{ "cells": [ { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "# Sujet 7 : Autour du SARS-CoV-2 (COVID-19)" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Le but est ici de reproduire des graphes semblables à ceux du South China Morning Post (SCMP), sur la page The Coronavirus Pandemic et qui montrent pour différents pays le nombre cumulé (c'est-à-dire le nombre total de cas depuis le début de l'épidémie) de personnes atteintes de la maladie à coronavirus 2019." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les données utilisées pour cet excercice proviennent du [Johns Hopkins University Center for Systems Science and Engineering (JHU CSSE)](https://systems.jhu.edu/). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On commence par charger les données, qui ont été mises à disposition sur GitHub :" ] }, { "cell_type": "code", "execution_count": 1, "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": "markdown", "metadata": {}, "source": [ "Si jamais l'url a été modifié, on preferera travailler sur une copie locale des fichiers." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data_file = \"time_series_covid19_confirmed_global.csv.csv\"\n", "\n", "import os\n", "import urllib.request\n", "if not os.path.exists(data_file):\n", " urllib.request.urlretrieve(data_url, data_file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Le fichier présente des séries temporelles du nombre de décès dus au covid dans 288 régions du monde. Les données concernent une période temporelle s'étalant entre le 22 janvier 2020 et le 09 mars 2023. Il est au format csv et est organisé comme suit :\n", "\n", "| colonne 1 | colonne 2 | colonne 3 | colonne 4 | colonnes 5 à 1147 |\n", "|--- |:-: |:-: |:-: |--: |\n", "| Province/State | Country/Region | Latitude | Longitude | date format dd/mm/yy |" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour charger les données, on utilise la librairie pandas, que l'on doit importer.\n", "La première ligne du document renseigne les intitulés des différentes colonnes qui nous sera utile pour recuperer les donnes qui nous interesse, donc on la charge grace à la commande skiprows=0." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [], "source": [ "import pandas as pd\n", "\n", "data=pd.read_csv(data_url,skiprows=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On vérifie s'il existe des points manquant dans ce jeu de données. Pour cela, on vérifie d'abord que toutes les lignes sont associées à un pays, et que les nombres de décès ont bien été recensés pour toutes les dates : " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "Empty DataFrame\n", "Columns: [Province/State, Country/Region, Lat, Long, 1/22/20, 1/23/20, 1/24/20, 1/25/20, 1/26/20, 1/27/20, 1/28/20, 1/29/20, 1/30/20, 1/31/20, 2/1/20, 2/2/20, 2/3/20, 2/4/20, 2/5/20, 2/6/20, 2/7/20, 2/8/20, 2/9/20, 2/10/20, 2/11/20, 2/12/20, 2/13/20, 2/14/20, 2/15/20, 2/16/20, 2/17/20, 2/18/20, 2/19/20, 2/20/20, 2/21/20, 2/22/20, 2/23/20, 2/24/20, 2/25/20, 2/26/20, 2/27/20, 2/28/20, 2/29/20, 3/1/20, 3/2/20, 3/3/20, 3/4/20, 3/5/20, 3/6/20, 3/7/20, 3/8/20, 3/9/20, 3/10/20, 3/11/20, 3/12/20, 3/13/20, 3/14/20, 3/15/20, 3/16/20, 3/17/20, 3/18/20, 3/19/20, 3/20/20, 3/21/20, 3/22/20, 3/23/20, 3/24/20, 3/25/20, 3/26/20, 3/27/20, 3/28/20, 3/29/20, 3/30/20, 3/31/20, 4/1/20, 4/2/20, 4/3/20, 4/4/20, 4/5/20, 4/6/20, 4/7/20, 4/8/20, 4/9/20, 4/10/20, 4/11/20, 4/12/20, 4/13/20, 4/14/20, 4/15/20, 4/16/20, 4/17/20, 4/18/20, 4/19/20, 4/20/20, 4/21/20, 4/22/20, 4/23/20, 4/24/20, 4/25/20, 4/26/20, ...]\n", "Index: []\n", "\n", "[0 rows x 1147 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[data['Country/Region'].isna()]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les lignes sont bien bien associées à des pays ou régions." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "liste_dates=list(data.columns[4:])\n", "for i in range(len(liste_dates)) :\n", " data[data[liste_dates[i]].isnull()]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Il semble qu'aucune donnée nécéssaire à notre étude ne soit manquante, on peut donc charger à nouveau le fichier en s'affranchissant des intitulés de colonnes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On commence par réorganiser la dataframe selon nos besoins, c'est-à-dire écrire d'abord la colonne des pays, puis des régions, et éliminer les données de latitude et longitude." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "data=data.reindex(['Country/Region','Province/State']+liste_dates,axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On récupère ensuite les données qui nous intéresse pour chaque pays. Pour les pays sans province/state on peut récupérer les données directement mais pour les pays dont on ne considère par les territoires d'outre-mer, on prend uniquement la dernière ligne correspondante, soit le maximum des indices.\n", "Pour la Chine, on extrait l'indice de ligne correspondant à Hong Kong pour ne pas compter ces données en double. La fonction sum() permet enfin de sommer sur toutes les autres provinces de Chine." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "dataBel=data.iloc[max(data.loc[data['Country/Region'] == 'Belgium'].index),2:]\n", "dataHK=data.iloc[max(data.loc[data['Province/State']=='Hong Kong'].index),2:]\n", "dataFra=data.iloc[max(data.loc[data['Country/Region'] == 'France'].index),2:]\n", "dataGer=data.iloc[max(data.loc[data['Country/Region'] == 'Germany'].index),2:]\n", "dataIra=data.iloc[max(data.loc[data['Country/Region'] == 'Iran'].index),2:]\n", "dataIta=data.iloc[max(data.loc[data['Country/Region'] == 'Italy'].index),2:]\n", "dataJap=data.iloc[max(data.loc[data['Country/Region'] == 'Japan'].index),2:]\n", "dataSK=data.iloc[max(data.loc[data['Country/Region'] == 'Korea, South'].index),2:]\n", "dataNeth=data.iloc[max(data.loc[data['Country/Region'] == 'Netherlands'].index),2:]\n", "dataPort=data.iloc[max(data.loc[data['Country/Region'] == 'Portugal'].index),2:]\n", "dataSpa=data.iloc[max(data.loc[data['Country/Region'] == 'Spain'].index),2:]\n", "dataUK=data.iloc[max(data.loc[data['Country/Region'] == 'United Kingdom'].index),2:]\n", "dataUS=data.iloc[max(data.loc[data['Country/Region'] == 'US'].index),2:]\n", "\n", "#on trouve les indices correpsondants à la Chine et à HK puis on retire la ligne correspondant à Hong Kong pour ne pas qu'elle soit prise en compte deux fois. \n", "indicesChi=data.loc[data['Country/Region'] == 'China'].index\n", "indiceHK=data.loc[data['Province/State']=='Hong Kong'].index\n", "listeindicesChi=list(indicesChi)\n", "listeindicesChi.remove(int(indiceHK.values[0]))\n", "\n", "dataChi=data.iloc[listeindicesChi,2:].sum() #on somme sur toutes les provinces de Chine\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On écrit une fonction qui permet de tracer les données. Pour cela on importe le module matplotlib qui sera nécessaire à la représentation graphique. On change également la palette de couleur afin d'avoir suffisamment de couleurs différentes sur le graphique final." ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [], "source": [ "import matplotlib.axes as ax\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "\n", "sns.set_palette('tab20',20)\n", "\n", "def plotcumul(data, dates, label, ax): \n", " ax.plot(dates[:], data.values[:], label=label)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On applique finalement cette fonction à tous les pays en superposant les données sur un même graphique." ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(14, 5))\n", "plotcumul(dataBel,liste_dates,'Belgique',ax)\n", "plotcumul(dataChi,liste_dates,'China',ax)\n", "plotcumul(dataFra,liste_dates,'France',ax)\n", "plotcumul(dataGer,liste_dates,'Germany',ax)\n", "plotcumul(dataHK,liste_dates,'Hong-Kong',ax)\n", "plotcumul(dataIra,liste_dates,'Iran',ax)\n", "plotcumul(dataIta,liste_dates,'Italy',ax)\n", "plotcumul(dataJap,liste_dates,'Japan',ax)\n", "plotcumul(dataNeth,liste_dates,'Netherlands',ax)\n", "plotcumul(dataPort,liste_dates,'Portugal',ax)\n", "plotcumul(dataSK,liste_dates,'South Korea',ax)\n", "plotcumul(dataSpa,liste_dates,'Spain',ax)\n", "plotcumul(dataUK,liste_dates,'United-Kingdom',ax)\n", "plotcumul(dataUS,liste_dates,'United-States',ax)\n", "\n", "ax.set_xticks(liste_dates[::91])\n", "ax.set_ylabel('Nombre de cas cumulés')\n", "ax.legend()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On passe en représentation logarithmique pour mieux visualiser les données." ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import display\n", "ax.set_yscale(\"log\")\n", "display(fig)" ] } ], "metadata": { "hide_code_all_hidden": true, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }