", " 23.347000\n", " 0\n", @@ -2040,7 +2043,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 11\n", " 11\n", @@ -2051,11 +2053,12 @@ " 11\n", " 11\n", " 11\n", - " Antarctica\n", + " 11\n", " \n", " \n", " Antigua and Barbuda\n", " NaN\n", + " Antigua and Barbuda\n", " 17.060800\n", " -61.796400\n", " 0\n", @@ -2064,7 +2067,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 7626\n", " 7626\n", @@ -2075,11 +2077,12 @@ " 7663\n", " 7663\n", " 7663\n", - " Antigua and Barbuda\n", + " 7663\n", " \n", " \n", " Argentina\n", " NaN\n", + " Argentina\n", " -38.416100\n", " -63.616700\n", " 0\n", @@ -2088,7 +2091,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 9083673\n", " 9083673\n", @@ -2099,11 +2101,12 @@ " 9083673\n", " 9101319\n", " 9101319\n", - " Argentina\n", + " 9101319\n", " \n", " \n", " Armenia\n", " NaN\n", + " Armenia\n", " 40.069100\n", " 45.038200\n", " 0\n", @@ -2112,7 +2115,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 422871\n", " 422874\n", @@ -2123,14 +2125,14 @@ " 422877\n", " 422877\n", " 422896\n", - " Armenia\n", + " 422896\n", " \n", " \n", - " Australia\n", - " Australian Capital Territory\n", - " -35.473500\n", - " 149.012400\n", - " 0\n", + " Austria\n", + " NaN\n", + " Austria\n", + " 47.516200\n", + " 14.550100\n", " 0\n", " 0\n", " 0\n", @@ -2138,47 +2140,47 @@ " 0\n", " 0\n", " ...\n", - " 105739\n", - " 106705\n", - " 107769\n", - " 108830\n", - " 109879\n", - " 110846\n", - " 111599\n", - " 112407\n", - " 113368\n", - " Australia\n", + " 4144906\n", + " 4149004\n", + " 4154244\n", + " 4161004\n", + " 4166759\n", + " 4172760\n", + " 4177928\n", + " 4181545\n", + " 4185678\n", + " 4189700\n", " \n", " \n", - " Australia\n", - " New South Wales\n", - " -33.868800\n", - " 151.209300\n", + " Azerbaijan\n", + " NaN\n", + " Azerbaijan\n", + " 40.143100\n", + " 47.576900\n", + " 0\n", + " 0\n", " 0\n", " 0\n", " 0\n", " 0\n", - " 3\n", - " 4\n", - " 4\n", " ...\n", - " 2294900\n", - " 2304435\n", - " 2316269\n", - " 2334360\n", - " 2345156\n", - " 2356642\n", - " 2365484\n", - " 2373235\n", - " 2383412\n", - " Australia\n", + " 792578\n", + " 792579\n", + " 792585\n", + " 792585\n", + " 792599\n", + " 792607\n", + " 792618\n", + " 792630\n", + " 792632\n", + " 792638\n", " \n", " \n", - " Australia\n", - " Northern Territory\n", - " -12.463400\n", - " 130.845600\n", - " 0\n", + " Bahamas\n", + " NaN\n", + " Bahamas\n", + " 25.025885\n", + " -78.035889\n", " 0\n", " 0\n", " 0\n", @@ -2186,23 +2188,23 @@ " 0\n", " 0\n", " ...\n", - " 63568\n", - " 64151\n", - " 64540\n", - " 64983\n", - " 64983\n", - " 65659\n", - " 65881\n", - " 66083\n", - " 66427\n", - " Australia\n", + " 33578\n", + " 33582\n", + " 33601\n", + " 33626\n", + " 33655\n", + " 33672\n", + " 33695\n", + " 33695\n", + " 33748\n", + " 33779\n", " \n", " \n", - " Australia\n", - " Queensland\n", - " -27.469800\n", - " 153.025100\n", - " 0\n", + " Bahrain\n", + " NaN\n", + " Bahrain\n", + " 26.027500\n", + " 50.550000\n", " 0\n", " 0\n", " 0\n", @@ -2210,23 +2212,23 @@ " 0\n", " 0\n", " ...\n", - " 1002257\n", - " 1007459\n", - " 1015120\n", - " 1023149\n", - " 1030172\n", - " 1036786\n", - " 1041450\n", - " 1046200\n", - " 1052748\n", - " Australia\n", + " 569091\n", + " 569370\n", + " 569727\n", + " 570103\n", + " 570761\n", + " 571441\n", + " 572082\n", + " 572810\n", + " 573757\n", + " 574401\n", " \n", " \n", - " Australia\n", - " South Australia\n", - " -34.928500\n", - " 138.600700\n", - " 0\n", + " Bangladesh\n", + " NaN\n", + " Bangladesh\n", + " 23.685000\n", + " 90.356300\n", " 0\n", " 0\n", " 0\n", @@ -2234,23 +2236,23 @@ " 0\n", " 0\n", " ...\n", - " 413321\n", - " 416371\n", - " 416371\n", - " 424182\n", - " 427205\n", - " 424182\n", - " 430466\n", - " 436318\n", - " 440223\n", - " Australia\n", + " 1952716\n", + " 1952726\n", + " 1952733\n", + " 1952743\n", + " 1952747\n", + " 1952766\n", + " 1952776\n", + " 1952799\n", + " 1952829\n", + " 1952855\n", " \n", " \n", - " Australia\n", - " Tasmania\n", - " -42.882100\n", - " 147.327200\n", - " 0\n", + " Barbados\n", + " NaN\n", + " Barbados\n", + " 13.193900\n", + " -59.543200\n", " 0\n", " 0\n", " 0\n", @@ -2258,212 +2260,21 @@ " 0\n", " 0\n", " ...\n", - " 137359\n", - " 138395\n", - " 139468\n", - " 140554\n", - " 141647\n", - " 142541\n", - " 143267\n", - " 144107\n", - " 145182\n", - " Australia\n", - " \n", - " \n", - " Australia\n", - " Victoria\n", - " -37.813600\n", - " 144.963100\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", - " ...\n", - " 1576945\n", - " 1586876\n", - " 1597464\n", - " 1609060\n", - " 1619296\n", - " 1628531\n", - " 1637135\n", - " 1647028\n", - " 1659695\n", - " Australia\n", - " \n", - " \n", - " Australia\n", - " Western Australia\n", - " -31.950500\n", - " 115.860500\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " ...\n", - " 398270\n", - " 405848\n", - " 415563\n", - " 425704\n", - " 433295\n", - " 442481\n", - " 451192\n", - " 461553\n", - " 473909\n", - " Australia\n", - " \n", - " \n", - " Austria\n", - " NaN\n", - " 47.516200\n", - " 14.550100\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " ...\n", - " 4144906\n", - " 4149004\n", - " 4154244\n", - " 4161004\n", - " 4166759\n", - " 4172760\n", - " 4177928\n", - " 4181545\n", - " 4185678\n", - " Austria\n", - " \n", - " \n", - " Azerbaijan\n", - " NaN\n", - " 40.143100\n", - " 47.576900\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " ...\n", - " 792578\n", - " 792579\n", - " 792585\n", - " 792585\n", - " 792599\n", - " 792607\n", - " 792618\n", - " 792630\n", - " 792632\n", - " Azerbaijan\n", - " \n", - " \n", - " Bahamas\n", - " NaN\n", - " 25.025885\n", - " -78.035889\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " ...\n", - " 33578\n", - " 33582\n", - " 33601\n", - " 33626\n", - " 33655\n", - " 33672\n", - " 33695\n", - " 33695\n", - " 33748\n", - " Bahamas\n", - " \n", - " \n", - " Bahrain\n", - " NaN\n", - " 26.027500\n", - " 50.550000\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " ...\n", - " 569091\n", - " 569370\n", - " 569727\n", - " 570103\n", - " 570761\n", - " 571441\n", - " 572082\n", - " 572810\n", - " 573757\n", - " Bahrain\n", - " \n", - " \n", - " Bangladesh\n", - " NaN\n", - " 23.685000\n", - " 90.356300\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " ...\n", - " 1952716\n", - " 1952726\n", - " 1952733\n", - " 1952743\n", - " 1952747\n", - " 1952766\n", - " 1952776\n", - " 1952799\n", - " 1952829\n", - " Bangladesh\n", - " \n", - " \n", - " Barbados\n", - " NaN\n", - " 13.193900\n", - " -59.543200\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " ...\n", - " 70449\n", - " 70793\n", - " 71127\n", - " 71127\n", - " 72282\n", - " 72743\n", - " 73198\n", - " 73592\n", - " 73856\n", - " Barbados\n", + " 70449\n", + " 70793\n", + " 71127\n", + " 71127\n", + " 72282\n", + " 72743\n", + " 73198\n", + " 73592\n", + " 73856\n", + " 74454\n", " \n", " \n", " Belarus\n", " NaN\n", + " Belarus\n", " 53.709800\n", " 27.953400\n", " 0\n", @@ -2472,7 +2283,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 980345\n", " 980345\n", @@ -2483,11 +2293,12 @@ " 981838\n", " 982331\n", " 982331\n", - " Belarus\n", + " 982867\n", " \n", " \n", " Belgium\n", " NaN\n", + " Belgium\n", " 50.833300\n", " 4.469936\n", " 0\n", @@ -2496,7 +2307,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 4056448\n", " 4071279\n", @@ -2507,11 +2317,12 @@ " 4088336\n", " 4088336\n", " 4102082\n", - " Belgium\n", + " 4102082\n", " \n", " \n", " Belize\n", " NaN\n", + " Belize\n", " 17.189900\n", " -88.497600\n", " 0\n", @@ -2520,7 +2331,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 57497\n", " 57497\n", @@ -2531,11 +2341,12 @@ " 57612\n", " 57612\n", " 57675\n", - " Belize\n", + " 57729\n", " \n", " \n", " Benin\n", " NaN\n", + " Benin\n", " 9.307700\n", " 2.315800\n", " 0\n", @@ -2544,7 +2355,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 26952\n", " 26952\n", @@ -2555,11 +2365,12 @@ " 26952\n", " 26952\n", " 26952\n", - " Benin\n", + " 26952\n", " \n", " \n", " Bhutan\n", " NaN\n", + " Bhutan\n", " 27.514200\n", " 90.433600\n", " 0\n", @@ -2568,7 +2379,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 59219\n", " 59247\n", @@ -2579,11 +2389,12 @@ " 59483\n", " 59497\n", " 59512\n", - " Bhutan\n", + " 59530\n", " \n", " \n", " Bolivia\n", " NaN\n", + " Bolivia\n", " -16.290200\n", " -63.588700\n", " 0\n", @@ -2592,7 +2403,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 905074\n", " 905074\n", @@ -2603,11 +2413,12 @@ " 905428\n", " 905453\n", " 905453\n", - " Bolivia\n", + " 905530\n", " \n", " \n", " Bosnia and Herzegovina\n", " NaN\n", + " Bosnia and Herzegovina\n", " 43.915900\n", " 17.679100\n", " 0\n", @@ -2616,7 +2427,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 377087\n", " 377087\n", @@ -2627,38 +2437,38 @@ " 377276\n", " 377276\n", " 377345\n", - " Bosnia and Herzegovina\n", + " 377385\n", " \n", " \n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", + " Botswana\n", + " NaN\n", + " Botswana\n", + " -22.328500\n", + " 24.684900\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", " ...\n", + " 305984\n", + " 305984\n", + " 305984\n", + " 306200\n", + " 306200\n", + " 306200\n", + " 306200\n", + " 306200\n", + " 306200\n", + " 306324\n", " \n", " \n", - " Tunisia\n", + " Brazil\n", " NaN\n", - " 33.886917\n", - " 9.537499\n", - " 0\n", + " Brazil\n", + " -14.235000\n", + " -51.925300\n", " 0\n", " 0\n", " 0\n", @@ -2666,23 +2476,23 @@ " 0\n", " 0\n", " ...\n", - " 1040193\n", - " 1040193\n", - " 1040193\n", - " 1040712\n", - " 1040712\n", - " 1040712\n", - " 1040712\n", - " 1040712\n", - " 1040712\n", - " Tunisia\n", + " 30454499\n", + " 30460997\n", + " 30482429\n", + " 30502501\n", + " 30524183\n", + " 30543908\n", + " 30558530\n", + " 30564536\n", + " 30574245\n", + " 30594388\n", " \n", " \n", - " Turkey\n", + " Brunei\n", " NaN\n", - " 38.963700\n", - " 35.243300\n", - " 0\n", + " Brunei\n", + " 4.535300\n", + " 114.727700\n", " 0\n", " 0\n", " 0\n", @@ -2690,47 +2500,47 @@ " 0\n", " 0\n", " ...\n", - " 15033573\n", - " 15034917\n", - " 15036110\n", - " 15037242\n", - " 15038495\n", - " 15040238\n", - " 15041899\n", - " 15043379\n", - " 15044921\n", - " Turkey\n", + " 141911\n", + " 141911\n", + " 141976\n", + " 142166\n", + " 142312\n", + " 142465\n", + " 142627\n", + " 142858\n", + " 143107\n", + " 143372\n", " \n", " \n", - " US\n", + " Bulgaria\n", " NaN\n", - " 40.000000\n", - " -100.000000\n", - " 1\n", - " 1\n", - " 2\n", - " 2\n", - " 5\n", - " 5\n", - " 5\n", + " Bulgaria\n", + " 42.733900\n", + " 25.485800\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", " ...\n", - " 81364718\n", - " 81458023\n", - " 81506402\n", - " 81620503\n", - " 81707601\n", - " 81831608\n", - " 81858498\n", - " 81863479\n", - " 81973661\n", - " US\n", + " 1156971\n", + " 1157199\n", + " 1157919\n", + " 1158354\n", + " 1158793\n", + " 1158949\n", + " 1159150\n", + " 1159301\n", + " 1159925\n", + " 1160347\n", " \n", " \n", - " Uganda\n", + " Burkina Faso\n", " NaN\n", - " 1.373333\n", - " 32.290275\n", - " 0\n", + " Burkina Faso\n", + " 12.238300\n", + " -1.561600\n", " 0\n", " 0\n", " 0\n", @@ -2738,23 +2548,23 @@ " 0\n", " 0\n", " ...\n", - " 164084\n", - " 164104\n", - " 164104\n", - " 164104\n", - " 164104\n", - " 164118\n", - " 164118\n", - " 164118\n", - " 164149\n", - " Uganda\n", + " 20865\n", + " 20865\n", + " 20865\n", + " 20865\n", + " 20865\n", + " 20865\n", + " 20865\n", + " 20865\n", + " 20899\n", + " 20899\n", " \n", " \n", - " Ukraine\n", + " Burma\n", " NaN\n", - " 48.379400\n", - " 31.165600\n", - " 0\n", + " Burma\n", + " 21.916200\n", + " 95.956000\n", " 0\n", " 0\n", " 0\n", @@ -2762,23 +2572,23 @@ " 0\n", " 0\n", " ...\n", - " 5040518\n", - " 5040518\n", - " 5040518\n", - " 5040518\n", - " 5040518\n", - " 5040518\n", - " 5040518\n", - " 5040518\n", - " 5040518\n", - " Ukraine\n", + " 612900\n", + " 612914\n", + " 612924\n", + " 612951\n", + " 612965\n", + " 613017\n", + " 613049\n", + " 613053\n", + " 613056\n", + " 613066\n", " \n", " \n", - " United Arab Emirates\n", + " Burundi\n", " NaN\n", - " 23.424076\n", - " 53.847818\n", - " 0\n", + " Burundi\n", + " -3.373100\n", + " 29.918900\n", " 0\n", " 0\n", " 0\n", @@ -2786,23 +2596,23 @@ " 0\n", " 0\n", " ...\n", - " 898811\n", - " 899033\n", - " 899242\n", - " 899441\n", - " 899637\n", - " 899835\n", - " 900026\n", - " 900251\n", - " 900484\n", - " United Arab Emirates\n", + " 39998\n", + " 40397\n", + " 40552\n", + " 40675\n", + " 40736\n", + " 40736\n", + " 40736\n", + " 40736\n", + " 40845\n", + " 41216\n", " \n", " \n", - " United Kingdom\n", - " Anguilla\n", - " 18.220600\n", - " -63.068600\n", - " 0\n", + " Cabo Verde\n", + " NaN\n", + " Cabo Verde\n", + " 16.538800\n", + " -23.041800\n", " 0\n", " 0\n", " 0\n", @@ -2810,23 +2620,47 @@ " 0\n", " 0\n", " ...\n", - " 2788\n", - " 2788\n", - " 2788\n", - " 2788\n", - " 2788\n", - " 2788\n", - " 2788\n", - " 2788\n", - " 2788\n", - " United Kingdom\n", + " 56025\n", + " 56028\n", + " 56031\n", + " 56036\n", + " 56046\n", + " 56056\n", + " 56062\n", + " 56065\n", + " 56075\n", + " 56080\n", " \n", " \n", - " United Kingdom\n", - " Bermuda\n", - " 32.307800\n", - " -64.750500\n", - " 0\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " \n", + " \n", + " Summer Olympics 2020\n", + " NaN\n", + " Summer Olympics 2020\n", + " 35.649100\n", + " 139.773700\n", " 0\n", " 0\n", " 0\n", @@ -2834,23 +2668,23 @@ " 0\n", " 0\n", " ...\n", - " 13488\n", - " 13559\n", - " 13559\n", - " 13832\n", - " 13832\n", - " 13832\n", - " 13832\n", - " 13832\n", - " 13832\n", - " United Kingdom\n", + " 865\n", + " 865\n", + " 865\n", + " 865\n", + " 865\n", + " 865\n", + " 865\n", + " 865\n", + " 865\n", + " 865\n", " \n", " \n", - " United Kingdom\n", - " British Virgin Islands\n", - " 18.420700\n", - " -64.640000\n", - " 0\n", + " Suriname\n", + " NaN\n", + " Suriname\n", + " 3.919300\n", + " -56.027800\n", " 0\n", " 0\n", " 0\n", @@ -2858,23 +2692,23 @@ " 0\n", " 0\n", " ...\n", - " 6355\n", - " 6355\n", - " 6355\n", - " 6355\n", - " 6355\n", - " 6467\n", - " 6467\n", - " 6467\n", - " 6467\n", - " United Kingdom\n", + " 79336\n", + " 79336\n", + " 79393\n", + " 79393\n", + " 79393\n", + " 79393\n", + " 79393\n", + " 79393\n", + " 79393\n", + " 80008\n", " \n", " \n", - " United Kingdom\n", - " Cayman Islands\n", - " 19.313300\n", - " -81.254600\n", - " 0\n", + " Sweden\n", + " NaN\n", + " Sweden\n", + " 60.128161\n", + " 18.643501\n", " 0\n", " 0\n", " 0\n", @@ -2882,23 +2716,23 @@ " 0\n", " 0\n", " ...\n", - " 22223\n", - " 22223\n", - " 22223\n", - " 22828\n", - " 22828\n", - " 22828\n", - " 22828\n", - " 22828\n", - " 22828\n", - " United Kingdom\n", + " 2500917\n", + " 2500917\n", + " 2500917\n", + " 2500917\n", + " 2503090\n", + " 2503090\n", + " 2503090\n", + " 2503090\n", + " 2503090\n", + " 2503090\n", " \n", " \n", - " United Kingdom\n", - " Channel Islands\n", - " 49.372300\n", - " -2.364400\n", - " 0\n", + " Switzerland\n", + " NaN\n", + " Switzerland\n", + " 46.818200\n", + " 8.227500\n", " 0\n", " 0\n", " 0\n", @@ -2906,23 +2740,95 @@ " 0\n", " 0\n", " ...\n", + " 3619598\n", + " 3619598\n", + " 3636226\n", + " 3636226\n", + " 3636226\n", + " 3636226\n", + " 3636226\n", + " 3636226\n", + " 3636226\n", + " 3649155\n", + " \n", + " \n", + " Syria\n", + " NaN\n", + " Syria\n", + " 34.802075\n", + " 38.996815\n", + " 0\n", " 0\n", " 0\n", " 0\n", " 0\n", " 0\n", + " ...\n", + " 55813\n", + " 55825\n", + " 55829\n", + " 55833\n", + " 55837\n", + " 55842\n", + " 55847\n", + " 55853\n", + " 55858\n", + " 55863\n", + " \n", + " \n", + " Taiwan*\n", + " NaN\n", + " Taiwan*\n", + " 23.700000\n", + " 121.000000\n", + " 1\n", + " 1\n", + " 3\n", + " 3\n", + " 4\n", + " 5\n", + " ...\n", + " 132955\n", + " 132955\n", + " 173942\n", + " 202418\n", + " 232402\n", + " 268569\n", + " 268569\n", + " 268569\n", + " 397504\n", + " 448323\n", + " \n", + " \n", + " Tajikistan\n", + " NaN\n", + " Tajikistan\n", + " 38.861000\n", + " 71.276100\n", + " 0\n", + " 0\n", " 0\n", " 0\n", " 0\n", " 0\n", - " United Kingdom\n", + " ...\n", + " 17786\n", + " 17786\n", + " 17786\n", + " 17786\n", + " 17786\n", + " 17786\n", + " 17786\n", + " 17786\n", + " 17786\n", + " 17786\n", " \n", " \n", - " United Kingdom\n", - " Falkland Islands (Malvinas)\n", - " -51.796300\n", - " -59.523600\n", - " 0\n", + " Tanzania\n", + " NaN\n", + " Tanzania\n", + " -6.369028\n", + " 34.888822\n", " 0\n", " 0\n", " 0\n", @@ -2930,23 +2836,47 @@ " 0\n", " 0\n", " ...\n", - " 177\n", - " 181\n", - " 181\n", - " 197\n", - " 197\n", - " 392\n", - " 392\n", - " 392\n", - " 392\n", - " United Kingdom\n", + " 33872\n", + " 33872\n", + " 33872\n", + " 33872\n", + " 33872\n", + " 33872\n", + " 33872\n", + " 33872\n", + " 33872\n", + " 35354\n", " \n", " \n", - " United Kingdom\n", - " Gibraltar\n", - " 36.140800\n", - " -5.353600\n", - " 0\n", + " Thailand\n", + " NaN\n", + " Thailand\n", + " 15.870032\n", + " 100.992541\n", + " 4\n", + " 4\n", + " 5\n", + " 6\n", + " 8\n", + " 8\n", + " ...\n", + " 4262484\n", + " 4281536\n", + " 4290824\n", + " 4290824\n", + " 4300614\n", + " 4316769\n", + " 4324850\n", + " 4331338\n", + " 4337568\n", + " 4345218\n", + " \n", + " \n", + " Timor-Leste\n", + " NaN\n", + " Timor-Leste\n", + " -8.874217\n", + " 125.727539\n", " 0\n", " 0\n", " 0\n", @@ -2954,23 +2884,23 @@ " 0\n", " 0\n", " ...\n", - " 17837\n", - " 17837\n", - " 17837\n", - " 17837\n", - " 17996\n", - " 17996\n", - " 17996\n", - " 17996\n", - " 17996\n", - " United Kingdom\n", + " 22871\n", + " 22874\n", + " 22875\n", + " 22879\n", + " 22883\n", + " 22884\n", + " 22885\n", + " 22885\n", + " 22885\n", + " 22886\n", " \n", " \n", - " United Kingdom\n", - " Guernsey\n", - " 49.448196\n", - " -2.589490\n", - " 0\n", + " Togo\n", + " NaN\n", + " Togo\n", + " 8.619500\n", + " 0.824800\n", " 0\n", " 0\n", " 0\n", @@ -2978,23 +2908,23 @@ " 0\n", " 0\n", " ...\n", - " 24573\n", - " 24573\n", - " 24573\n", - " 24832\n", - " 24832\n", - " 24832\n", - " 24832\n", - " 24832\n", - " 24832\n", - " United Kingdom\n", + " 36989\n", + " 36991\n", + " 36993\n", + " 36995\n", + " 36996\n", + " 37000\n", + " 37000\n", + " 37002\n", + " 37006\n", + " 37009\n", " \n", " \n", - " United Kingdom\n", - " Isle of Man\n", - " 54.236100\n", - " -4.548100\n", - " 0\n", + " Tonga\n", + " NaN\n", + " Tonga\n", + " -21.179000\n", + " -175.198200\n", " 0\n", " 0\n", " 0\n", @@ -3002,23 +2932,23 @@ " 0\n", " 0\n", " ...\n", - " 32205\n", - " 32205\n", - " 32205\n", - " 32424\n", - " 32424\n", - " 32424\n", - " 32424\n", - " 32424\n", - " 32424\n", - " United Kingdom\n", + " 10196\n", + " 10452\n", + " 10494\n", + " 10494\n", + " 10494\n", + " 10765\n", + " 10765\n", + " 10765\n", + " 10765\n", + " 10826\n", " \n", " \n", - " United Kingdom\n", - " Jersey\n", - " 49.213800\n", - " -2.135800\n", - " 0\n", + " Trinidad and Tobago\n", + " NaN\n", + " Trinidad and Tobago\n", + " 10.691800\n", + " -61.222500\n", " 0\n", " 0\n", " 0\n", @@ -3026,23 +2956,23 @@ " 0\n", " 0\n", " ...\n", - " 49778\n", - " 49810\n", - " 49810\n", - " 49810\n", - " 49810\n", - " 50033\n", - " 50033\n", - " 50033\n", - " 50033\n", - " United Kingdom\n", + " 148335\n", + " 148630\n", + " 148977\n", + " 149532\n", + " 149950\n", + " 150481\n", + " 151235\n", + " 151592\n", + " 151806\n", + " 152380\n", " \n", " \n", - " United Kingdom\n", - " Montserrat\n", - " 16.742498\n", - " -62.187366\n", - " 0\n", + " Tunisia\n", + " NaN\n", + " Tunisia\n", + " 33.886917\n", + " 9.537499\n", " 0\n", " 0\n", " 0\n", @@ -3050,68 +2980,141 @@ " 0\n", " 0\n", " ...\n", - " 273\n", - " 273\n", - " 273\n", - " 371\n", - " 452\n", - " 452\n", - " 493\n", - " 493\n", - " 493\n", - " United Kingdom\n", + " 1040193\n", + " 1040193\n", + " 1040193\n", + " 1040712\n", + " 1040712\n", + " 1040712\n", + " 1040712\n", + " 1040712\n", + " 1040712\n", + " 1041197\n", " \n", " \n", - " United Kingdom\n", - " Saint Helena, Ascension and Tristan da Cunha\n", - " -7.946700\n", - " -14.355900\n", + " Turkey\n", + " NaN\n", + " Turkey\n", + " 38.963700\n", + " 35.243300\n", + " 0\n", + " 0\n", " 0\n", " 0\n", " 0\n", " 0\n", + " ...\n", + " 15033573\n", + " 15034917\n", + " 15036110\n", + " 15037242\n", + " 15038495\n", + " 15040238\n", + " 15041899\n", + " 15043379\n", + " 15044921\n", + " 15046779\n", + " \n", + " \n", + " US\n", + " NaN\n", + " US\n", + " 40.000000\n", + " -100.000000\n", + " 1\n", + " 1\n", + " 2\n", + " 2\n", + " 5\n", + " 5\n", + " ...\n", + " 81364850\n", + " 81458273\n", + " 81506617\n", + " 81620724\n", + " 81707852\n", + " 81831608\n", + " 81858498\n", + " 81863479\n", + " 81973661\n", + " 82059839\n", + " \n", + " \n", + " Uganda\n", + " NaN\n", + " Uganda\n", + " 1.373333\n", + " 32.290275\n", + " 0\n", + " 0\n", + " 0\n", " 0\n", " 0\n", " 0\n", " ...\n", - " 4\n", - " 4\n", - " 4\n", - " 4\n", - " 4\n", - " 4\n", - " 4\n", - " 4\n", - " 4\n", - " United Kingdom\n", + " 164084\n", + " 164104\n", + " 164104\n", + " 164104\n", + " 164104\n", + " 164118\n", + " 164118\n", + " 164118\n", + " 164149\n", + " 164153\n", " \n", " \n", - " United Kingdom\n", - " Turks and Caicos Islands\n", - " 21.694000\n", - " -71.797900\n", + " Ukraine\n", + " NaN\n", + " Ukraine\n", + " 48.379400\n", + " 31.165600\n", + " 0\n", + " 0\n", " 0\n", " 0\n", " 0\n", " 0\n", + " ...\n", + " 5040518\n", + " 5040518\n", + " 5040518\n", + " 5040518\n", + " 5040518\n", + " 5040518\n", + " 5040518\n", + " 5040518\n", + " 5040518\n", + " 5040518\n", + " \n", + " \n", + " United Arab Emirates\n", + " NaN\n", + " United Arab Emirates\n", + " 23.424076\n", + " 53.847818\n", + " 0\n", + " 0\n", + " 0\n", " 0\n", " 0\n", " 0\n", " ...\n", - " 5963\n", - " 5963\n", - " 5995\n", - " 5995\n", - " 5995\n", - " 5995\n", - " 5995\n", - " 5995\n", - " 5995\n", - " United Kingdom\n", + " 898811\n", + " 899033\n", + " 899242\n", + " 899441\n", + " 899637\n", + " 899835\n", + " 900026\n", + " 900251\n", + " 900484\n", + " 900764\n", " \n", " \n", " United Kingdom\n", " NaN\n", + " United Kingdom\n", " 55.378100\n", " -3.436000\n", " 0\n", @@ -3120,7 +3123,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 22038340\n", " 22038340\n", @@ -3131,11 +3133,12 @@ " 22114034\n", " 22114034\n", " 22140287\n", - " United Kingdom\n", + " 22150700\n", " \n", " \n", " Uruguay\n", " NaN\n", + " Uruguay\n", " -32.522800\n", " -55.765800\n", " 0\n", @@ -3144,7 +3147,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 897867\n", " 897867\n", @@ -3155,11 +3157,12 @@ " 899723\n", " 899723\n", " 899723\n", - " Uruguay\n", + " 902540\n", " \n", " \n", " Uzbekistan\n", " NaN\n", + " Uzbekistan\n", " 41.377491\n", " 64.585262\n", " 0\n", @@ -3168,7 +3171,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 238596\n", " 238627\n", @@ -3179,11 +3181,12 @@ " 238695\n", " 238695\n", " 238736\n", - " Uzbekistan\n", + " 238743\n", " \n", " \n", " Vanuatu\n", " NaN\n", + " Vanuatu\n", " -15.376700\n", " 166.959200\n", " 0\n", @@ -3192,7 +3195,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 7507\n", " 7514\n", @@ -3203,11 +3205,12 @@ " 7734\n", " 7785\n", " 8056\n", - " Vanuatu\n", + " 8063\n", " \n", " \n", " Venezuela\n", " NaN\n", + " Venezuela\n", " 6.423800\n", " -66.589700\n", " 0\n", @@ -3216,7 +3219,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 522434\n", " 522434\n", @@ -3227,11 +3229,12 @@ " 522672\n", " 522749\n", " 522749\n", - " Venezuela\n", + " 522749\n", " \n", " \n", " Vietnam\n", " NaN\n", + " Vietnam\n", " 14.058324\n", " 108.277199\n", " 0\n", @@ -3240,7 +3243,6 @@ " 2\n", " 2\n", " 2\n", - " 2\n", " ...\n", " 10653526\n", " 10656649\n", @@ -3251,11 +3253,12 @@ " 10673915\n", " 10676184\n", " 10678359\n", - " Vietnam\n", + " 10681214\n", " \n", " \n", " West Bank and Gaza\n", " NaN\n", + " West Bank and Gaza\n", " 31.952200\n", " 35.233200\n", " 0\n", @@ -3264,7 +3267,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 657060\n", " 657060\n", @@ -3275,11 +3277,12 @@ " 657060\n", " 657060\n", " 657193\n", - " West Bank and Gaza\n", + " 657193\n", " \n", " \n", " Winter Olympics 2022\n", " NaN\n", + " Winter Olympics 2022\n", " 39.904200\n", " 116.407400\n", " 0\n", @@ -3288,7 +3291,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 535\n", " 535\n", @@ -3299,11 +3301,12 @@ " 535\n", " 535\n", " 535\n", - " Winter Olympics 2022\n", + " 535\n", " \n", " \n", " Yemen\n", " NaN\n", + " Yemen\n", " 15.552727\n", " 48.516388\n", " 0\n", @@ -3312,7 +3315,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 11818\n", " 11819\n", @@ -3323,11 +3325,12 @@ " 11819\n", " 11819\n", " 11819\n", - " Yemen\n", + " 11819\n", " \n", " \n", " Zambia\n", " NaN\n", + " Zambia\n", " -13.133897\n", " 27.849332\n", " 0\n", @@ -3336,7 +3339,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 319733\n", " 319755\n", @@ -3347,11 +3349,12 @@ " 320099\n", " 320099\n", " 320157\n", - " Zambia\n", + " 320226\n", " \n", " \n", " Zimbabwe\n", " NaN\n", + " Zimbabwe\n", " -19.015438\n", " 29.154857\n", " 0\n", @@ -3360,7 +3363,6 @@ " 0\n", " 0\n", " 0\n", - " 0\n", " ...\n", " 247911\n", " 247935\n", @@ -3371,2310 +3373,495 @@ " 248214\n", " 248352\n", " 248536\n", - " Zimbabwe\n", + " 248642\n", " \n", " \n", "\n", - "

284 rows × 843 columns

\n", + "

195 rows × 844 columns

\n", "" ], "text/plain": [ - " Province/State \\\n", - "Country/Region \n", - "Afghanistan NaN \n", - "Albania NaN \n", - "Algeria NaN \n", - "Andorra NaN \n", - "Angola NaN \n", - "Antarctica NaN \n", - "Antigua and Barbuda NaN \n", - "Argentina NaN \n", - "Armenia NaN \n", - "Australia Australian Capital Territory \n", - "Australia New South Wales \n", - "Australia Northern Territory \n", - "Australia Queensland \n", - "Australia South Australia \n", - "Australia Tasmania \n", - "Australia Victoria \n", - "Australia Western Australia \n", - "Austria NaN \n", - "Azerbaijan NaN \n", - "Bahamas NaN \n", - "Bahrain NaN \n", - "Bangladesh NaN \n", - "Barbados NaN \n", - "Belarus NaN \n", - "Belgium NaN \n", - "Belize NaN \n", - "Benin NaN \n", - "Bhutan NaN \n", - "Bolivia NaN \n", - "Bosnia and Herzegovina NaN \n", - "... ... \n", - "Tunisia NaN \n", - "Turkey NaN \n", - "US NaN \n", - "Uganda NaN \n", - "Ukraine NaN \n", - "United Arab Emirates NaN \n", - "United Kingdom Anguilla \n", - "United Kingdom Bermuda \n", - "United Kingdom British Virgin Islands \n", - "United Kingdom Cayman Islands \n", - "United Kingdom Channel Islands \n", - "United Kingdom Falkland Islands (Malvinas) \n", - "United Kingdom Gibraltar \n", - "United Kingdom Guernsey \n", - "United Kingdom Isle of Man \n", - "United Kingdom Jersey \n", - "United Kingdom Montserrat \n", - "United Kingdom Saint Helena, Ascension and Tristan da Cunha \n", - "United Kingdom Turks and Caicos Islands \n", - "United Kingdom NaN \n", - "Uruguay NaN \n", - "Uzbekistan NaN \n", - "Vanuatu NaN \n", - "Venezuela NaN \n", - "Vietnam NaN \n", - "West Bank and Gaza NaN \n", - "Winter Olympics 2022 NaN \n", - "Yemen NaN \n", - "Zambia NaN \n", - "Zimbabwe NaN \n", - "\n", - " Lat Long 1/22/20 1/23/20 1/24/20 \\\n", - "Country/Region \n", - "Afghanistan 33.939110 67.709953 0 0 0 \n", - "Albania 41.153300 20.168300 0 0 0 \n", - "Algeria 28.033900 1.659600 0 0 0 \n", - "Andorra 42.506300 1.521800 0 0 0 \n", - "Angola -11.202700 17.873900 0 0 0 \n", - "Antarctica -71.949900 23.347000 0 0 0 \n", - "Antigua and Barbuda 17.060800 -61.796400 0 0 0 \n", - "Argentina -38.416100 -63.616700 0 0 0 \n", - "Armenia 40.069100 45.038200 0 0 0 \n", - "Australia -35.473500 149.012400 0 0 0 \n", - "Australia -33.868800 151.209300 0 0 0 \n", - "Australia -12.463400 130.845600 0 0 0 \n", - "Australia -27.469800 153.025100 0 0 0 \n", - "Australia -34.928500 138.600700 0 0 0 \n", - "Australia -42.882100 147.327200 0 0 0 \n", - "Australia -37.813600 144.963100 0 0 0 \n", - "Australia -31.950500 115.860500 0 0 0 \n", - "Austria 47.516200 14.550100 0 0 0 \n", - "Azerbaijan 40.143100 47.576900 0 0 0 \n", - "Bahamas 25.025885 -78.035889 0 0 0 \n", - "Bahrain 26.027500 50.550000 0 0 0 \n", - "Bangladesh 23.685000 90.356300 0 0 0 \n", - "Barbados 13.193900 -59.543200 0 0 0 \n", - "Belarus 53.709800 27.953400 0 0 0 \n", - "Belgium 50.833300 4.469936 0 0 0 \n", - "Belize 17.189900 -88.497600 0 0 0 \n", - "Benin 9.307700 2.315800 0 0 0 \n", - "Bhutan 27.514200 90.433600 0 0 0 \n", - "Bolivia -16.290200 -63.588700 0 0 0 \n", - "Bosnia and Herzegovina 43.915900 17.679100 0 0 0 \n", - "... ... ... ... ... ... \n", - "Tunisia 33.886917 9.537499 0 0 0 \n", - "Turkey 38.963700 35.243300 0 0 0 \n", - "US 40.000000 -100.000000 1 1 2 \n", - "Uganda 1.373333 32.290275 0 0 0 \n", - "Ukraine 48.379400 31.165600 0 0 0 \n", - "United Arab Emirates 23.424076 53.847818 0 0 0 \n", - "United Kingdom 18.220600 -63.068600 0 0 0 \n", - "United Kingdom 32.307800 -64.750500 0 0 0 \n", - "United Kingdom 18.420700 -64.640000 0 0 0 \n", - "United Kingdom 19.313300 -81.254600 0 0 0 \n", - "United Kingdom 49.372300 -2.364400 0 0 0 \n", - "United Kingdom -51.796300 -59.523600 0 0 0 \n", - "United Kingdom 36.140800 -5.353600 0 0 0 \n", - "United Kingdom 49.448196 -2.589490 0 0 0 \n", - "United Kingdom 54.236100 -4.548100 0 0 0 \n", - "United Kingdom 49.213800 -2.135800 0 0 0 \n", - "United Kingdom 16.742498 -62.187366 0 0 0 \n", - "United Kingdom -7.946700 -14.355900 0 0 0 \n", - "United Kingdom 21.694000 -71.797900 0 0 0 \n", - "United Kingdom 55.378100 -3.436000 0 0 0 \n", - "Uruguay -32.522800 -55.765800 0 0 0 \n", - "Uzbekistan 41.377491 64.585262 0 0 0 \n", - "Vanuatu -15.376700 166.959200 0 0 0 \n", - "Venezuela 6.423800 -66.589700 0 0 0 \n", - "Vietnam 14.058324 108.277199 0 2 2 \n", - "West Bank and Gaza 31.952200 35.233200 0 0 0 \n", - "Winter Olympics 2022 39.904200 116.407400 0 0 0 \n", - "Yemen 15.552727 48.516388 0 0 0 \n", - "Zambia -13.133897 27.849332 0 0 0 \n", - "Zimbabwe -19.015438 29.154857 0 0 0 \n", + " Province/State Country/Region Lat \\\n", + "country_and_state \n", + "Afghanistan NaN Afghanistan 33.939110 \n", + "Albania NaN Albania 41.153300 \n", + "Algeria NaN Algeria 28.033900 \n", + "Andorra NaN Andorra 42.506300 \n", + "Angola NaN Angola -11.202700 \n", + "Antarctica NaN Antarctica -71.949900 \n", + "Antigua and Barbuda NaN Antigua and Barbuda 17.060800 \n", + "Argentina NaN Argentina -38.416100 \n", + "Armenia NaN Armenia 40.069100 \n", + "Austria NaN Austria 47.516200 \n", + "Azerbaijan NaN Azerbaijan 40.143100 \n", + "Bahamas NaN Bahamas 25.025885 \n", + "Bahrain NaN Bahrain 26.027500 \n", + "Bangladesh NaN Bangladesh 23.685000 \n", + "Barbados NaN Barbados 13.193900 \n", + "Belarus NaN Belarus 53.709800 \n", + "Belgium NaN Belgium 50.833300 \n", + "Belize NaN Belize 17.189900 \n", + "Benin NaN Benin 9.307700 \n", + "Bhutan NaN Bhutan 27.514200 \n", + "Bolivia NaN Bolivia -16.290200 \n", + "Bosnia and Herzegovina NaN Bosnia and Herzegovina 43.915900 \n", + "Botswana NaN Botswana -22.328500 \n", + "Brazil NaN Brazil -14.235000 \n", + "Brunei NaN Brunei 4.535300 \n", + "Bulgaria NaN Bulgaria 42.733900 \n", + "Burkina Faso NaN Burkina Faso 12.238300 \n", + "Burma NaN Burma 21.916200 \n", + "Burundi NaN Burundi -3.373100 \n", + "Cabo Verde NaN Cabo Verde 16.538800 \n", + "... ... ... ... \n", + "Summer Olympics 2020 NaN Summer Olympics 2020 35.649100 \n", + "Suriname NaN Suriname 3.919300 \n", + "Sweden NaN Sweden 60.128161 \n", + "Switzerland NaN Switzerland 46.818200 \n", + "Syria NaN Syria 34.802075 \n", + "Taiwan* NaN Taiwan* 23.700000 \n", + "Tajikistan NaN Tajikistan 38.861000 \n", + "Tanzania NaN Tanzania -6.369028 \n", + "Thailand NaN Thailand 15.870032 \n", + "Timor-Leste NaN Timor-Leste -8.874217 \n", + "Togo NaN Togo 8.619500 \n", + "Tonga NaN Tonga -21.179000 \n", + "Trinidad and Tobago NaN Trinidad and Tobago 10.691800 \n", + "Tunisia NaN Tunisia 33.886917 \n", + "Turkey NaN Turkey 38.963700 \n", + "US NaN US 40.000000 \n", + "Uganda NaN Uganda 1.373333 \n", + "Ukraine NaN Ukraine 48.379400 \n", + "United Arab Emirates NaN United Arab Emirates 23.424076 \n", + "United Kingdom NaN United Kingdom 55.378100 \n", + "Uruguay NaN Uruguay -32.522800 \n", + "Uzbekistan NaN Uzbekistan 41.377491 \n", + "Vanuatu NaN Vanuatu -15.376700 \n", + "Venezuela NaN Venezuela 6.423800 \n", + "Vietnam NaN Vietnam 14.058324 \n", + "West Bank and Gaza NaN West Bank and Gaza 31.952200 \n", + "Winter Olympics 2022 NaN Winter Olympics 2022 39.904200 \n", + "Yemen NaN Yemen 15.552727 \n", + "Zambia NaN Zambia -13.133897 \n", + "Zimbabwe NaN Zimbabwe -19.015438 \n", "\n", - " 1/25/20 1/26/20 1/27/20 1/28/20 \\\n", - "Country/Region \n", - "Afghanistan 0 0 0 0 \n", - "Albania 0 0 0 0 \n", - "Algeria 0 0 0 0 \n", - "Andorra 0 0 0 0 \n", - "Angola 0 0 0 0 \n", - "Antarctica 0 0 0 0 \n", - "Antigua and Barbuda 0 0 0 0 \n", - "Argentina 0 0 0 0 \n", - "Armenia 0 0 0 0 \n", - "Australia 0 0 0 0 \n", - "Australia 0 3 4 4 \n", - "Australia 0 0 0 0 \n", - "Australia 0 0 0 0 \n", - "Australia 0 0 0 0 \n", - "Australia 0 0 0 0 \n", - "Australia 0 1 1 1 \n", - "Australia 0 0 0 0 \n", - "Austria 0 0 0 0 \n", - "Azerbaijan 0 0 0 0 \n", - "Bahamas 0 0 0 0 \n", - "Bahrain 0 0 0 0 \n", - "Bangladesh 0 0 0 0 \n", - "Barbados 0 0 0 0 \n", - "Belarus 0 0 0 0 \n", - "Belgium 0 0 0 0 \n", - "Belize 0 0 0 0 \n", - "Benin 0 0 0 0 \n", - "Bhutan 0 0 0 0 \n", - "Bolivia 0 0 0 0 \n", - "Bosnia and Herzegovina 0 0 0 0 \n", - "... ... ... ... ... \n", - "Tunisia 0 0 0 0 \n", - "Turkey 0 0 0 0 \n", - "US 2 5 5 5 \n", - "Uganda 0 0 0 0 \n", - "Ukraine 0 0 0 0 \n", - "United Arab Emirates 0 0 0 0 \n", - "United Kingdom 0 0 0 0 \n", - "United Kingdom 0 0 0 0 \n", - "United Kingdom 0 0 0 0 \n", - "United Kingdom 0 0 0 0 \n", - "United Kingdom 0 0 0 0 \n", - "United Kingdom 0 0 0 0 \n", - "United Kingdom 0 0 0 0 \n", - "United Kingdom 0 0 0 0 \n", - "United Kingdom 0 0 0 0 \n", - "United Kingdom 0 0 0 0 \n", - "United Kingdom 0 0 0 0 \n", - "United Kingdom 0 0 0 0 \n", - "United Kingdom 0 0 0 0 \n", - "United Kingdom 0 0 0 0 \n", - "Uruguay 0 0 0 0 \n", - "Uzbekistan 0 0 0 0 \n", - "Vanuatu 0 0 0 0 \n", - "Venezuela 0 0 0 0 \n", - "Vietnam 2 2 2 2 \n", - "West Bank and Gaza 0 0 0 0 \n", - "Winter Olympics 2022 0 0 0 0 \n", - "Yemen 0 0 0 0 \n", - "Zambia 0 0 0 0 \n", - "Zimbabwe 0 0 0 0 \n", + " Long 1/22/20 1/23/20 1/24/20 1/25/20 \\\n", + "country_and_state \n", + "Afghanistan 67.709953 0 0 0 0 \n", + "Albania 20.168300 0 0 0 0 \n", + "Algeria 1.659600 0 0 0 0 \n", + "Andorra 1.521800 0 0 0 0 \n", + "Angola 17.873900 0 0 0 0 \n", + "Antarctica 23.347000 0 0 0 0 \n", + "Antigua and Barbuda -61.796400 0 0 0 0 \n", + "Argentina -63.616700 0 0 0 0 \n", + "Armenia 45.038200 0 0 0 0 \n", + "Austria 14.550100 0 0 0 0 \n", + "Azerbaijan 47.576900 0 0 0 0 \n", + "Bahamas -78.035889 0 0 0 0 \n", + "Bahrain 50.550000 0 0 0 0 \n", + "Bangladesh 90.356300 0 0 0 0 \n", + "Barbados -59.543200 0 0 0 0 \n", + "Belarus 27.953400 0 0 0 0 \n", + "Belgium 4.469936 0 0 0 0 \n", + "Belize -88.497600 0 0 0 0 \n", + "Benin 2.315800 0 0 0 0 \n", + "Bhutan 90.433600 0 0 0 0 \n", + "Bolivia -63.588700 0 0 0 0 \n", + "Bosnia and Herzegovina 17.679100 0 0 0 0 \n", + "Botswana 24.684900 0 0 0 0 \n", + "Brazil -51.925300 0 0 0 0 \n", + "Brunei 114.727700 0 0 0 0 \n", + "Bulgaria 25.485800 0 0 0 0 \n", + "Burkina Faso -1.561600 0 0 0 0 \n", + "Burma 95.956000 0 0 0 0 \n", + "Burundi 29.918900 0 0 0 0 \n", + "Cabo Verde -23.041800 0 0 0 0 \n", + "... ... ... ... ... ... \n", + "Summer Olympics 2020 139.773700 0 0 0 0 \n", + "Suriname -56.027800 0 0 0 0 \n", + "Sweden 18.643501 0 0 0 0 \n", + "Switzerland 8.227500 0 0 0 0 \n", + "Syria 38.996815 0 0 0 0 \n", + "Taiwan* 121.000000 1 1 3 3 \n", + "Tajikistan 71.276100 0 0 0 0 \n", + "Tanzania 34.888822 0 0 0 0 \n", + "Thailand 100.992541 4 4 5 6 \n", + "Timor-Leste 125.727539 0 0 0 0 \n", + "Togo 0.824800 0 0 0 0 \n", + "Tonga -175.198200 0 0 0 0 \n", + "Trinidad and Tobago -61.222500 0 0 0 0 \n", + "Tunisia 9.537499 0 0 0 0 \n", + "Turkey 35.243300 0 0 0 0 \n", + "US -100.000000 1 1 2 2 \n", + "Uganda 32.290275 0 0 0 0 \n", + "Ukraine 31.165600 0 0 0 0 \n", + "United Arab Emirates 53.847818 0 0 0 0 \n", + "United Kingdom -3.436000 0 0 0 0 \n", + "Uruguay -55.765800 0 0 0 0 \n", + "Uzbekistan 64.585262 0 0 0 0 \n", + "Vanuatu 166.959200 0 0 0 0 \n", + "Venezuela -66.589700 0 0 0 0 \n", + "Vietnam 108.277199 0 2 2 2 \n", + "West Bank and Gaza 35.233200 0 0 0 0 \n", + "Winter Olympics 2022 116.407400 0 0 0 0 \n", + "Yemen 48.516388 0 0 0 0 \n", + "Zambia 27.849332 0 0 0 0 \n", + "Zimbabwe 29.154857 0 0 0 0 \n", "\n", - " ... 5/1/22 5/2/22 5/3/22 \\\n", - "Country/Region ... \n", - "Afghanistan ... 178899 178901 178901 \n", - "Albania ... 275167 275177 275191 \n", - "Algeria ... 265782 265782 265782 \n", - "Andorra ... 41349 41349 41349 \n", - "Angola ... 99287 99287 99287 \n", - "Antarctica ... 11 11 11 \n", - "Antigua and Barbuda ... 7626 7626 7626 \n", - "Argentina ... 9083673 9083673 9083673 \n", - "Armenia ... 422871 422874 422874 \n", - "Australia ... 105739 106705 107769 \n", - "Australia ... 2294900 2304435 2316269 \n", - "Australia ... 63568 64151 64540 \n", - "Australia ... 1002257 1007459 1015120 \n", - "Australia ... 413321 416371 416371 \n", - "Australia ... 137359 138395 139468 \n", - "Australia ... 1576945 1586876 1597464 \n", - "Australia ... 398270 405848 415563 \n", - "Austria ... 4144906 4149004 4154244 \n", - "Azerbaijan ... 792578 792579 792585 \n", - "Bahamas ... 33578 33582 33601 \n", - "Bahrain ... 569091 569370 569727 \n", - "Bangladesh ... 1952716 1952726 1952733 \n", - "Barbados ... 70449 70793 71127 \n", - "Belarus ... 980345 980345 980868 \n", - "Belgium ... 4056448 4071279 4071279 \n", - "Belize ... 57497 57497 57535 \n", - "Benin ... 26952 26952 26952 \n", - "Bhutan ... 59219 59247 59274 \n", - "Bolivia ... 905074 905074 905097 \n", - "Bosnia and Herzegovina ... 377087 377087 377145 \n", - "... ... ... ... ... \n", - "Tunisia ... 1040193 1040193 1040193 \n", - "Turkey ... 15033573 15034917 15036110 \n", - "US ... 81364718 81458023 81506402 \n", - "Uganda ... 164084 164104 164104 \n", - "Ukraine ... 5040518 5040518 5040518 \n", - "United Arab Emirates ... 898811 899033 899242 \n", - "United Kingdom ... 2788 2788 2788 \n", - "United Kingdom ... 13488 13559 13559 \n", - "United Kingdom ... 6355 6355 6355 \n", - "United Kingdom ... 22223 22223 22223 \n", - "United Kingdom ... 0 0 0 \n", - "United Kingdom ... 177 181 181 \n", - "United Kingdom ... 17837 17837 17837 \n", - "United Kingdom ... 24573 24573 24573 \n", - "United Kingdom ... 32205 32205 32205 \n", - "United Kingdom ... 49778 49810 49810 \n", - "United Kingdom ... 273 273 273 \n", - "United Kingdom ... 4 4 4 \n", - "United Kingdom ... 5963 5963 5995 \n", - "United Kingdom ... 22038340 22038340 22073858 \n", - "Uruguay ... 897867 897867 899723 \n", - "Uzbekistan ... 238596 238627 238628 \n", - "Vanuatu ... 7507 7514 7533 \n", - "Venezuela ... 522434 522434 522514 \n", - "Vietnam ... 10653526 10656649 10659358 \n", - "West Bank and Gaza ... 657060 657060 657060 \n", - "Winter Olympics 2022 ... 535 535 535 \n", - "Yemen ... 11818 11819 11819 \n", - "Zambia ... 319733 319755 319755 \n", - "Zimbabwe ... 247911 247935 247990 \n", + " 1/26/20 1/27/20 ... 5/1/22 5/2/22 \\\n", + "country_and_state ... \n", + "Afghanistan 0 0 ... 178899 178901 \n", + "Albania 0 0 ... 275167 275177 \n", + "Algeria 0 0 ... 265782 265782 \n", + "Andorra 0 0 ... 41349 41349 \n", + "Angola 0 0 ... 99287 99287 \n", + "Antarctica 0 0 ... 11 11 \n", + "Antigua and Barbuda 0 0 ... 7626 7626 \n", + "Argentina 0 0 ... 9083673 9083673 \n", + "Armenia 0 0 ... 422871 422874 \n", + "Austria 0 0 ... 4144906 4149004 \n", + "Azerbaijan 0 0 ... 792578 792579 \n", + "Bahamas 0 0 ... 33578 33582 \n", + "Bahrain 0 0 ... 569091 569370 \n", + "Bangladesh 0 0 ... 1952716 1952726 \n", + "Barbados 0 0 ... 70449 70793 \n", + "Belarus 0 0 ... 980345 980345 \n", + "Belgium 0 0 ... 4056448 4071279 \n", + "Belize 0 0 ... 57497 57497 \n", + "Benin 0 0 ... 26952 26952 \n", + "Bhutan 0 0 ... 59219 59247 \n", + "Bolivia 0 0 ... 905074 905074 \n", + "Bosnia and Herzegovina 0 0 ... 377087 377087 \n", + "Botswana 0 0 ... 305984 305984 \n", + "Brazil 0 0 ... 30454499 30460997 \n", + "Brunei 0 0 ... 141911 141911 \n", + "Bulgaria 0 0 ... 1156971 1157199 \n", + "Burkina Faso 0 0 ... 20865 20865 \n", + "Burma 0 0 ... 612900 612914 \n", + "Burundi 0 0 ... 39998 40397 \n", + "Cabo Verde 0 0 ... 56025 56028 \n", + "... ... ... ... ... ... \n", + "Summer Olympics 2020 0 0 ... 865 865 \n", + "Suriname 0 0 ... 79336 79336 \n", + "Sweden 0 0 ... 2500917 2500917 \n", + "Switzerland 0 0 ... 3619598 3619598 \n", + "Syria 0 0 ... 55813 55825 \n", + "Taiwan* 4 5 ... 132955 132955 \n", + "Tajikistan 0 0 ... 17786 17786 \n", + "Tanzania 0 0 ... 33872 33872 \n", + "Thailand 8 8 ... 4262484 4281536 \n", + "Timor-Leste 0 0 ... 22871 22874 \n", + "Togo 0 0 ... 36989 36991 \n", + "Tonga 0 0 ... 10196 10452 \n", + "Trinidad and Tobago 0 0 ... 148335 148630 \n", + "Tunisia 0 0 ... 1040193 1040193 \n", + "Turkey 0 0 ... 15033573 15034917 \n", + "US 5 5 ... 81364850 81458273 \n", + "Uganda 0 0 ... 164084 164104 \n", + "Ukraine 0 0 ... 5040518 5040518 \n", + "United Arab Emirates 0 0 ... 898811 899033 \n", + "United Kingdom 0 0 ... 22038340 22038340 \n", + "Uruguay 0 0 ... 897867 897867 \n", + "Uzbekistan 0 0 ... 238596 238627 \n", + "Vanuatu 0 0 ... 7507 7514 \n", + "Venezuela 0 0 ... 522434 522434 \n", + "Vietnam 2 2 ... 10653526 10656649 \n", + "West Bank and Gaza 0 0 ... 657060 657060 \n", + "Winter Olympics 2022 0 0 ... 535 535 \n", + "Yemen 0 0 ... 11818 11819 \n", + "Zambia 0 0 ... 319733 319755 \n", + "Zimbabwe 0 0 ... 247911 247935 \n", "\n", - " 5/4/22 5/5/22 5/6/22 5/7/22 5/8/22 \\\n", - "Country/Region \n", - "Afghanistan 178901 178905 178919 178922 178981 \n", - "Albania 275211 275266 275310 275341 275366 \n", - "Algeria 265782 265786 265791 265794 265798 \n", - "Andorra 41717 41717 41717 41717 41717 \n", + " 5/3/22 5/4/22 5/5/22 5/6/22 5/7/22 \\\n", + "country_and_state \n", + "Afghanistan 178901 178901 178905 178919 178922 \n", + "Albania 275191 275211 275266 275310 275341 \n", + "Algeria 265782 265782 265786 265791 265794 \n", + "Andorra 41349 41717 41717 41717 41717 \n", "Angola 99287 99287 99287 99287 99287 \n", "Antarctica 11 11 11 11 11 \n", - "Antigua and Barbuda 7654 7663 7663 7663 7663 \n", - "Argentina 9083673 9083673 9083673 9083673 9101319 \n", - "Armenia 422877 422877 422877 422877 422877 \n", - "Australia 108830 109879 110846 111599 112407 \n", - "Australia 2334360 2345156 2356642 2365484 2373235 \n", - "Australia 64983 64983 65659 65881 66083 \n", - "Australia 1023149 1030172 1036786 1041450 1046200 \n", - "Australia 424182 427205 424182 430466 436318 \n", - "Australia 140554 141647 142541 143267 144107 \n", - "Australia 1609060 1619296 1628531 1637135 1647028 \n", - "Australia 425704 433295 442481 451192 461553 \n", - "Austria 4161004 4166759 4172760 4177928 4181545 \n", - "Azerbaijan 792585 792599 792607 792618 792630 \n", - "Bahamas 33626 33655 33672 33695 33695 \n", - "Bahrain 570103 570761 571441 572082 572810 \n", - "Bangladesh 1952743 1952747 1952766 1952776 1952799 \n", - "Barbados 71127 72282 72743 73198 73592 \n", - "Belarus 981070 981259 981838 981838 982331 \n", - "Belgium 4071279 4088336 4088336 4088336 4088336 \n", - "Belize 57561 57578 57612 57612 57612 \n", + "Antigua and Barbuda 7626 7654 7663 7663 7663 \n", + "Argentina 9083673 9083673 9083673 9083673 9083673 \n", + "Armenia 422874 422877 422877 422877 422877 \n", + "Austria 4154244 4161004 4166759 4172760 4177928 \n", + "Azerbaijan 792585 792585 792599 792607 792618 \n", + "Bahamas 33601 33626 33655 33672 33695 \n", + "Bahrain 569727 570103 570761 571441 572082 \n", + "Bangladesh 1952733 1952743 1952747 1952766 1952776 \n", + "Barbados 71127 71127 72282 72743 73198 \n", + "Belarus 980868 981070 981259 981838 981838 \n", + "Belgium 4071279 4071279 4088336 4088336 4088336 \n", + "Belize 57535 57561 57578 57612 57612 \n", "Benin 26952 26952 26952 26952 26952 \n", - "Bhutan 59358 59422 59450 59483 59497 \n", - "Bolivia 905150 905212 905355 905428 905453 \n", - "Bosnia and Herzegovina 377175 377229 377229 377276 377276 \n", + "Bhutan 59274 59358 59422 59450 59483 \n", + "Bolivia 905097 905150 905212 905355 905428 \n", + "Bosnia and Herzegovina 377145 377175 377229 377229 377276 \n", + "Botswana 305984 306200 306200 306200 306200 \n", + "Brazil 30482429 30502501 30524183 30543908 30558530 \n", + "Brunei 141976 142166 142312 142465 142627 \n", + "Bulgaria 1157919 1158354 1158793 1158949 1159150 \n", + "Burkina Faso 20865 20865 20865 20865 20865 \n", + "Burma 612924 612951 612965 613017 613049 \n", + "Burundi 40552 40675 40736 40736 40736 \n", + "Cabo Verde 56031 56036 56046 56056 56062 \n", "... ... ... ... ... ... \n", - "Tunisia 1040712 1040712 1040712 1040712 1040712 \n", - "Turkey 15037242 15038495 15040238 15041899 15043379 \n", - "US 81620503 81707601 81831608 81858498 81863479 \n", - "Uganda 164104 164104 164118 164118 164118 \n", + "Summer Olympics 2020 865 865 865 865 865 \n", + "Suriname 79393 79393 79393 79393 79393 \n", + "Sweden 2500917 2500917 2503090 2503090 2503090 \n", + "Switzerland 3636226 3636226 3636226 3636226 3636226 \n", + "Syria 55829 55833 55837 55842 55847 \n", + "Taiwan* 173942 202418 232402 268569 268569 \n", + "Tajikistan 17786 17786 17786 17786 17786 \n", + "Tanzania 33872 33872 33872 33872 33872 \n", + "Thailand 4290824 4290824 4300614 4316769 4324850 \n", + "Timor-Leste 22875 22879 22883 22884 22885 \n", + "Togo 36993 36995 36996 37000 37000 \n", + "Tonga 10494 10494 10494 10765 10765 \n", + "Trinidad and Tobago 148977 149532 149950 150481 151235 \n", + "Tunisia 1040193 1040712 1040712 1040712 1040712 \n", + "Turkey 15036110 15037242 15038495 15040238 15041899 \n", + "US 81506617 81620724 81707852 81831608 81858498 \n", + "Uganda 164104 164104 164104 164118 164118 \n", "Ukraine 5040518 5040518 5040518 5040518 5040518 \n", - "United Arab Emirates 899441 899637 899835 900026 900251 \n", - "United Kingdom 2788 2788 2788 2788 2788 \n", - "United Kingdom 13832 13832 13832 13832 13832 \n", - "United Kingdom 6355 6355 6467 6467 6467 \n", - "United Kingdom 22828 22828 22828 22828 22828 \n", - "United Kingdom 0 0 0 0 0 \n", - "United Kingdom 197 197 392 392 392 \n", - "United Kingdom 17837 17996 17996 17996 17996 \n", - "United Kingdom 24832 24832 24832 24832 24832 \n", - "United Kingdom 32424 32424 32424 32424 32424 \n", - "United Kingdom 49810 49810 50033 50033 50033 \n", - "United Kingdom 371 452 452 493 493 \n", - "United Kingdom 4 4 4 4 4 \n", - "United Kingdom 5995 5995 5995 5995 5995 \n", - "United Kingdom 22090523 22102983 22114034 22114034 22114034 \n", + "United Arab Emirates 899242 899441 899637 899835 900026 \n", + "United Kingdom 22073858 22090523 22102983 22114034 22114034 \n", "Uruguay 899723 899723 899723 899723 899723 \n", - "Uzbekistan 238636 238651 238660 238695 238695 \n", - "Vanuatu 7622 7699 7734 7734 7785 \n", - "Venezuela 522564 522587 522625 522672 522749 \n", - "Vietnam 10662446 10666751 10670570 10673915 10676184 \n", + "Uzbekistan 238628 238636 238651 238660 238695 \n", + "Vanuatu 7533 7622 7699 7734 7734 \n", + "Venezuela 522514 522564 522587 522625 522672 \n", + "Vietnam 10659358 10662446 10666751 10670570 10673915 \n", "West Bank and Gaza 657060 657060 657060 657060 657060 \n", "Winter Olympics 2022 535 535 535 535 535 \n", "Yemen 11819 11819 11819 11819 11819 \n", - "Zambia 319755 319755 319755 320099 320099 \n", - "Zimbabwe 248050 248050 248214 248214 248352 \n", + "Zambia 319755 319755 319755 319755 320099 \n", + "Zimbabwe 247990 248050 248050 248214 248214 \n", "\n", - " 5/9/22 country \n", - "Country/Region \n", - "Afghanistan 179010 Afghanistan \n", - "Albania 275372 Albania \n", - "Algeria 265800 Algeria \n", - "Andorra 41717 Andorra \n", - "Angola 99287 Angola \n", - "Antarctica 11 Antarctica \n", - "Antigua and Barbuda 7663 Antigua and Barbuda \n", - "Argentina 9101319 Argentina \n", - "Armenia 422896 Armenia \n", - "Australia 113368 Australia \n", - "Australia 2383412 Australia \n", - "Australia 66427 Australia \n", - "Australia 1052748 Australia \n", - "Australia 440223 Australia \n", - "Australia 145182 Australia \n", - "Australia 1659695 Australia \n", - "Australia 473909 Australia \n", - "Austria 4185678 Austria \n", - "Azerbaijan 792632 Azerbaijan \n", - "Bahamas 33748 Bahamas \n", - "Bahrain 573757 Bahrain \n", - "Bangladesh 1952829 Bangladesh \n", - "Barbados 73856 Barbados \n", - "Belarus 982331 Belarus \n", - "Belgium 4102082 Belgium \n", - "Belize 57675 Belize \n", - "Benin 26952 Benin \n", - "Bhutan 59512 Bhutan \n", - "Bolivia 905453 Bolivia \n", - "Bosnia and Herzegovina 377345 Bosnia and Herzegovina \n", - "... ... ... \n", - "Tunisia 1040712 Tunisia \n", - "Turkey 15044921 Turkey \n", - "US 81973661 US \n", - "Uganda 164149 Uganda \n", - "Ukraine 5040518 Ukraine \n", - "United Arab Emirates 900484 United Arab Emirates \n", - "United Kingdom 2788 United Kingdom \n", - "United Kingdom 13832 United Kingdom \n", - "United Kingdom 6467 United Kingdom \n", - "United Kingdom 22828 United Kingdom \n", - "United Kingdom 0 United Kingdom \n", - "United Kingdom 392 United Kingdom \n", - "United Kingdom 17996 United Kingdom \n", - "United Kingdom 24832 United Kingdom \n", - "United Kingdom 32424 United Kingdom \n", - "United Kingdom 50033 United Kingdom \n", - "United Kingdom 493 United Kingdom \n", - "United Kingdom 4 United Kingdom \n", - "United Kingdom 5995 United Kingdom \n", - "United Kingdom 22140287 United Kingdom \n", - "Uruguay 899723 Uruguay \n", - "Uzbekistan 238736 Uzbekistan \n", - "Vanuatu 8056 Vanuatu \n", - "Venezuela 522749 Venezuela \n", - "Vietnam 10678359 Vietnam \n", - "West Bank and Gaza 657193 West Bank and Gaza \n", - "Winter Olympics 2022 535 Winter Olympics 2022 \n", - "Yemen 11819 Yemen \n", - "Zambia 320157 Zambia \n", - "Zimbabwe 248536 Zimbabwe \n", + " 5/8/22 5/9/22 5/10/22 \n", + "country_and_state \n", + "Afghanistan 178981 179010 179017 \n", + "Albania 275366 275372 275416 \n", + "Algeria 265798 265800 265804 \n", + "Andorra 41717 41717 41717 \n", + "Angola 99287 99287 99287 \n", + "Antarctica 11 11 11 \n", + "Antigua and Barbuda 7663 7663 7663 \n", + "Argentina 9101319 9101319 9101319 \n", + "Armenia 422877 422896 422896 \n", + "Austria 4181545 4185678 4189700 \n", + "Azerbaijan 792630 792632 792638 \n", + "Bahamas 33695 33748 33779 \n", + "Bahrain 572810 573757 574401 \n", + "Bangladesh 1952799 1952829 1952855 \n", + "Barbados 73592 73856 74454 \n", + "Belarus 982331 982331 982867 \n", + "Belgium 4088336 4102082 4102082 \n", + "Belize 57612 57675 57729 \n", + "Benin 26952 26952 26952 \n", + "Bhutan 59497 59512 59530 \n", + "Bolivia 905453 905453 905530 \n", + "Bosnia and Herzegovina 377276 377345 377385 \n", + "Botswana 306200 306200 306324 \n", + "Brazil 30564536 30574245 30594388 \n", + "Brunei 142858 143107 143372 \n", + "Bulgaria 1159301 1159925 1160347 \n", + "Burkina Faso 20865 20899 20899 \n", + "Burma 613053 613056 613066 \n", + "Burundi 40736 40845 41216 \n", + "Cabo Verde 56065 56075 56080 \n", + "... ... ... ... \n", + "Summer Olympics 2020 865 865 865 \n", + "Suriname 79393 79393 80008 \n", + "Sweden 2503090 2503090 2503090 \n", + "Switzerland 3636226 3636226 3649155 \n", + "Syria 55853 55858 55863 \n", + "Taiwan* 268569 397504 448323 \n", + "Tajikistan 17786 17786 17786 \n", + "Tanzania 33872 33872 35354 \n", + "Thailand 4331338 4337568 4345218 \n", + "Timor-Leste 22885 22885 22886 \n", + "Togo 37002 37006 37009 \n", + "Tonga 10765 10765 10826 \n", + "Trinidad and Tobago 151592 151806 152380 \n", + "Tunisia 1040712 1040712 1041197 \n", + "Turkey 15043379 15044921 15046779 \n", + "US 81863479 81973661 82059839 \n", + "Uganda 164118 164149 164153 \n", + "Ukraine 5040518 5040518 5040518 \n", + "United Arab Emirates 900251 900484 900764 \n", + "United Kingdom 22114034 22140287 22150700 \n", + "Uruguay 899723 899723 902540 \n", + "Uzbekistan 238695 238736 238743 \n", + "Vanuatu 7785 8056 8063 \n", + "Venezuela 522749 522749 522749 \n", + "Vietnam 10676184 10678359 10681214 \n", + "West Bank and Gaza 657060 657193 657193 \n", + "Winter Olympics 2022 535 535 535 \n", + "Yemen 11819 11819 11819 \n", + "Zambia 320099 320157 320226 \n", + "Zimbabwe 248352 248536 248642 \n", "\n", - "[284 rows x 843 columns]" + "[195 rows x 844 columns]" ] }, - "execution_count": 36, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "sorted_data = raw_data.set_index('Country/Region').sort_index()\n", - "sorted_data" + "no_province = raw_data[pd.isnull(raw_data['Province/State'])]\n", + "no_province['country_and_state'] = no_province['Country/Region'] \n", + "no_province_sorted = no_province.set_index('country_and_state').sort_index()\n", + "no_province_sorted" ] }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 13, "metadata": {}, "outputs": [ { - "ename": "TypeError", - "evalue": "Empty 'DataFrame': no numeric data to plot", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in 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\u001b[0;36mplot_series\u001b[0;34m(data, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m 1925\u001b[0m \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1926\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1927\u001b[0;31m **kwds)\n\u001b[0m\u001b[1;32m 1928\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1929\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in 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\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_compute_plot_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 251\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_setup_subplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 252\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_plot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m_compute_plot_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 363\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mis_empty\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 364\u001b[0m raise TypeError('Empty {0!r}: no numeric data to '\n\u001b[0;32m--> 365\u001b[0;31m 'plot'.format(numeric_data.__class__.__name__))\n\u001b[0m\u001b[1;32m 366\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 367\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnumeric_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mTypeError\u001b[0m: Empty 'DataFrame': no numeric data to plot" + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:3: FutureWarning: \n", + "Passing list-likes to .loc or [] with any missing label will raise\n", + "KeyError in the future, you can use .reindex() as an alternative.\n", + "\n", + "See the documentation here:\n", + "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate-loc-reindex-listlike\n", + " This is separate from the ipykernel package so we can avoid doing imports until\n" ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Long67.7120.16831.65961.521817.873923.347-61.7964-63.616745.0382149.012...-55.765864.5853166.959-66.5897108.27735.2332116.40748.516427.849329.1549
1/22/200000000000...0000000000
1/23/200000000000...0000200000
1/24/200000000000...0000200000
1/25/200000000000...0000200000
1/26/200000000000...0000200000
1/27/200000000000...0000200000
1/28/200000000000...0000200000
1/29/200000000000...0000200000
1/30/200000000000...0000200000
1/31/200000000000...0000200000
2/1/200000000000...0000600000
2/2/200000000000...0000600000
2/3/200000000000...0000800000
2/4/200000000000...0000800000
2/5/200000000000...0000800000
2/6/200000000000...00001000000
2/7/200000000000...00001000000
2/8/200000000000...00001300000
2/9/200000000000...00001300000
2/10/200000000000...00001400000
2/11/200000000000...00001500000
2/12/200000000000...00001500000
2/13/200000000000...00001600000
2/14/200000000000...00001600000
2/15/200000000000...00001600000
2/16/200000000000...00001600000
2/17/200000000000...00001600000
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"5/4/22 535 11819 319755 248050 \n", - "5/5/22 535 11819 319755 248050 \n", - "5/6/22 535 11819 319755 248214 \n", - "5/7/22 535 11819 320099 248214 \n", - "5/8/22 535 11819 320099 248352 \n", - "5/9/22 535 11819 320157 248536 \n", - "country Winter Olympics 2022 Yemen Zambia Zimbabwe \n", - "\n", - "[843 rows x 284 columns]" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "prova = sorted_data.T\n", - "prova" + "province = raw_data[pd.notnull(raw_data['Province/State'])]\n", + "raw_data['country_and_state'] = province['Country/Region'] + '-' + province['Province/State']\n", + "raw_data" ] }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "ename": "TypeError", - "evalue": "Empty 'DataFrame': no numeric data to plot", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mprova\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Belgium'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m 2501\u001b[0m \u001b[0mcolormap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcolormap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtable\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2502\u001b[0m \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2503\u001b[0;31m **kwds)\n\u001b[0m\u001b[1;32m 2504\u001b[0m \u001b[0m__call__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplot_series\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2505\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36mplot_series\u001b[0;34m(data, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m 1925\u001b[0m \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1926\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1927\u001b[0;31m **kwds)\n\u001b[0m\u001b[1;32m 1928\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1929\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m_plot\u001b[0;34m(data, x, y, subplots, ax, kind, **kwds)\u001b[0m\n\u001b[1;32m 1727\u001b[0m \u001b[0mplot_obj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mklass\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubplots\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkind\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mkind\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1728\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1729\u001b[0;31m \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1730\u001b[0m \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1731\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36mgenerate\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 248\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mgenerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 249\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_args_adjust\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 250\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_compute_plot_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 251\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_setup_subplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 252\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_plot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m_compute_plot_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 363\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mis_empty\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 364\u001b[0m raise TypeError('Empty {0!r}: no numeric data to '\n\u001b[0;32m--> 365\u001b[0;31m 'plot'.format(numeric_data.__class__.__name__))\n\u001b[0m\u001b[1;32m 366\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 367\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnumeric_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mTypeError\u001b[0m: Empty 'DataFrame': no numeric data to plot" - ] - } - ], + "outputs": [], + "source": [ + "data = pd.merge(no_province,province)\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "if pd.isnull(raw_data['Province/State']):\n", + " raw_data['country_and_state'] = raw_data['Country/Region'] \n", + "else:\n", + " raw_data['country_and_state'] = raw_data['Country/Region'] + '-' + raw_data['Province/State']\n", + "raw_data['country_and_state']\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "raw_data['country_and_state'] = raw_data['Country/Region'] + raw_data['Province/State']\n", + "raw_data['country_and_state']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "sorted_data = raw_data.set_index('country_and_state').sort_index()\n", + "sorted_data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "belgium = sorted_data.loc['Belgium', '1/22/20':]\n", + "plt.xlabel(\"Time\")\n", + "belgium.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sorted_data['country_and_state'] = sorted_data['Country/Region'] + ' - ' + sorted_data['Province/State']\n", + "sorted_data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "prova['Belgium'][-20:].plot()" + "ilaria = 'ilaria' + ' ' + 'moschetti'\n", + "ilaria" ] }, { -- 2.18.1