diff --git a/module3/exo3/projet_7_evaluation_par_pairs.ipynb b/module3/exo3/projet_7_evaluation_par_pairs.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..8761df392d0b2ee152078533c269c26ed0f1da06 --- /dev/null +++ b/module3/exo3/projet_7_evaluation_par_pairs.ipynb @@ -0,0 +1,276 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Sujet 7 : Autour du SARS-CoV-2 (Covid-19) *(Evaluation par pairs)*\n", + "\n", + "## Résumé de l'énoncé\n", + "\n", + "Le but est ici de reproduire des graphes semblables à ceux du South China Morning Post (SCMP), sur la page [The Coronavirus Pandemic](https://www.scmp.com/coronavirus?src=homepage_covid_widget) 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. Les données sont disponibles à https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv.\n", + "Nous créerons un graphe montrant l’évolution du nombre de cas cumulé au cours du temps pour les pays suivants (14 au total): \n", + "+ la Belgique (Belgium) \n", + "+ la Chine - toutes les provinces sauf Hong-Kong (China), \n", + "+ Hong Kong (China, Hong-Kong), \n", + "+ la France métropolitaine (France), \n", + "+ l’Allemagne (Germany), \n", + "+ l’Iran (Iran), \n", + "+ l’Italie (Italy), \n", + "+ le Japon (Japan), \n", + "+ la Corée du Sud (Korea, South), \n", + "+ la Hollande sans les colonies (Netherlands), \n", + "+ le Portugal (Portugal), \n", + "+ l’Espagne (Spain), \n", + "+ le Royaume-Unis sans les colonies (United Kingdom), \n", + "+ les États-Unis (US).\n", + "\n", + "Les graphes auront la date en abscisse et le nombre cumulé de cas à cette date en ordonnée. Nous aurons deux versions de ce graphe, une avec une échelle linéaire et une avec une échelle logarithmique." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Chargement des données" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous importons les librairies necessaires pour l'analyse des données dans un premier temps." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib, matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "from matplotlib.ticker import (MultipleLocator, FormatStrFormatter, AutoMinorLocator)\n", + "#from matplotlib.dates import DateFormatter\n", + "from matplotlib.ticker import ScalarFormatter\n", + "import matplotlib.ticker as mticker" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous chargeons dans un second temps les données dans une variable Python (utilisant la structure de données *panda*)." + ] + }, + { + "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\"\n", + "raw_data = pd.read_csv(data_url)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ensuite nous chargeons les données des 14 pays." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "data_fr = raw_data.loc[(raw_data[\"Country/Region\"]==\"France\") & raw_data[\"Province/State\"].isna()]\n", + "data_be = raw_data.loc[(raw_data[\"Country/Region\"]==\"Belgium\") & raw_data[\"Province/State\"].isna()]\n", + "data_de = raw_data.loc[(raw_data[\"Country/Region\"]==\"Germany\") & raw_data[\"Province/State\"].isna()]\n", + "data_ir = raw_data.loc[(raw_data[\"Country/Region\"]==\"Iran\") & raw_data[\"Province/State\"].isna()]\n", + "data_it = raw_data.loc[(raw_data[\"Country/Region\"]==\"Italy\") & raw_data[\"Province/State\"].isna()]\n", + "data_jp = raw_data.loc[(raw_data[\"Country/Region\"]==\"Japan\") & raw_data[\"Province/State\"].isna()]\n", + "data_kr = raw_data.loc[(raw_data[\"Country/Region\"]==\"Korea, South\") & raw_data[\"Province/State\"].isna()]\n", + "data_nl = raw_data.loc[(raw_data[\"Country/Region\"]==\"Netherlands\") & raw_data[\"Province/State\"].isna()]\n", + "data_pt = raw_data.loc[(raw_data[\"Country/Region\"]==\"Portugal\") & raw_data[\"Province/State\"].isna()]\n", + "data_es = raw_data.loc[(raw_data[\"Country/Region\"]==\"Spain\") & raw_data[\"Province/State\"].isna()]\n", + "data_uk = raw_data.loc[(raw_data[\"Country/Region\"]==\"United Kingdom\") & raw_data[\"Province/State\"].isna()]\n", + "data_us = raw_data.loc[(raw_data[\"Country/Region\"]==\"US\") & raw_data[\"Province/State\"].isna()]\n", + "\n", + "data_hg = raw_data.loc[(raw_data[\"Country/Region\"]==\"China\") & (raw_data[\"Province/State\"]==\"Hong Kong\")]\n", + "data_hg[:][\"Country/Region\"] = \"Hong Kong\"\n", + "data_ch = pd.DataFrame([raw_data.loc[(raw_data[\"Country/Region\"]==\"China\") & (raw_data[\"Province/State\"]!=\"Hong Kong\")].sum(axis=0)])\n", + "data_ch[:][\"Country/Region\"] = \"China\"\n", + "data_all = [data_fr, data_be, data_de, data_ir, data_jp, data_it, data_kr, data_nl, data_pt, data_es, data_uk, data_us, data_hg, data_ch]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous vérifions qu'il n'existe pas d'entrées eronnées dans les données de ces pays." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[('France', False),\n", + " ('Belgium', False),\n", + " ('Germany', False),\n", + " ('Iran', False),\n", + " ('Japan', False),\n", + " ('Italy', False),\n", + " ('Korea, South', False),\n", + " ('Netherlands', False),\n", + " ('Portugal', False),\n", + " ('Spain', False),\n", + " ('United Kingdom', False),\n", + " ('US', False),\n", + " ('Hong Kong', False),\n", + " ('China', False)]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[(elem.iloc[0][\"Country/Region\"],elem.iloc[:,4:].isnull().values.any()) for elem in data_all]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Analyse des données" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ensuite nous affichons la courbe du nombre de cas par pays avec une échelle standard." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "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=(15,10))\n", + "lines = []\n", + "fmts=[\"-\",\":\"]\n", + "for i,elem in zip(range(14),data_all):\n", + " name = elem.iloc[0][\"Country/Region\"]\n", + " elem = elem.iloc[:,4:].transpose()\n", + " elem = elem.rename(index=lambda x: x.split(\"/\")[1]+str(\"/\")+x.split(\"/\")[0]+\"/\"+x.split(\"/\")[-1])\n", + " elem.columns = [name]\n", + " lines += ax.plot(elem,fmts[i%2], label = name, color=plt.cm.hsv(i/15))\n", + "#plt.yscale('symlog')\n", + "ax.legend(loc=2, ncol=2)\n", + "ax.set_xlabel(\"Dates\")\n", + "ax.set_ylabel(\"Nb. cas cumulés\")\n", + "ax.xaxis.set_major_locator(MultipleLocator(28))\n", + "plt.xticks(rotation = 45)\n", + "ax.get_yaxis().set_major_formatter(matplotlib.ticker.FuncFormatter(lambda x, p: format(int(x), ',')))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Enfin nous avons une representation des courbes avec une échelle logarithmique." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "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=(15,10))\n", + "lines = []\n", + "fmts=[\"-\",\":\"]\n", + "for i,elem in zip(range(14),data_all):\n", + " name = elem.iloc[0][\"Country/Region\"]\n", + " elem = elem.iloc[:,4:].transpose()\n", + " elem = elem.rename(index=lambda x: x.split(\"/\")[1]+str(\"/\")+x.split(\"/\")[0]+\"/\"+x.split(\"/\")[-1])\n", + " elem.columns = [name]\n", + " lines += ax.plot(elem,fmts[i%2], label = name, color=plt.cm.hsv(i/15))\n", + "plt.yscale('symlog')\n", + "ax.legend(loc=4, ncol=2)\n", + "ax.set_xlabel(\"Dates\")\n", + "ax.set_ylabel(\"Nb. cas cumulés\")\n", + "ax.xaxis.set_major_locator(MultipleLocator(28))\n", + "plt.xticks(rotation = 45)\n", + "ax.get_yaxis().set_major_formatter(matplotlib.ticker.FuncFormatter(lambda x, p: format(int(x), ',')))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "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": 4 +} diff --git a/module3/projet_7_evaluation_par_pairs.ipynb b/module3/projet_7_evaluation_par_pairs.ipynb index 748ac4ad8f8e78d95a403ec97d229418e151fa89..302b935bbb1d745a8b0569c4050a9fd21940c5af 100644 --- a/module3/projet_7_evaluation_par_pairs.ipynb +++ b/module3/projet_7_evaluation_par_pairs.ipynb @@ -44,13 +44,18 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "import pandas as pd" + "import matplotlib, matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "from matplotlib.ticker import (MultipleLocator, FormatStrFormatter, AutoMinorLocator)\n", + "#from matplotlib.dates import DateFormatter\n", + "from matplotlib.ticker import ScalarFormatter\n", + "\n", + "import matplotlib.ticker as mticker" ] }, { @@ -62,7 +67,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -70,9 +75,49 @@ "raw_data = pd.read_csv(data_url)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ensuite nous chargeons les données des 14 pays." + ] + }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "data_fr = raw_data.loc[(raw_data[\"Country/Region\"]==\"France\") & raw_data[\"Province/State\"].isna()]\n", + "data_be = raw_data.loc[(raw_data[\"Country/Region\"]==\"Belgium\") & raw_data[\"Province/State\"].isna()]\n", + "data_de = raw_data.loc[(raw_data[\"Country/Region\"]==\"Germany\") & raw_data[\"Province/State\"].isna()]\n", + "data_ir = raw_data.loc[(raw_data[\"Country/Region\"]==\"Iran\") & raw_data[\"Province/State\"].isna()]\n", + "data_it = raw_data.loc[(raw_data[\"Country/Region\"]==\"Italy\") & raw_data[\"Province/State\"].isna()]\n", + "data_jp = raw_data.loc[(raw_data[\"Country/Region\"]==\"Japan\") & raw_data[\"Province/State\"].isna()]\n", + "data_kr = raw_data.loc[(raw_data[\"Country/Region\"]==\"Korea, South\") & raw_data[\"Province/State\"].isna()]\n", + "data_nl = raw_data.loc[(raw_data[\"Country/Region\"]==\"Netherlands\") & raw_data[\"Province/State\"].isna()]\n", + "data_pt = raw_data.loc[(raw_data[\"Country/Region\"]==\"Portugal\") & raw_data[\"Province/State\"].isna()]\n", + "data_es = raw_data.loc[(raw_data[\"Country/Region\"]==\"Spain\") & raw_data[\"Province/State\"].isna()]\n", + "data_uk = raw_data.loc[(raw_data[\"Country/Region\"]==\"United Kingdom\") & raw_data[\"Province/State\"].isna()]\n", + "data_us = raw_data.loc[(raw_data[\"Country/Region\"]==\"US\") & raw_data[\"Province/State\"].isna()]\n", + "\n", + "data_hg = raw_data.loc[(raw_data[\"Country/Region\"]==\"China\") & (raw_data[\"Province/State\"]==\"Hong Kong\")]\n", + "data_hg[:][\"Country/Region\"] = \"Hong Kong\"\n", + "data_ch = pd.DataFrame([raw_data.loc[(raw_data[\"Country/Region\"]==\"China\") & (raw_data[\"Province/State\"]!=\"Hong Kong\")].sum(axis=0)])\n", + "data_ch[:][\"Country/Region\"] = \"China\"\n", + "data_all = [data_fr, data_be, data_de, data_ir, data_jp, data_it, data_kr, data_nl, data_pt, data_es, data_uk, data_us, data_hg, data_ch]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous vérifions qu'il n'existe pas d'entrées eronnées dans les données de ces pays." + ] + }, + { + "cell_type": "code", + "execution_count": 5, "metadata": { "scrolled": true }, @@ -80,18 +125,55 @@ { "data": { "text/plain": [ - "" + "[('France', False),\n", + " ('Belgium', False),\n", + " ('Germany', False),\n", + " ('Iran', False),\n", + " ('Japan', False),\n", + " ('Italy', False),\n", + " ('Korea, South', False),\n", + " ('Netherlands', False),\n", + " ('Portugal', False),\n", + " ('Spain', False),\n", + " ('United Kingdom', False),\n", + " ('US', False),\n", + " ('Hong Kong', False),\n", + " ('China', False)]" ] }, - "execution_count": 98, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" - }, + } + ], + "source": [ + "[(elem.iloc[0][\"Country/Region\"],elem.iloc[:,4:].isnull().values.any()) for elem in data_all]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Analyse des données" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ensuite nous affichons la courbe du nombre de cas par pays avec une échelle standard." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, "metadata": { @@ -101,44 +183,74 @@ } ], "source": [ - "raw_data.loc[(raw_data[\"Country/Region\"]==\"France\") & raw_data[\"Province/State\"].isna()].iloc[:,4:].isnull().values.any()\n", - "raw_data.loc[(raw_data[\"Country/Region\"]==\"France\") & raw_data[\"Province/State\"].isna()].iloc[:,4:].transpose().plot()\n" + "fig, ax = plt.subplots(figsize=(15,10))\n", + "lines = []\n", + "fmts=[\"-\",\":\"]\n", + "for i,elem in zip(range(14),data_all):\n", + " name = elem.iloc[0][\"Country/Region\"]\n", + " elem = elem.iloc[:,4:].transpose()\n", + " elem = elem.rename(index=lambda x: x.split(\"/\")[1]+str(\"/\")+x.split(\"/\")[0]+\"/\"+x.split(\"/\")[-1])\n", + " elem.columns = [name]\n", + " lines += ax.plot(elem,fmts[i%2], label = name, color=plt.cm.hsv(i/15))\n", + "#plt.yscale('symlog')\n", + "ax.legend(loc=2, ncol=2)\n", + "ax.set_xlabel(\"Dates\")\n", + "ax.set_ylabel(\"Nb. cas cumulés\")\n", + "ax.xaxis.set_major_locator(MultipleLocator(28))\n", + "plt.xticks(rotation = 45)\n", + "ax.get_yaxis().set_major_formatter(matplotlib.ticker.FuncFormatter(lambda x, p: format(int(x), ',')))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Nous notons la date de début et la date de fin. \n", - "Ensuite nous chargeons les données des 14 pays.\n", - "Nous vérifions qu'il n'existe pas d'entrées eronnées dans les données de ces pays." + "Enfin nous avons une representation des courbes avec une échelle logarithmique." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "data_fr = raw_data.loc[(raw_data[\"Country/Region\"]==\"France\") & raw_data[\"Province/State\"].isna()]\n", - "data_be = raw_data.loc[(raw_data[\"Country/Region\"]==\"Belgium\") & raw_data[\"Province/State\"].isna()]\n", - "data_de = raw_data.loc[(raw_data[\"Country/Region\"]==\"Germany\") & raw_data[\"Province/State\"].isna()]\n", - "data_ir = raw_data.loc[(raw_data[\"Country/Region\"]==\"Iran\") & raw_data[\"Province/State\"].isna()]\n", - "data_it = raw_data.loc[(raw_data[\"Country/Region\"]==\"Italy\") & raw_data[\"Province/State\"].isna()]\n", - "data_jp = raw_data.loc[(raw_data[\"Country/Region\"]==\"Japan\") & raw_data[\"Province/State\"].isna()]\n", - "data_kr = raw_data.loc[(raw_data[\"Country/Region\"]==\"Korea, South\") & raw_data[\"Province/State\"].isna()]\n", - "data_nl = raw_data.loc[(raw_data[\"Country/Region\"]==\"Netherlands\") & raw_data[\"Province/State\"].isna()]\n", - "data_pt = raw_data.loc[(raw_data[\"Country/Region\"]==\"Portugal\") & raw_data[\"Province/State\"].isna()]\n", - "data_es = raw_data.loc[(raw_data[\"Country/Region\"]==\"Spain\") & raw_data[\"Province/State\"].isna()]\n", - "data_uk = raw_data.loc[(raw_data[\"Country/Region\"]==\"United Kingdom\") & raw_data[\"Province/State\"].isna()]\n", - "data_us = raw_data.loc[(raw_data[\"Country/Region\"]==\"US\") & raw_data[\"Province/State\"].isna()]\n", - "\n", - "data_hg = raw_data.loc[(raw_data[\"Country/Region\"]==\"China\") & (raw_data[\"Province/State\"]==\"Hong Kong\")]\n", - "data_ch = pd.DataFrame([raw_data.loc[(raw_data[\"Country/Region\"]==\"China\") & (raw_data[\"Province/State\"]!=\"Hong Kong\")].sum(axis=0)])\n", - "\n", - "\n", - "\n" + "fig, ax = plt.subplots(figsize=(15,10))\n", + "lines = []\n", + "fmts=[\"-\",\":\"]\n", + "for i,elem in zip(range(14),data_all):\n", + " name = elem.iloc[0][\"Country/Region\"]\n", + " elem = elem.iloc[:,4:].transpose()\n", + " elem = elem.rename(index=lambda x: x.split(\"/\")[1]+str(\"/\")+x.split(\"/\")[0]+\"/\"+x.split(\"/\")[-1])\n", + " elem.columns = [name]\n", + " lines += ax.plot(elem,fmts[i%2], label = name, color=plt.cm.hsv(i/15))\n", + "plt.yscale('symlog')\n", + "ax.legend(loc=4, ncol=2)\n", + "ax.set_xlabel(\"Dates\")\n", + "ax.set_ylabel(\"Nb. cas cumulés\")\n", + "ax.xaxis.set_major_locator(MultipleLocator(28))\n", + "plt.xticks(rotation = 45)\n", + "ax.get_yaxis().set_major_formatter(matplotlib.ticker.FuncFormatter(lambda x, p: format(int(x), ',')))" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {