diff --git a/module3/exo3/Notebook TP Sujet 7.ipynb b/module3/exo3/Notebook TP Sujet 7.ipynb index c6f02f6f7b4b693b04a99b716e995581b4d8254d..48c9054da20fb6a780e9317d051fc83f15e1cc8c 100644 --- a/module3/exo3/Notebook TP Sujet 7.ipynb +++ b/module3/exo3/Notebook TP Sujet 7.ipynb @@ -1,5 +1,1825 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Sujet 7 : Autour du SARS-CoV-2" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les données de l'incidence du syndrome grippal sont disponibles du site Web du Réseau Sentinelles. Nous les récupérons sous forme d'un fichier en format CSV dont chaque ligne correspond à une semaine de la période demandée. Nous téléchargeons toujours le jeu de données complet." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_url=\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Unnamed: 0Afghanistan33.9391167.70995300.10.20.30.40.5...152660152722152822152960152960.1152960.2153148153220153260153306
0NaNAlbania41.15330020.168300000000...140521141365142253143174144079144847145333146387147369148222
1NaNAlgeria28.0339001.659600000000...192626193171193674194186194671195162195574196080196527196915
2NaNAndorra42.5063001.521800000000...15003150141501615025150251502515032150331504615052
3NaNAngola-11.20270017.873900000000...46340465394672646929470794716847331475444778148004
4NaNAntigua and Barbuda17.060800-61.796400000000...1540159815981598163816511713171517191742
5NaNArgentina-38.416100-63.616700000000...5148085515507951619265167733517145851735315178889518562051909485195601
6NaNArmenia40.06910045.038200000000...238422239056239739240261240953241336241611242135242750243386
7Australian Capital TerritoryAustralia-35.473500149.012400000000...300314335361374386398421433451
8New South WalesAustralia-33.868800151.209300000034...20466214712234623372245852585727026281112939030807
9Northern TerritoryAustralia-12.463400130.845600000000...200200201201202201202202202202
10QueenslandAustralia-27.469800153.025100000000...1972197219731977197719791979198019821982
11South AustraliaAustralia-34.928500138.600700000000...870870870870871871871871871875
12TasmaniaAustralia-42.882100147.327200000000...235235235235235235235235235235
13VictoriaAustralia-37.813600144.963100000011...21618216942177221835219262199622071221872236122570
14Western AustraliaAustralia-31.950500115.860500000000...1064108410841084108610861086108610861086
15NaNAustria47.51620014.550100000000...678605680179681617683219684541685956687076688305690153691663
16NaNAzerbaijan40.14310047.576900000000...398034401828405542409745413986417996421103424891428736432495
17NaNBahamas25.025885-78.035889000000...17545176151771717940179401794018139181391813918576
18NaNBahrain26.02750050.550000000000...271803271933272042272148272246272341272453272540272635272709
19NaNBangladesh23.68500090.356300000000...1472964147793014826281486153148958914935371497261150061815036801507116
20NaNBarbados13.193900-59.543200000000...4694472047414789488149314931503250725152
21NaNBelarus53.70980027.953400000000...471495472852474403476265477901479306480364481532483231485067
22NaNBelgium50.8333004.469936000000...1170213117310811755751177909117790911779091182810118466411875061189710
23NaNBelize17.189900-88.497600000000...15683157931589316012160121601216220163531649316612
24NaNBenin9.3077002.315800000000...12492124921249213366133661336613366133661593215932
25NaNBhutan27.51420090.433600000000...2591259125912592259425942595259625962596
26NaNBolivia-16.290200-63.588700000000...487721488403488933488933489802490056490467490879491340491759
27NaNBosnia and Herzegovina43.91590017.679100000000...210442211059211689212306212306212306213379213853214759215313
28NaNBotswana-22.32850024.684900000000...150842150842153793153793153793153793156927156927156927159317
29NaNBrazil-14.235000-51.925300000000...20614866206455372067656120703906207286052074181520752281207768702080421520830495
..................................................................
248NaNTimor-Leste-8.874217125.727539000000...14935152961560315960162361640216515166821694117183
249NaNTogo8.6195000.824800000000...19963202442051720698206982118121261212612156121785
250NaNTrinidad and Tobago10.691800-61.222500000000...43344435384375043999442964448144606448474495745061
251NaNTunisia33.8869179.537499000000...644072647483651035654798658322660587662752664034666168668051
252NaNTurkey38.96370035.243300000000...6253681627365162932676311607632951963468516366408638830164122476412247
253NaNUS40.000000-100.000000112255...38074929382230753838440938707343387604143879888939057426391981313939615639549299
254NaNUganda1.37333332.290275000000...118900119037119141119327119544119732119825119915120075120208
255NaNUkraine48.37940031.165600000000...2370604237189523740122376571237915923815532382769238456423870522389923
256NaNUnited Arab Emirates23.42407653.847818000000...711428712411713402714396715394716381717374718370719355720330
257AnguillaUnited Kingdom18.220600-63.068600000000...166174194194194201217217217256
258BermudaUnited Kingdom32.307800-64.750500000000...2792279227922844284428442844292329232923
259British Virgin IslandsUnited Kingdom18.420700-64.640000000000...2568256825682568256825682568256825682568
260Cayman IslandsUnited Kingdom19.313300-81.254600000000...668669669669669669680680688689
261Channel IslandsUnited Kingdom49.372300-2.364400000000...10361103981043810486104861048610486106081064910689
262Falkland Islands (Malvinas)United Kingdom-51.796300-59.523600000000...66666666666666666767
263GibraltarUnited Kingdom36.140800-5.353600000000...5299530853145323533253385342535453675371
264Isle of ManUnited Kingdom54.236100-4.548100000000...6419643265086554658766296653667666946741
265MontserratUnited Kingdom16.742498-62.187366000000...25252626262629292929
266Saint Helena, Ascension and Tristan da CunhaUnited Kingdom-7.946700-14.355900000000...4444444444
267Turks and Caicos IslandsUnited Kingdom21.694000-71.797900000000...2613261626282637265026502650265026532674
268NaNUnited Kingdom55.378100-3.436000000000...6555200659074766287096666399669848667314236757650678958168250746862904
269NaNUruguay-32.522800-55.765800000000...384287384392384458384531384622384692384778384934385078385264
270NaNUzbekistan41.37749164.585262000000...150683151517152363153204154033154844155639156394157136157872
271NaNVanuatu-15.376700166.959200000000...4444444444
272NaNVenezuela6.423800-66.589700000000...327450328550329736329736332172333125334343334343335233337359
273NaNVietnam14.058324108.277199022222...369267381363392938410366422469435265449489462096473530486727
274NaNWest Bank and Gaza31.95220035.233200000000...329204330821332609334472335709337405339816342282344957347730
275NaNYemen15.55272748.516388000000...7580762576767711775177847829786979007951
276NaNZambia-13.13389727.849332000000...204977205107205315205704205893206051206145206327206522206705
277NaNZimbabwe-19.01543829.154857000000...123320123711123986124236124367124437124581124773124960125118
\n", + "

278 rows × 594 columns

\n", + "
" + ], + "text/plain": [ + " Unnamed: 0 Afghanistan \\\n", + "0 NaN Albania \n", + "1 NaN Algeria \n", + "2 NaN Andorra \n", + "3 NaN Angola \n", + "4 NaN Antigua and Barbuda \n", + "5 NaN Argentina \n", + "6 NaN Armenia \n", + "7 Australian Capital Territory Australia \n", + "8 New South Wales Australia \n", + "9 Northern Territory Australia \n", + "10 Queensland Australia \n", + "11 South Australia Australia \n", + "12 Tasmania Australia \n", + "13 Victoria Australia \n", + "14 Western Australia Australia \n", + "15 NaN Austria \n", + "16 NaN Azerbaijan \n", + "17 NaN Bahamas \n", + "18 NaN Bahrain \n", + "19 NaN Bangladesh \n", + "20 NaN Barbados \n", + "21 NaN Belarus \n", + "22 NaN Belgium \n", + "23 NaN Belize \n", + "24 NaN Benin \n", + "25 NaN Bhutan \n", + "26 NaN Bolivia \n", + "27 NaN Bosnia and Herzegovina \n", + "28 NaN Botswana \n", + "29 NaN Brazil \n", + ".. ... ... \n", + "248 NaN Timor-Leste \n", + "249 NaN Togo \n", + "250 NaN Trinidad and Tobago \n", + "251 NaN Tunisia \n", + "252 NaN Turkey \n", + "253 NaN US \n", + "254 NaN Uganda \n", + "255 NaN Ukraine \n", + "256 NaN United Arab Emirates \n", + "257 Anguilla United Kingdom \n", + "258 Bermuda United Kingdom \n", + "259 British Virgin Islands United Kingdom \n", + "260 Cayman Islands United Kingdom \n", + "261 Channel Islands United Kingdom \n", + "262 Falkland Islands (Malvinas) United Kingdom \n", + "263 Gibraltar United Kingdom \n", + "264 Isle of Man United Kingdom \n", + "265 Montserrat United Kingdom \n", + "266 Saint Helena, Ascension and Tristan da Cunha United Kingdom \n", + "267 Turks and Caicos Islands United Kingdom \n", + "268 NaN United Kingdom \n", + "269 NaN Uruguay \n", + "270 NaN Uzbekistan \n", + "271 NaN Vanuatu \n", + "272 NaN Venezuela \n", + "273 NaN Vietnam \n", + "274 NaN West Bank and Gaza \n", + "275 NaN Yemen \n", + "276 NaN Zambia \n", + "277 NaN Zimbabwe \n", + "\n", + " 33.93911 67.709953 0 0.1 0.2 0.3 0.4 0.5 ... 152660 \\\n", + "0 41.153300 20.168300 0 0 0 0 0 0 ... 140521 \n", + "1 28.033900 1.659600 0 0 0 0 0 0 ... 192626 \n", + "2 42.506300 1.521800 0 0 0 0 0 0 ... 15003 \n", + "3 -11.202700 17.873900 0 0 0 0 0 0 ... 46340 \n", + "4 17.060800 -61.796400 0 0 0 0 0 0 ... 1540 \n", + "5 -38.416100 -63.616700 0 0 0 0 0 0 ... 5148085 \n", + "6 40.069100 45.038200 0 0 0 0 0 0 ... 238422 \n", + "7 -35.473500 149.012400 0 0 0 0 0 0 ... 300 \n", + "8 -33.868800 151.209300 0 0 0 0 3 4 ... 20466 \n", + "9 -12.463400 130.845600 0 0 0 0 0 0 ... 200 \n", + "10 -27.469800 153.025100 0 0 0 0 0 0 ... 1972 \n", + "11 -34.928500 138.600700 0 0 0 0 0 0 ... 870 \n", + "12 -42.882100 147.327200 0 0 0 0 0 0 ... 235 \n", + "13 -37.813600 144.963100 0 0 0 0 1 1 ... 21618 \n", + "14 -31.950500 115.860500 0 0 0 0 0 0 ... 1064 \n", + "15 47.516200 14.550100 0 0 0 0 0 0 ... 678605 \n", + "16 40.143100 47.576900 0 0 0 0 0 0 ... 398034 \n", + "17 25.025885 -78.035889 0 0 0 0 0 0 ... 17545 \n", + "18 26.027500 50.550000 0 0 0 0 0 0 ... 271803 \n", + "19 23.685000 90.356300 0 0 0 0 0 0 ... 1472964 \n", + "20 13.193900 -59.543200 0 0 0 0 0 0 ... 4694 \n", + "21 53.709800 27.953400 0 0 0 0 0 0 ... 471495 \n", + "22 50.833300 4.469936 0 0 0 0 0 0 ... 1170213 \n", + "23 17.189900 -88.497600 0 0 0 0 0 0 ... 15683 \n", + "24 9.307700 2.315800 0 0 0 0 0 0 ... 12492 \n", + "25 27.514200 90.433600 0 0 0 0 0 0 ... 2591 \n", + "26 -16.290200 -63.588700 0 0 0 0 0 0 ... 487721 \n", + "27 43.915900 17.679100 0 0 0 0 0 0 ... 210442 \n", + "28 -22.328500 24.684900 0 0 0 0 0 0 ... 150842 \n", + "29 -14.235000 -51.925300 0 0 0 0 0 0 ... 20614866 \n", + ".. ... ... .. ... ... ... ... ... ... ... \n", + "248 -8.874217 125.727539 0 0 0 0 0 0 ... 14935 \n", + "249 8.619500 0.824800 0 0 0 0 0 0 ... 19963 \n", + "250 10.691800 -61.222500 0 0 0 0 0 0 ... 43344 \n", + "251 33.886917 9.537499 0 0 0 0 0 0 ... 644072 \n", + "252 38.963700 35.243300 0 0 0 0 0 0 ... 6253681 \n", + "253 40.000000 -100.000000 1 1 2 2 5 5 ... 38074929 \n", + "254 1.373333 32.290275 0 0 0 0 0 0 ... 118900 \n", + "255 48.379400 31.165600 0 0 0 0 0 0 ... 2370604 \n", + "256 23.424076 53.847818 0 0 0 0 0 0 ... 711428 \n", + "257 18.220600 -63.068600 0 0 0 0 0 0 ... 166 \n", + "258 32.307800 -64.750500 0 0 0 0 0 0 ... 2792 \n", + "259 18.420700 -64.640000 0 0 0 0 0 0 ... 2568 \n", + "260 19.313300 -81.254600 0 0 0 0 0 0 ... 668 \n", + "261 49.372300 -2.364400 0 0 0 0 0 0 ... 10361 \n", + "262 -51.796300 -59.523600 0 0 0 0 0 0 ... 66 \n", + "263 36.140800 -5.353600 0 0 0 0 0 0 ... 5299 \n", + "264 54.236100 -4.548100 0 0 0 0 0 0 ... 6419 \n", + "265 16.742498 -62.187366 0 0 0 0 0 0 ... 25 \n", + "266 -7.946700 -14.355900 0 0 0 0 0 0 ... 4 \n", + "267 21.694000 -71.797900 0 0 0 0 0 0 ... 2613 \n", + "268 55.378100 -3.436000 0 0 0 0 0 0 ... 6555200 \n", + "269 -32.522800 -55.765800 0 0 0 0 0 0 ... 384287 \n", + "270 41.377491 64.585262 0 0 0 0 0 0 ... 150683 \n", + "271 -15.376700 166.959200 0 0 0 0 0 0 ... 4 \n", + "272 6.423800 -66.589700 0 0 0 0 0 0 ... 327450 \n", + "273 14.058324 108.277199 0 2 2 2 2 2 ... 369267 \n", + "274 31.952200 35.233200 0 0 0 0 0 0 ... 329204 \n", + "275 15.552727 48.516388 0 0 0 0 0 0 ... 7580 \n", + "276 -13.133897 27.849332 0 0 0 0 0 0 ... 204977 \n", + "277 -19.015438 29.154857 0 0 0 0 0 0 ... 123320 \n", + "\n", + " 152722 152822 152960 152960.1 152960.2 153148 153220 \\\n", + "0 141365 142253 143174 144079 144847 145333 146387 \n", + "1 193171 193674 194186 194671 195162 195574 196080 \n", + "2 15014 15016 15025 15025 15025 15032 15033 \n", + "3 46539 46726 46929 47079 47168 47331 47544 \n", + "4 1598 1598 1598 1638 1651 1713 1715 \n", + "5 5155079 5161926 5167733 5171458 5173531 5178889 5185620 \n", + "6 239056 239739 240261 240953 241336 241611 242135 \n", + "7 314 335 361 374 386 398 421 \n", + "8 21471 22346 23372 24585 25857 27026 28111 \n", + "9 200 201 201 202 201 202 202 \n", + "10 1972 1973 1977 1977 1979 1979 1980 \n", + "11 870 870 870 871 871 871 871 \n", + "12 235 235 235 235 235 235 235 \n", + "13 21694 21772 21835 21926 21996 22071 22187 \n", + "14 1084 1084 1084 1086 1086 1086 1086 \n", + "15 680179 681617 683219 684541 685956 687076 688305 \n", + "16 401828 405542 409745 413986 417996 421103 424891 \n", + "17 17615 17717 17940 17940 17940 18139 18139 \n", + "18 271933 272042 272148 272246 272341 272453 272540 \n", + "19 1477930 1482628 1486153 1489589 1493537 1497261 1500618 \n", + "20 4720 4741 4789 4881 4931 4931 5032 \n", + "21 472852 474403 476265 477901 479306 480364 481532 \n", + "22 1173108 1175575 1177909 1177909 1177909 1182810 1184664 \n", + "23 15793 15893 16012 16012 16012 16220 16353 \n", + "24 12492 12492 13366 13366 13366 13366 13366 \n", + "25 2591 2591 2592 2594 2594 2595 2596 \n", + "26 488403 488933 488933 489802 490056 490467 490879 \n", + "27 211059 211689 212306 212306 212306 213379 213853 \n", + "28 150842 153793 153793 153793 153793 156927 156927 \n", + "29 20645537 20676561 20703906 20728605 20741815 20752281 20776870 \n", + ".. ... ... ... ... ... ... ... \n", + "248 15296 15603 15960 16236 16402 16515 16682 \n", + "249 20244 20517 20698 20698 21181 21261 21261 \n", + "250 43538 43750 43999 44296 44481 44606 44847 \n", + "251 647483 651035 654798 658322 660587 662752 664034 \n", + "252 6273651 6293267 6311607 6329519 6346851 6366408 6388301 \n", + "253 38223075 38384409 38707343 38760414 38798889 39057426 39198131 \n", + "254 119037 119141 119327 119544 119732 119825 119915 \n", + "255 2371895 2374012 2376571 2379159 2381553 2382769 2384564 \n", + "256 712411 713402 714396 715394 716381 717374 718370 \n", + "257 174 194 194 194 201 217 217 \n", + "258 2792 2792 2844 2844 2844 2844 2923 \n", + "259 2568 2568 2568 2568 2568 2568 2568 \n", + "260 669 669 669 669 669 680 680 \n", + "261 10398 10438 10486 10486 10486 10486 10608 \n", + "262 66 66 66 66 66 66 66 \n", + "263 5308 5314 5323 5332 5338 5342 5354 \n", + "264 6432 6508 6554 6587 6629 6653 6676 \n", + "265 25 26 26 26 26 29 29 \n", + "266 4 4 4 4 4 4 4 \n", + "267 2616 2628 2637 2650 2650 2650 2650 \n", + "268 6590747 6628709 6666399 6698486 6731423 6757650 6789581 \n", + "269 384392 384458 384531 384622 384692 384778 384934 \n", + "270 151517 152363 153204 154033 154844 155639 156394 \n", + "271 4 4 4 4 4 4 4 \n", + "272 328550 329736 329736 332172 333125 334343 334343 \n", + "273 381363 392938 410366 422469 435265 449489 462096 \n", + "274 330821 332609 334472 335709 337405 339816 342282 \n", + "275 7625 7676 7711 7751 7784 7829 7869 \n", + "276 205107 205315 205704 205893 206051 206145 206327 \n", + "277 123711 123986 124236 124367 124437 124581 124773 \n", + "\n", + " 153260 153306 \n", + "0 147369 148222 \n", + "1 196527 196915 \n", + "2 15046 15052 \n", + "3 47781 48004 \n", + "4 1719 1742 \n", + "5 5190948 5195601 \n", + "6 242750 243386 \n", + "7 433 451 \n", + "8 29390 30807 \n", + "9 202 202 \n", + "10 1982 1982 \n", + "11 871 875 \n", + "12 235 235 \n", + "13 22361 22570 \n", + "14 1086 1086 \n", + "15 690153 691663 \n", + "16 428736 432495 \n", + "17 18139 18576 \n", + "18 272635 272709 \n", + "19 1503680 1507116 \n", + "20 5072 5152 \n", + "21 483231 485067 \n", + "22 1187506 1189710 \n", + "23 16493 16612 \n", + "24 15932 15932 \n", + "25 2596 2596 \n", + "26 491340 491759 \n", + "27 214759 215313 \n", + "28 156927 159317 \n", + "29 20804215 20830495 \n", + ".. ... ... \n", + "248 16941 17183 \n", + "249 21561 21785 \n", + "250 44957 45061 \n", + "251 666168 668051 \n", + "252 6412247 6412247 \n", + "253 39396156 39549299 \n", + "254 120075 120208 \n", + "255 2387052 2389923 \n", + "256 719355 720330 \n", + "257 217 256 \n", + "258 2923 2923 \n", + "259 2568 2568 \n", + "260 688 689 \n", + "261 10649 10689 \n", + "262 67 67 \n", + "263 5367 5371 \n", + "264 6694 6741 \n", + "265 29 29 \n", + "266 4 4 \n", + "267 2653 2674 \n", + "268 6825074 6862904 \n", + "269 385078 385264 \n", + "270 157136 157872 \n", + "271 4 4 \n", + "272 335233 337359 \n", + "273 473530 486727 \n", + "274 344957 347730 \n", + "275 7900 7951 \n", + "276 206522 206705 \n", + "277 124960 125118 \n", + "\n", + "[278 rows x 594 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_csv(data_url, skiprows=1)\n", + "raw_data" + ] + }, { "cell_type": "code", "execution_count": null,