From e3134d37150f6064a7c5b01673f7cd41a8d970bb Mon Sep 17 00:00:00 2001 From: 1affb6a270b94ae1aa2914210661b070 <1affb6a270b94ae1aa2914210661b070@app-learninglab.inria.fr> Date: Wed, 22 Apr 2020 13:52:56 +0000 Subject: [PATCH] =?UTF-8?q?Une=20premi=C3=A8re=20repr=C3=A9sentation,=20il?= =?UTF-8?q?=20manque=20encore=20la=20l=C3=A9gende?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- module3/exo3/exercice.ipynb | 853 ++++++++++++++++++++++++++++++++++++ 1 file changed, 853 insertions(+) diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 234b750..9d37015 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -2952,6 +2952,859 @@ "Réalisez un graphique qui montrera le nombre de mots que chaque acteur prononce dans chaque scène. Pour cela, vous pouvez vous inspirer de l'étude de l'Avare de Molière réalisée par l'OBVIL (graphe de gauche). Dans ce graphique, les lignes sont de longueur égale et la hauteur représente le nombre de mots prononcés au total dans la scène. La largeur de chaque rectangle indique le pourcentage de la scène qu’un acteur occupe." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pour calculer les hauteurs de chaque rectangle:" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Premier_Première 1056\n", + "Premier_II 875\n", + "Premier_III 708\n", + "Premier_IV 1463\n", + "Premier_V 970\n", + "II_Première 1202\n", + "II_II 484\n", + "II_III 22\n", + "II_IV 397\n", + "II_V 1968\n", + "III_Première 1827\n", + "III_II 291\n", + "III_III 29\n", + "III_IV 355\n", + "III_V 121\n", + "III_VI 121\n", + "III_VII 997\n", + "III_VIII 38\n", + "III_IX 147\n", + "IV_Première 896\n", + "IV_II 64\n", + "IV_III 747\n", + "IV_IV 598\n", + "IV_V 277\n", + "IV_VI 55\n", + "IV_VII 392\n", + "V_Première 187\n", + "V_II 636\n", + "V_III 1040\n", + "V_IV 289\n", + "V_V 1168\n", + "V_VI 398\n", + "dtype: int64" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Height = NW.sum(axis=1)\n", + "Height" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Je transforme ensuite le nombre de mots en pourcentage:" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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VALÈREÉLISECLÉANTEHARPAGONLA FLÈCHEMAÎTRE SIMONFROSINEMAÎTRE JACQUESLA MERLUCHEBRINDAVOINEMARIANELE COMMISSAIREANSELME
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Premier_III0.0000000.0000000.0000000.6483050.3516950.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000
Premier_IV0.0000000.1079970.1442240.7477790.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000
Premier_V0.6865980.0371130.0000000.2762890.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000
II_Première0.0000000.0000000.2911810.0000000.7088190.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000
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II_III0.0000000.0000000.0000000.9545450.0000000.0000000.0454550.0000000.0000000.0000000.0000000.0000000.000000
II_IV0.0000000.0000000.0000000.0000000.7078090.0000000.2921910.0000000.0000000.0000000.0000000.0000000.000000
II_V0.0000000.0000000.0000000.2642280.0000000.0000000.7357720.0000000.0000000.0000000.0000000.0000000.000000
III_Première0.1341000.0016420.0405040.3990150.0000000.0000000.0000000.4017520.0120420.0109470.0000000.0000000.000000
III_II0.3676980.0000000.0000000.0000000.0000000.0000000.0000000.6323020.0000000.0000000.0000000.0000000.000000
III_III0.0000000.0000000.0000000.0000000.0000000.0000000.6206900.3793100.0000000.0000000.0000000.0000000.000000
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III_VI0.0000000.1322310.0000000.5454550.0000000.0000000.0578510.0000000.0000000.0000000.2644630.0000000.000000
III_VII0.0050150.0000000.5667000.1725180.0000000.0000000.0401200.0000000.0000000.0000000.2156470.0000000.000000
III_VIII0.0000000.0000000.0000000.5263160.0000000.0000000.0000000.0000000.0000000.4736840.0000000.0000000.000000
III_IX0.0408160.0000000.2585030.5102040.0000000.0000000.0000000.0000000.1904760.0000000.0000000.0000000.000000
IV_Première0.0000000.0602680.2555800.0000000.0000000.0000000.4408480.0000000.0000000.0000000.2433040.0000000.000000
IV_II0.0000000.0468750.1875000.7656250.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000
IV_III0.0000000.0000000.5127180.4872820.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000
IV_IV0.0000000.0000000.2642140.2474920.0000000.0000000.0000000.4882940.0000000.0000000.0000000.0000000.000000
IV_V0.0000000.0000000.5667870.4332130.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000
IV_VI0.0000000.0000000.2727270.0000000.7272730.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000
IV_VII0.0000000.0000000.0000001.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000
V_Première0.0000000.0000000.0000000.4491980.0000000.0000000.0000000.0000000.0000000.0000000.0000000.5508020.000000
V_II0.0000000.0000000.0000000.2641510.0000000.0000000.0000000.4984280.0000000.0000000.0000000.2374210.000000
V_III0.5769230.0000000.0000000.4125000.0000000.0000000.0000000.0105770.0000000.0000000.0000000.0000000.000000
V_IV0.0657440.4809690.0000000.4152250.0000000.0000000.0138410.0242210.0000000.0000000.0000000.0000000.000000
V_V0.3065070.0000000.0000000.2054790.0000000.0000000.0000000.0059930.0000000.0000000.1583900.0000000.323630
V_VI0.0000000.0000000.3140700.2185930.0000000.0000000.0000000.0603020.0000000.0000000.0854270.0577890.263819
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"NWtot=Height.sum()\n", + "NWtot" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Il reste à faire une jolie figure avec ça..." + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "VALÈRE 0.561553\n", + "ÉLISE 0.438447\n", + "CLÉANTE 0.000000\n", + "HARPAGON 0.000000\n", + "LA FLÈCHE 0.000000\n", + "MAÎTRE SIMON 0.000000\n", + "FROSINE 0.000000\n", + "MAÎTRE JACQUES 0.000000\n", + "LA MERLUCHE 0.000000\n", + "BRINDAVOINE 0.000000\n", + "MARIANE 0.000000\n", + "LE COMMISSAIRE 0.000000\n", + "ANSELME 0.000000\n", + "Name: Premier_Première, dtype: float64" + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "NW_percent.loc[scene, : ]" + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "previous=1\n", + "fig=plt.figure()\n", + "plt.rcParams['figure.figsize'] = [8, 15]\n", + "plt.rcParams['figure.dpi'] = 200\n", + "acte=''\n", + "for scene in NW.index:\n", + " h=Height[scene]/NWtot\n", + " acte=scene.split('_')[0]\n", + " sc=scene.split('_')[1]\n", + " ax = fig.add_axes([0.05, previous-h, .8, h], xticks=[],yticks=[])\n", + " fig.text(0.86, previous-h*0.6, 'Acte '+acte+' Scène '+sc,fontsize=10)\n", + " start=0\n", + " i=0\n", + " for perso in NW.columns:\n", + " width = NW_percent[perso][scene]\n", + " ax.barh([acte],[width] , left=[start], height=1, color=[colors[i]])\n", + " start+=width\n", + " i+=1\n", + " plt.ylim(-.5,.5)\n", + " #ax.barh(labels, widths, left=starts, height=0.5,label=colname, color=color)\n", + " plt.xlim(0,1)\n", + " previous-=h\n", + "\n" + ] + }, { "cell_type": "code", "execution_count": null, -- 2.18.1