From e47713918a18fdf93498b54d416be132ecb4a9a0 Mon Sep 17 00:00:00 2001 From: 6b9fcb02f874d4fa73786fcf6e721560 <6b9fcb02f874d4fa73786fcf6e721560@app-learninglab.inria.fr> Date: Sun, 3 May 2020 13:34:23 +0000 Subject: [PATCH] Ajout de graphes --- module3/exo3/exercice.ipynb | 104 +++++++++++++++++++++++++++++++++--- 1 file changed, 98 insertions(+), 6 deletions(-) diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index ee88eb8..375e2a9 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -493,7 +493,7 @@ "source": [ "Il n'y a pas de données manquantes. \n", "\n", - "## Seconde partie : formattage du dataset\n", + "## Seconde partie : formattage du dataset pour l'affichage du graphe par pays\n", "\n", "Pour formater le dataset, nous allons créer une fonction faisant office de filtre : si le pays est défini dans le tableau (qui représente tous les pays demandés dans l'énoncé) alors on le garde dans le dataset; sinon on le retire. Certains pays devant être affichés sans leurs colonies, le filtre le prendra en compte et retirera les lignes ou le champ *Province/State* est défini.\n", "\n", @@ -941,7 +941,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Troisième partie : affichage\n", + "## Troisième partie : affichage du graphe par pays\n", "\n", "Nos données sont prêtes : on les affiche en utilisant la fonction plot() fournie par matplotlib :" ] @@ -954,7 +954,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -978,6 +978,15 @@ "new_data.plot()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Quatrième partie : formattage des données pour les graphes cumulés sur le temps\n", + "\n", + "Pour ces graphes, on a juste à sommer toutes les lignes et se débarasser des données inutiles, puis formatter les champs temps string en datetime :" + ] + }, { "cell_type": "code", "execution_count": 7, @@ -986,16 +995,60 @@ { "data": { "text/plain": [ - "" + "2020-01-22 555\n", + "2020-01-23 654\n", + "2020-01-24 941\n", + "2020-01-25 1434\n", + "2020-01-26 2118\n", + " ... \n", + "2020-04-28 3097190\n", + "2020-04-29 3172287\n", + "2020-04-30 3256853\n", + "2020-05-01 3343777\n", + "2020-05-02 3427343\n", + "Length: 102, dtype: object" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" + } + ], + "source": [ + "cumul_data = raw_data.copy()\n", + "cumul_data = cumul_data.sum()\n", + "cumul_data = cumul_data[3:]\n", + "cumul_data.index = [pd.to_datetime(datetext) for datetext in cumul_data.index]\n", + "cumul_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Cinquième partie : affichage des graphes montrant le nombre de contaminations cumulées dans le temps\n", + "\n", + "Maintenant, on affiche le plot sous format linéaire et logarithmique : " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1007,7 +1060,46 @@ } ], "source": [ - "new_data.plot(logy=True)" + "cumul_data.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "cumul_data.plot(logy=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Si l'on devait faire une petite analyse de ces graphes, on voit que le nombre de contaminations va à la hausse ... néanmoins, la courbe n'est pas exponentielle mais droite. Les mesures de confinement sont efficaces pour empêcher les contaminations." ] }, { -- 2.18.1