{"cells": [{"cell_type": "markdown", "metadata": {}, "source": ["# Graphes - \u00e9nonc\u00e9\n", "\n", "Ce notebook introduit [matplotlib](http://matplotlib.org/) et d'autres modules Python qui permettent de tracer des graphes et b\u00e2tis sur la m\u00eame logique que matplotlib."]}, {"cell_type": "markdown", "metadata": {}, "source": ["Pour avoir des graphiques inclus dans le notebook, il faut ajouter cette ligne et l'ex\u00e9cuter en premier."]}, {"cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": ["%matplotlib inline"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On change le style pour un style plus moderne, celui de [ggplot](http://ggplot2.org/) :"]}, {"cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": ["import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')"]}, {"cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [{"data": {"text/html": ["
run previous cell, wait for 2 seconds
\n", ""], "text/plain": [""]}, "execution_count": 4, "metadata": {}, "output_type": "execute_result"}], "source": ["from jyquickhelper import add_notebook_menu\n", "add_notebook_menu()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Donn\u00e9es\n", "\n", "Pour tous les exemples qui suivent, on utilise les r\u00e9sultat [\u00e9lection pr\u00e9sidentielle de 2012](https://www.data.gouv.fr/fr/datasets/election-presidentielle-2012-resultats-572124/). Si vous n'avez pas le module [actuariat_python](http://www.xavierdupre.fr/app/actuariat_python/helpsphinx/index.html), il vous suffit de recopier le code de la fonction [elections_presidentielles](http://www.xavierdupre.fr/app/actuariat_python/helpsphinx/_modules/actuariat_python/data/elections.html#elections_presidentielles) qui utilise la fonction [read_excel](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.read_excel.html).\n", "La fonction utilise des donn\u00e9es stock\u00e9es localement afin que le code ci-dessous fonctionne toujours m\u00eame si le format des donn\u00e9es change sur le site *data.gouv.fr*."]}, {"cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": ["from actuariat_python.data import elections_presidentielles\n", "dict_df = elections_presidentielles(local=True, agg=\"dep\")"]}, {"cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [{"data": {"text/plain": ["['circ1', 'circ2', 'dep1', 'dep2']"]}, "execution_count": 6, "metadata": {}, "output_type": "execute_result"}], "source": ["list(dict_df.keys())"]}, {"cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [{"data": {"text/html": ["
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Code du d\u00e9partementLibell\u00e9 du d\u00e9partementCode de la circonscriptionInscritsVotantsExprim\u00e9sBlancs et nulsNathalie ARTHAUD (LO)Philippe POUTOU (NPA)Jean-Luc MELENCHON (FG)Fran\u00e7ois HOLLANDE (PS)Eva JOLY (EELV)Fran\u00e7ois BAYROU (MODEM)Nicolas SARKOZY (UMP)Nicolas DUPONT-AIGNAN (DLR)Marine LE PEN (FN)Jacques CHEMINADE (SP)
01AIN15393808327812321359645317943323308987309672683265097722720866540860
12AISNE15376068303140297944519624903860303608075134551989572090585378452738
23ALLIER6256275211009205950505914822584279696113132321781449477406837736457
34ALPES-DE-HAUTE-PROVENCE31239331028991007882111487139415269245512933748325668184520875283
45HAUTES-ALPES310686588619867771842488115212175212483147855922655178215359212
\n", "
"], "text/plain": [" Code du d\u00e9partement Libell\u00e9 du d\u00e9partement Code de la circonscription \\\n", "0 1 AIN 15 \n", "1 2 AISNE 15 \n", "2 3 ALLIER 6 \n", "3 4 ALPES-DE-HAUTE-PROVENCE 3 \n", "4 5 HAUTES-ALPES 3 \n", "\n", " Inscrits Votants Exprim\u00e9s Blancs et nuls Nathalie ARTHAUD (LO) \\\n", "0 393808 327812 321359 6453 1794 \n", "1 376068 303140 297944 5196 2490 \n", "2 256275 211009 205950 5059 1482 \n", "3 123933 102899 100788 2111 487 \n", "4 106865 88619 86777 1842 488 \n", "\n", " Philippe POUTOU (NPA) Jean-Luc MELENCHON (FG) Fran\u00e7ois HOLLANDE (PS) \\\n", "0 3323 30898 73096 \n", "1 3860 30360 80751 \n", "2 2584 27969 61131 \n", "3 1394 15269 24551 \n", "4 1152 12175 21248 \n", "\n", " Eva JOLY (EELV) Fran\u00e7ois BAYROU (MODEM) Nicolas SARKOZY (UMP) \\\n", "0 7268 32650 97722 \n", "1 3455 19895 72090 \n", "2 3232 17814 49477 \n", "3 2933 7483 25668 \n", "4 3147 8559 22655 \n", "\n", " Nicolas DUPONT-AIGNAN (DLR) Marine LE PEN (FN) Jacques CHEMINADE (SP) \n", "0 7208 66540 860 \n", "1 5853 78452 738 \n", "2 4068 37736 457 \n", "3 1845 20875 283 \n", "4 1782 15359 212 "]}, "execution_count": 7, "metadata": {}, "output_type": "execute_result"}], "source": ["dict_df[\"dep1\"].head()"]}, {"cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [{"data": {"text/html": ["
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Code du d\u00e9partementLibell\u00e9 du d\u00e9partementCode de la circonscriptionInscritsVotantsExprim\u00e9sBlancs et nulsFran\u00e7ois HOLLANDE (PS)Nicolas SARKOZY (UMP)
0979SAINT-BARTHELEMY et SAINT-MARTIN1226869907949241538515641
101AIN1539386632658730707419513131333175741
202AISNE1537607330207628102021056147260133760
303ALLIER62562112111321962081492411161584593
404ALPES-DE-HAUTE-PROVENCE31238951035819694266394949847444
\n", "
"], "text/plain": [" Code du d\u00e9partement Libell\u00e9 du d\u00e9partement \\\n", "0 979 SAINT-BARTHELEMY et SAINT-MARTIN \n", "1 01 AIN \n", "2 02 AISNE \n", "3 03 ALLIER \n", "4 04 ALPES-DE-HAUTE-PROVENCE \n", "\n", " Code de la circonscription Inscrits Votants Exprim\u00e9s Blancs et nuls \\\n", "0 1 22686 9907 9492 415 \n", "1 15 393866 326587 307074 19513 \n", "2 15 376073 302076 281020 21056 \n", "3 6 256211 211132 196208 14924 \n", "4 3 123895 103581 96942 6639 \n", "\n", " Fran\u00e7ois HOLLANDE (PS) Nicolas SARKOZY (UMP) \n", "0 3851 5641 \n", "1 131333 175741 \n", "2 147260 133760 \n", "3 111615 84593 \n", "4 49498 47444 "]}, "execution_count": 8, "metadata": {}, "output_type": "execute_result"}], "source": ["dict_df[\"dep2\"].head()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On corrige le code du d\u00e9partement ``01`` --> ``1``."]}, {"cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": ["def cleandep(s):\n", " if isinstance(s, str):\n", " r = s.lstrip('0')\n", " else:\n", " r = str(s)\n", " return r\n", "dict_df[\"dep1\"][\"Code du d\u00e9partement\"] = dict_df[\"dep1\"][\"Code du d\u00e9partement\"].apply(cleandep)\n", "dict_df[\"dep2\"][\"Code du d\u00e9partement\"] = dict_df[\"dep2\"][\"Code du d\u00e9partement\"].apply(cleandep)"]}, {"cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [{"data": {"text/plain": ["Index(['Code du d\u00e9partement', 'Libell\u00e9 du d\u00e9partementT1',\n", " 'Code de la circonscriptionT1', 'InscritsT1', 'VotantsT1', 'Exprim\u00e9sT1',\n", " 'Blancs et nulsT1', 'Nathalie ARTHAUD (LO)', 'Philippe POUTOU (NPA)',\n", " 'Jean-Luc MELENCHON (FG)', 'Fran\u00e7ois HOLLANDE (PS)T1',\n", " 'Eva JOLY (EELV)', 'Fran\u00e7ois BAYROU (MODEM)', 'Nicolas SARKOZY (UMP)T1',\n", " 'Nicolas DUPONT-AIGNAN (DLR)', 'Marine LE PEN (FN)',\n", " 'Jacques CHEMINADE (SP)', 'Libell\u00e9 du d\u00e9partementT2',\n", " 'Code de la circonscriptionT2', 'InscritsT2', 'VotantsT2', 'Exprim\u00e9sT2',\n", " 'Blancs et nulsT2', 'Fran\u00e7ois HOLLANDE (PS)T2',\n", " 'Nicolas SARKOZY (UMP)T2'],\n", " dtype='object')"]}, "execution_count": 10, "metadata": {}, "output_type": "execute_result"}], "source": ["deps = dict_df[\"dep1\"].merge(dict_df[\"dep2\"], \n", " on=\"Code du d\u00e9partement\",\n", " suffixes=(\"T1\", \"T2\"))\n", "deps.columns"]}, {"cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [{"data": {"text/html": ["
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Code du d\u00e9partementLibell\u00e9 du d\u00e9partementT1VotantsT1rHollandeT1rSarkozyT1rNulT1VotantsT2rHollandeT2rSarkozyT2rNulT2
01AIN3278120.2274590.3040900.0196853265870.4276920.5723080.059748
12AISNE3031400.2710270.2419580.0171413020760.5240200.4759800.069704
23ALLIER2110090.2968240.2402380.0239752111320.5688610.4311390.070686
34ALPES-DE-HAUTE-PROVENCE1028990.2435910.2546730.0205151035810.5105940.4894060.064095
45HAUTES-ALPES886190.2448580.2610710.020786894050.5089350.4910650.067390
\n", "
"], "text/plain": [" Code du d\u00e9partement Libell\u00e9 du d\u00e9partementT1 VotantsT1 rHollandeT1 \\\n", "0 1 AIN 327812 0.227459 \n", "1 2 AISNE 303140 0.271027 \n", "2 3 ALLIER 211009 0.296824 \n", "3 4 ALPES-DE-HAUTE-PROVENCE 102899 0.243591 \n", "4 5 HAUTES-ALPES 88619 0.244858 \n", "\n", " rSarkozyT1 rNulT1 VotantsT2 rHollandeT2 rSarkozyT2 rNulT2 \n", "0 0.304090 0.019685 326587 0.427692 0.572308 0.059748 \n", "1 0.241958 0.017141 302076 0.524020 0.475980 0.069704 \n", "2 0.240238 0.023975 211132 0.568861 0.431139 0.070686 \n", "3 0.254673 0.020515 103581 0.510594 0.489406 0.064095 \n", "4 0.261071 0.020786 89405 0.508935 0.491065 0.067390 "]}, "execution_count": 11, "metadata": {}, "output_type": "execute_result"}], "source": ["deps[\"rHollandeT1\"] = deps['Fran\u00e7ois HOLLANDE (PS)T1'] / (deps[\"VotantsT1\"] - deps[\"Blancs et nulsT1\"])\n", "deps[\"rSarkozyT1\"] = deps['Nicolas SARKOZY (UMP)T1'] / (deps[\"VotantsT1\"] - deps[\"Blancs et nulsT1\"])\n", "deps[\"rNulT1\"] = deps[\"Blancs et nulsT1\"] / deps[\"VotantsT1\"]\n", "deps[\"rHollandeT2\"] = deps[\"Fran\u00e7ois HOLLANDE (PS)T2\"] / (deps[\"VotantsT2\"] - deps[\"Blancs et nulsT2\"])\n", "deps[\"rSarkozyT2\"] = deps['Nicolas SARKOZY (UMP)T2'] / (deps[\"VotantsT2\"] - deps[\"Blancs et nulsT2\"])\n", "deps[\"rNulT2\"] = deps[\"Blancs et nulsT2\"] / deps[\"VotantsT2\"]\n", "data = deps[[\"Code du d\u00e9partement\", \"Libell\u00e9 du d\u00e9partementT1\", \n", " \"VotantsT1\", \"rHollandeT1\", \"rSarkozyT1\", \"rNulT1\",\n", " \"VotantsT2\", \"rHollandeT2\", \"rSarkozyT2\", \"rNulT2\"]]\n", "data_elections = data # parfois data est remplac\u00e9 dans la suite\n", "data.head()"]}, {"cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": ["deps.to_excel(\"deps.xlsx\")\n", "dict_df[\"dep1\"].to_excel(\"T1.xlsx\")\n", "dict_df[\"dep2\"].to_excel(\"T2.xlsx\")"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## De pandas \u00e0 matplotlib\n", "\n", "Lorsqu'on construit un graphique avec des donn\u00e9es stock\u00e9es dans un [DataFrame](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.html), on suit g\u00e9n\u00e9ralement le processus suivant :\n", "\n", "* Voir si un graphique correspond dans la page [visualisation](http://pandas.pydata.org/pandas-docs/stable/visualization.html) de pandas\n", "* Voir la [gallerie](http://matplotlib.org/gallery.html) de [matplotlib](http://matplotlib.org/index.html)\n", "* Chercher un exemple de graphique sur un moteur de recherche pour tomber sur une page comme celle-ci [Using Python libraries to plot two horizontal bar charts sharing same y axis](http://stackoverflow.com/questions/27694221/using-python-libraries-to-plot-two-horizontal-bar-charts-sharing-same-y-axis)\n", "* Assembler diff\u00e9rentes sources"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### plot\n", "\n", "La m\u00e9thode [plot](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.plot.html?highlight=plot#pandas.DataFrame.plot) permet de faire la plupart des graphiques standards (voir [Plotting](http://pandas.pydata.org/pandas-docs/stable/visualization.html))."]}, {"cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [{"data": {"image/png": 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", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["data.plot(x=\"Libell\u00e9 du d\u00e9partementT1\", y=[\"rHollandeT2\", \"rSarkozyT2\"], figsize=(16,5));"]}, {"cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [{"data": {"image/png": 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", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["data.plot(x=\"Libell\u00e9 du d\u00e9partementT1\", y=[\"rHollandeT2\", \"rSarkozyT2\"],\n", " figsize=(16,5), kind=\"bar\", stacked=True);"]}, {"cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [{"data": {"image/png": 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", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["data.plot(x=\"rHollandeT1\", y=\"rHollandeT2\", figsize=(16,5), \n", " kind=\"scatter\", label=\"s1\", title=\"correlation\");"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### superposition\n", "\n", "La m\u00e9thode [plot](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.plot.html?highlight=plot#pandas.DataFrame.plot) retourne un objet de type [Axes](http://matplotlib.org/api/axes_api.html). On peut superposer plusieurs courbes sur le m\u00eame graphique en s'assurant que la seconde courbe utilise le m\u00eame objet."]}, {"cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [{"data": {"image/png": 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", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["ax = data.plot(x=\"rHollandeT1\", y=\"rHollandeT2\", figsize=(16,5), \n", " kind=\"scatter\", label=\"H\", title=\"correlation\")\n", "data.plot(x=\"rSarkozyT1\", y=\"rSarkozyT2\", kind=\"scatter\", label=\"S\", ax=ax, c=\"red\");"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On ajoute une ligne avec la m\u00e9thode [Axes.plot](http://matplotlib.org/api/axes_api.html?highlight=plot#matplotlib.axes.Axes.plot) ou du text avec [text](http://matplotlib.org/api/text_api.html#matplotlib.text.Text) :"]}, {"cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [{"data": {"image/png": 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", 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"]}, "metadata": {}, "output_type": "display_data"}], "source": ["ax = data.plot(x=\"rHollandeT1\", y=\"rHollandeT2\", figsize=(16,5), \n", " kind=\"scatter\", label=\"H\", title=\"correlation\")\n", "data.plot(x=\"rSarkozyT1\", y=\"rSarkozyT2\", kind=\"scatter\", label=\"S\", ax=ax, c=\"red\")\n", "ax.plot([0.2,0.7], [0.2,0.7], \"g--\")\n", "ax.text(0.5, 0.5, \"rien au dessous\", weight=\"bold\", rotation=\"-30\");"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### plusieurs graphes sur la m\u00eame figure\n", "\n", "*pandas* cr\u00e9e une [Figure](http://matplotlib.org/api/pyplot_api.html?highlight=figure#matplotlib.pyplot.figure) de fa\u00e7on implicite avec un seul graphe. Pour cr\u00e9er plusieurs graphes, il faut cr\u00e9er ce type d'objet en pr\u00e9cisant qu'il y aura plusieurs [Axes](http://matplotlib.org/api/axes_api.html) avec la fonction [subplots](http://matplotlib.org/api/pyplot_api.html?highlight=figure#matplotlib.pyplot.subplots) et les transmettre \u00e0 *pandas*. On peut \u00e9galement partager l'axe des X ou l'axe des Y."]}, {"cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [{"data": {"image/png": 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", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["import matplotlib.pyplot as plt\n", "fig, axes = plt.subplots(1, 2, figsize=(16,5), sharey=True)\n", "data.plot(x=\"rHollandeT1\", y=\"rHollandeT2\", figsize=(16,5), \n", " kind=\"scatter\", label=\"H\", ax=axes[0])\n", "data.plot(x=\"rSarkozyT1\", y=\"rSarkozyT2\", kind=\"scatter\", \n", " label=\"S\", ax=axes[1], c=\"red\")\n", "axes[0].plot([0.2,0.7], [0.2,0.7], \"g--\")\n", "axes[1].plot([0.2,0.7], [0.2,0.7], \"g--\");"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### matplotlib sans pandas\n", "\n", "On peut se passer de pandas et s'inspirer d'un graphe de la gallerie pour ajouter des points d\u00e9pendants du nombre de votants [scatter_demo](http://matplotlib.org/examples/shapes_and_collections/scatter_demo.html) et ajouter une l\u00e9gende manuellement avec la m\u00e9thode [legend](http://matplotlib.org/api/axes_api.html?highlight=legend#matplotlib.axes.Axes.legend)."]}, {"cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [{"data": {"image/png": 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", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["import matplotlib.pyplot as plt\n", "fig, axes = plt.subplots(1, 1, figsize=(16,5))\n", "c = axes.scatter(x=data[\"rHollandeT1\"], \n", " y=data[\"rHollandeT2\"], \n", " s=data[\"VotantsT1\"]/5000, alpha=0.5)\n", "axes.plot([0.2,0.7], [0.2,0.7], \"g--\")\n", "axes.legend( (c,), (\"H\",) );"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Pandas et graphes pr\u00eats \u00e0 l'emploi"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### histogrammes\n", "\n", "avec [hist](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.hist.html?highlight=hist#pandas.DataFrame.hist)"]}, {"cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [{"data": {"image/png": 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", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["data.hist(figsize=(8, 8));"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Le param\u00e8tre *figsize* permettrait de modifier la taille du graphique."]}, {"cell_type": "markdown", "metadata": {}, "source": ["### correlations\n", "\n", "avec [scatter_matrix](http://pandas.pydata.org/pandas-docs/stable/visualization.html#scatter-matrix-plot)"]}, {"cell_type": "code", "execution_count": 20, "metadata": {"scrolled": false}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["-\n"]}, {"data": {"image/png": 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", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["from pandas.plotting import scatter_matrix\n", "scatter_matrix(data, alpha=0.2, figsize=(14, 14), diagonal='kde')\n", "print(\"-\");"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## cartes avec cartopy\n", "\n", "Les coordonn\u00e9es sur une carte se font avec des [coordonn\u00e9es g\u00e9ographiques](https://fr.wikipedia.org/wiki/Coordonn%C3%A9es_g%C3%A9ographiques) : longitude et latitude. La distance entre deux lieux g\u00e9ographiques se calcule gr\u00e2ce \u00e0 la [distance de Haversine](https://en.wikipedia.org/wiki/Haversine_formula). Les graphes se font avec [cartopy](http://scitools.org.uk/cartopy/)."]}, {"cell_type": "markdown", "metadata": {}, "source": ["### une carte simple\n", "\n", "On la choisit centr\u00e9e sur la France. La carte se dessine avec [matplotlib](https://matplotlib.org/) auquel [cartopy](https://scitools.org.uk/cartopy/docs/latest/) ajoute un syst\u00e8me de projection diff\u00e9rent. Comme elle accepte un argument ``ax``, il est possible de changer sa taille ou de la juxtaposer \u00e0 c\u00f4t\u00e9 d'un autre graphe. Le module [cartopy](https://scitools.org.uk/cartopy/docs/latest/) ne contient pas toutes les informations sur le territoire fran\u00e7ais et certaines [options](https://scitools.org.uk/cartopy/docs/latest/matplotlib/feature_interface.html#cartopy.feature.GSHHSFeature) ne semble pas avoir d'effet."]}, {"cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [{"data": {"image/png": 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", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", "import matplotlib.pyplot as plt\n", "\n", "fig = plt.figure(figsize=(7,7))\n", "ax = fig.add_subplot(1, 1, 1, projection=ccrs.PlateCarree())\n", "ax.set_extent([-5, 10, 42, 52])\n", "\n", "ax.add_feature(cfeature.OCEAN.with_scale('50m'))\n", "# ax.add_feature(cfeature.COASTLINE)\n", "# ax.add_feature(cfeature.RIVERS) # pas d'effet, cartopy ne conna\u00eet pas les rivi\u00e8res en France\n", "# ax.add_feature(cfeature.BORDERS, linestyle=':')\n", "# cette instruction t\u00e9l\u00e9charge un fichier (10m=14Mo, 50m, 110m)\n", "# il faut la r\u00e9solution 10m pour la France\n", "ax.add_feature(cfeature.STATES.with_scale('10m')) \n", "ax.set_title('France');"]}, {"cell_type": "markdown", "metadata": {}, "source": ["La m\u00e9thode [with_scale](https://scitools.org.uk/cartopy/docs/latest/matplotlib/feature_interface.html?highlight=with_scale#cartopy.feature.NaturalEarthFeature.with_scale) propose trois r\u00e9solution 10m, 50m, 110m. La module [cartopy](https://scitools.org.uk/cartopy/docs/latest/) n'inclut que la r\u00e9solution 110m, le reste doit \u00eatre t\u00e9l\u00e9charg\u00e9."]}, {"cell_type": "markdown", "metadata": {}, "source": ["### exercice 1 : centrer la carte de la France"]}, {"cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "metadata": {}, "source": ["### ajouter du texte ou une marque\n", "\n", "Sur une carte, on veut la plupart du temps ajouter du texte. On reprend le d\u00e9but de ce code qu'on place dans une fonction, puis on place Paris. On utilise pour cela les fonctions standard de *matplotlib* mais on convertit les coordonn\u00e9es g\u00e9ographiques en coordonn\u00e9es relatives au graphe (donc dans un rep\u00e8re diff\u00e9rent)."]}, {"cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [{"data": {"image/png": 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", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", "import matplotlib.pyplot as plt\n", "\n", "def carte_france(figsize=(7, 7)):\n", " fig = plt.figure(figsize=figsize)\n", " ax = fig.add_subplot(1, 1, 1, projection=ccrs.PlateCarree())\n", " ax.set_extent([-5, 10, 42, 52])\n", "\n", " ax.add_feature(cfeature.OCEAN.with_scale('50m'))\n", " ax.add_feature(cfeature.RIVERS.with_scale('50m'))\n", " ax.add_feature(cfeature.BORDERS.with_scale('50m'), linestyle=':')\n", " ax.set_title('France');\n", " return ax\n", "\n", "carte_france();"]}, {"cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [{"data": {"image/png": 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", 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"]}, "metadata": {}, "output_type": "display_data"}], "source": ["import matplotlib.pyplot as plt\n", "\n", "ax = carte_france()\n", "\n", "lon = 2.3488000\n", "lat = 48.853410\n", "ax.plot([lon], [lat], 'ro', markersize=6)\n", "ax.text(lon, lat, \"Paris\");"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On conna\u00eet rarement les coordonn\u00e9es de chaque ville mais un moteur de recherche donne rapidement des pistes pour trouver ces donn\u00e9es. Il faut n\u00e9anmoins s'assurer que le licence autorise ce qu'on l'intention de faire avec :\n", "\n", "[Liste des villes de France en SQL, CSV ou XML](http://sql.sh/736-base-donnees-villes-francaises)"]}, {"cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [{"data": {"text/plain": ["'villes_france.csv'"]}, "execution_count": 26, "metadata": {}, "output_type": "execute_result"}], "source": ["from pyensae.datasource import download_data\n", "download_data(\"villes_france.csv\", url=\"http://sql.sh/ressources/sql-villes-france/\")"]}, {"cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": ["cols = [\"ncommune\", \"numero_dep\", \"slug\", \"nom\", \"nom_simple\", \"nom_reel\", \n", " \"nom_soundex\", \"nom_metaphone\", \"code_postal\",\n", " \"numero_commune\", \"code_commune\", \"arrondissement\", \"canton\", \n", " \"pop2010\", \"pop1999\", \"pop2012\",\n", " \"densite2010\", \"surface\", \"superficie\", \"dlong\", \"dlat\", \"glong\", \n", " \"glat\", \"slong\", \"slat\", \"alt_min\", \"alt_max\"]\n", "import pandas\n", "df = pandas.read_csv(\"villes_france.csv\", header=None,low_memory=False, names=cols)"]}, {"cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [{"data": {"text/html": ["
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ncommunenumero_depslugnomnom_simplenom_reelnom_soundexnom_metaphonecode_postalnumero_commune...surfacesuperficiedlongdlatglongglatslongslatalt_minalt_max
0101ozanOZANozanOzanO250OSN01190284...936.604.9166746.38332866.051546.045456.0462330.0170.0205.0
1201cormoranche-sur-saoneCORMORANCHE-SUR-SAONEcormoranche sur saoneCormoranche-sur-Sa\u00f4neC65652625KRMRNXSRSN01290123...1079.854.8333346.23332772.051379.044953.0461427.0168.0211.0
2301plagne-01PLAGNEplagnePlagneP425PLKN01130298...206.205.7333346.18333769.051324.054342.0461131.0560.0922.0
3401tossiatTOSSIATtossiatTossiatT230TST01250422...13810.175.3166746.13333309.051268.051854.0460828.0244.0501.0
4501pouillatPOUILLATpouillatPouillatP430PLT01250309...146.235.4333346.33333435.051475.052542.0461938.0333.0770.0
\n", "

5 rows \u00d7 27 columns

\n", "
"], "text/plain": [" ncommune numero_dep slug nom \\\n", "0 1 01 ozan OZAN \n", "1 2 01 cormoranche-sur-saone CORMORANCHE-SUR-SAONE \n", "2 3 01 plagne-01 PLAGNE \n", "3 4 01 tossiat TOSSIAT \n", "4 5 01 pouillat POUILLAT \n", "\n", " nom_simple nom_reel nom_soundex nom_metaphone \\\n", "0 ozan Ozan O250 OSN \n", "1 cormoranche sur saone Cormoranche-sur-Sa\u00f4ne C65652625 KRMRNXSRSN \n", "2 plagne Plagne P425 PLKN \n", "3 tossiat Tossiat T230 TST \n", "4 pouillat Pouillat P430 PLT \n", "\n", " code_postal numero_commune ... surface superficie dlong dlat \\\n", "0 01190 284 ... 93 6.60 4.91667 46.3833 \n", "1 01290 123 ... 107 9.85 4.83333 46.2333 \n", "2 01130 298 ... 20 6.20 5.73333 46.1833 \n", "3 01250 422 ... 138 10.17 5.31667 46.1333 \n", "4 01250 309 ... 14 6.23 5.43333 46.3333 \n", "\n", " glong glat slong slat alt_min alt_max \n", "0 2866.0 51546.0 45456.0 462330.0 170.0 205.0 \n", "1 2772.0 51379.0 44953.0 461427.0 168.0 211.0 \n", "2 3769.0 51324.0 54342.0 461131.0 560.0 922.0 \n", "3 3309.0 51268.0 51854.0 460828.0 244.0 501.0 \n", "4 3435.0 51475.0 52542.0 461938.0 333.0 770.0 \n", "\n", "[5 rows x 27 columns]"]}, "execution_count": 28, "metadata": {}, "output_type": "execute_result"}], "source": ["df.head()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### exercice 2 : placer les plus grandes villes de France sur la carte"]}, {"cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "metadata": {}, "source": ["### d\u00e9partements\n", "\n", "Pour dessiner des formes sur une carte, il faut conna\u00eetre les coordonn\u00e9es de ces formes. L'article suivant [Matplotlib Basemap tutorial 10: Shapefiles Unleached, continued](http://www.geophysique.be/2013/02/12/matplotlib-basemap-tutorial-10-shapefiles-unleached-continued/) permet de dessiner les d\u00e9partements belges. On va s'en inspirer pour dessiner les d\u00e9partements fran\u00e7ais. La premi\u00e8re chose \u00e0 faire est de r\u00e9cup\u00e9rer des donn\u00e9es g\u00e9ographiques. Une fa\u00e7on simple de les trouver est d'utiliser un moteur de recherche avec le mot cl\u00e9 **shapefile** inclus dedans : c'est le format du fichier. *shapefile france* permet d'obtenir quelques sources. En voici d'autres :\n", "\n", "* [GADM](http://www.gadm.org/) : database of Global Administrative Areas\n", "* [OpenData.gouv commune](https://www.data.gouv.fr/fr/datasets/geofla-communes/) : base de donn\u00e9es sur data.gouv.fr\n", "* [The National Map Small-Scale Collection](http://nationalmap.gov/small_scale/#chpbound) : Etats-Unis\n", "* [ArcGIS](https://developers.arcgis.com/javascript/jsapi/esri.basemaps-amd.html) : API Javascripts\n", "* [Natural Earth](http://www.naturalearthdata.com/) : Natural Earth is a public domain map dataset available at 1:10m, 1:50m, and 1:110 million scales. Featuring tightly integrated vector and raster data, with Natural Earth you can make a variety of visually pleasing, well-crafted maps with cartography or GIS software.\n", "* [thematicmapping](http://thematicmapping.org/downloads/world_borders.php) : World Borders Dataset\n", "* [OpenStreetMap Data Extracts](http://download.geofabrik.de/) : OpenStreetMap data\n", "* [OpenStreetMapData](http://openstreetmapdata.com/) : OpenStreetMap data\n", "* [Shapefile sur Wikipedia](http://wiki.openstreetmap.org/wiki/Shapefiles) : contient divers liens vers des sources de donn\u00e9es\n", "\n", "La premi\u00e8re chose \u00e0 v\u00e9rifier est la licence associ\u00e9es aux donn\u00e9es : on ne peut pas en faire ce qu'on veut. Pour cet exemple, j'ai choisi la premi\u00e8re source de donn\u00e9es, GADM. La licence n'est pas pr\u00e9cis\u00e9e explicitement (on peut trouver *happy to share* sur le site, la page wikipedia [GADM](https://en.wikipedia.org/wiki/GADM) pr\u00e9cise : *GADM is not freely available for commercial use. The GADM project created the spatial data for many countries from spatial databases provided by national governments, NGO, and/or from maps and lists of names available on the Internet (e.g. from Wikipedia).* C'est le choix que j'avais fait en 2015 mais l'acc\u00e8s \u00e0 ces bases a probablement chang\u00e9 car l'acc\u00e8s est restreint. J'ai donc opt\u00e9 pour les bases accessibles depuis [data.gouv.fr](https://www.data.gouv.fr/fr/datasets/geofla-departements-30383060/). Leur seul inconv\u00e9nient est que les coordonn\u00e9es sont exprim\u00e9es dans une projection de type [Lambert 93](https://fr.wikipedia.org/wiki/Projection_conique_conforme_de_Lambert). Cela n\u00e9cessite une conversion."]}, {"cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": ["from pyensae.datasource import download_data\n", "try:\n", " download_data(\"GEOFLA_2-1_DEPARTEMENT_SHP_LAMB93_FXX_2015-12-01.7z\",\n", " website=\"https://wxs-telechargement.ign.fr/oikr5jryiph0iwhw36053ptm/telechargement/inspire/\" + \\\n", " \"GEOFLA_THEME-DEPARTEMENTS_2015_2$GEOFLA_2-1_DEPARTEMENT_SHP_LAMB93_FXX_2015-12-01/file/\")\n", "except Exception as e:\n", " # au cas le site n'est pas accessible\n", " download_data(\"GEOFLA_2-1_DEPARTEMENT_SHP_LAMB93_FXX_2015-12-01.7z\", website=\"xd\")"]}, {"cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": ["from pyquickhelper.filehelper import un7zip_files\n", "try:\n", " un7zip_files(\"GEOFLA_2-1_DEPARTEMENT_SHP_LAMB93_FXX_2015-12-01.7z\", where_to=\"shapefiles\")\n", " departements = 'shapefiles/GEOFLA_2-1_DEPARTEMENT_SHP_LAMB93_FXX_2015-12-01/GEOFLA/1_DONNEES_LIVRAISON_2015/' + \\\n", " 'GEOFLA_2-1_SHP_LAMB93_FR-ED152/DEPARTEMENT/DEPARTEMENT.shp'\n", "except FileNotFoundError as e:\n", " # Il est possible que cette instruction ne fonctionne pas.\n", " # Dans ce cas, on prendra une copie de ce fichier.\n", " import warnings\n", " warnings.warn(\"Plan B parce que \" + str(e))\n", " download_data(\"DEPARTEMENT.zip\")\n", " departements = \"DEPARTEMENT.shp\"\n", " \n", "import os\n", "if not os.path.exists(departements):\n", " raise FileNotFoundError(\"Impossible de trouver '{0}'\".format(departements))"]}, {"cell_type": "markdown", "metadata": {}, "source": ["La license accompagne les donn\u00e9es : *ce produit est t\u00e9l\u00e9chargeable et utilisable gratuitement sous licence [Etalab](https://www.etalab.gouv.fr/licence-ouverte-open-licence)*. Pour un usage commercial, il faut faire attentation \u00e0 la license associ\u00e9e aux donn\u00e9es. Le seul inconv\u00e9nient des donn\u00e9es *GEOFLA* est que certaines sont donn\u00e9es dans le syst\u00e8me de coordonn\u00e9es [Lambert 93](https://fr.wikipedia.org/wiki/Projection_conique_conforme_de_Lambert) (voir aussi [Cartographie\n", "avec R](https://www.sylvaindurand.org/cartographie-avec-R/))."]}, {"cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [{"data": {"text/plain": ["(96, 96)"]}, "execution_count": 32, "metadata": {}, "output_type": "execute_result"}], "source": ["shp = departements\n", "import shapefile\n", "r = shapefile.Reader(shp)\n", "shapes = r.shapes()\n", "records = r.records()\n", "len(shapes), len(records)"]}, {"cell_type": "code", "execution_count": 32, "metadata": {"scrolled": false}, "outputs": [{"data": {"text/plain": ["[99217.1, 6049646.300000001, 1242417.2, 7110480.100000001]"]}, "execution_count": 33, "metadata": {}, "output_type": "execute_result"}], "source": ["r.bbox"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On regarde une zone en particulier mais on r\u00e9duit la quantit\u00e9 de donn\u00e9es affich\u00e9es :"]}, {"cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [{"data": {"text/plain": ["{'shapeType': 5,\n", " 'points': [(701742.0, 6751181.100000001),\n", " (701651.9, 6751166.9),\n", " (701552.0, 6751162.7),\n", " (700833.7000000001, 6751313.7),\n", " (700669.4, 6751380.0),\n", " (700475.4, 6751476.600000001),\n", " (700400.7000000001, 6751517.2),\n", " (700098.3, 6751789.600000001),\n", " (699993.8, 6751845.4),\n", " (699874.1000000001, 6751876.4)],\n", " 'parts': [0],\n", " 'bbox': [688654.4, 6690595.300000001, 800332.3, 6811114.5]}"]}, "execution_count": 34, "metadata": {}, "output_type": "execute_result"}], "source": ["d = shapes[0].__dict__.copy()\n", "d[\"points\"] = d[\"points\"][:10]\n", "d"]}, {"cell_type": "markdown", "metadata": {}, "source": ["350 d\u00e9partements, s\u00fbr ?"]}, {"cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [{"data": {"text/plain": ["(Record #0: ['DEPARTEM0000000000000004', '89', 'YONNE', '024', 'AUXERRE', 742447, 6744261, 748211, 6750855, '27', 'BOURGOGNE-FRANCHE-COMTE'],\n", " Record #1: ['DEPARTEM0000000000000028', '69', 'RHONE', '381', 'LYON', 842221, 6520526, 832095, 6530600, '84', 'AUVERGNE-RHONE-ALPES'])"]}, "execution_count": 35, "metadata": {}, "output_type": "execute_result"}], "source": ["records[0], records[1]"]}, {"cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [{"data": {"text/plain": ["96"]}, "execution_count": 36, "metadata": {}, "output_type": "execute_result"}], "source": ["len(set([r[6] for r in records]))"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Puis je r\u00e9cup\u00e8re le code final (toujours \u00e0 [Matplotlib Basemap tutorial 10: Shapefiles Unleached, continued](http://www.geophysique.be/2013/02/12/matplotlib-basemap-tutorial-10-shapefiles-unleached-continued/)) en l'adaptant pour la France. Petite astuce, on utilie la fonction [lambert932WGPS](https://github.com/sdpython/ensae_teaching_cs/blob/master/src/ensae_teaching_cs/helpers/geo_helper.py) du module [ensae_teaching_cs](http://www.xavierdupre.fr/app/ensae_teaching_cs/). On recopie le code ici :"]}, {"cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [{"data": {"text/plain": ["((-4.1615802638173065, 41.303505287589545),\n", " (10.699505053975292, 50.85243395553585))"]}, "execution_count": 37, "metadata": {}, "output_type": "execute_result"}], "source": ["import math\n", "\n", "\n", "def lambert932WGPS(lambertE, lambertN):\n", "\n", " class constantes:\n", " GRS80E = 0.081819191042816\n", " LONG_0 = 3\n", " XS = 700000\n", " YS = 12655612.0499\n", " n = 0.7256077650532670\n", " C = 11754255.4261\n", "\n", " delX = lambertE - constantes.XS\n", " delY = lambertN - constantes.YS\n", " gamma = math.atan(-delX / delY)\n", " R = math.sqrt(delX * delX + delY * delY)\n", " latiso = math.log(constantes.C / R) / constantes.n\n", " sinPhiit0 = math.tanh(latiso + constantes.GRS80E * math.atanh(constantes.GRS80E * math.sin(1)))\n", " sinPhiit1 = math.tanh(latiso + constantes.GRS80E * math.atanh(constantes.GRS80E * sinPhiit0))\n", " sinPhiit2 = math.tanh(latiso + constantes.GRS80E * math.atanh(constantes.GRS80E * sinPhiit1))\n", " sinPhiit3 = math.tanh(latiso + constantes.GRS80E * math.atanh(constantes.GRS80E * sinPhiit2))\n", " sinPhiit4 = math.tanh(latiso + constantes.GRS80E * math.atanh(constantes.GRS80E * sinPhiit3))\n", " sinPhiit5 = math.tanh(latiso + constantes.GRS80E * math.atanh(constantes.GRS80E * sinPhiit4))\n", " sinPhiit6 = math.tanh(latiso + constantes.GRS80E * math.atanh(constantes.GRS80E * sinPhiit5))\n", "\n", " longRad = math.asin(sinPhiit6)\n", " latRad = gamma / constantes.n + constantes.LONG_0 / 180 * math.pi\n", "\n", " longitude = latRad / math.pi * 180\n", " latitude = longRad / math.pi * 180\n", "\n", " return longitude, latitude\n", "\n", "lambert932WGPS(99217.1, 6049646.300000001), lambert932WGPS(1242417.2, 7110480.100000001)"]}, {"cell_type": "code", "execution_count": 37, "metadata": {"scrolled": false}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["Record #0: ['DEPARTEM0000000000000004', '89', 'YONNE', '024', 'AUXERRE', 742447, 6744261, 748211, 6750855, '27', 'BOURGOGNE-FRANCHE-COMTE'] [0]\n"]}, {"data": {"image/png": 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", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["import cartopy.crs as ccrs\n", "import matplotlib.pyplot as plt\n", "ax = carte_france((8,8))\n", "\n", "from matplotlib.collections import LineCollection\n", "import shapefile\n", "import geopandas\n", "from shapely.geometry import Polygon\n", "from shapely.ops import cascaded_union, unary_union\n", " \n", "shp = departements\n", "r = shapefile.Reader(shp)\n", "shapes = r.shapes()\n", "records = r.records()\n", "\n", "polys = []\n", "for i, (record, shape) in enumerate(zip(records, shapes)):\n", " # les coordonn\u00e9es sont en Lambert 93\n", " if i == 0:\n", " print(record, shape.parts)\n", " geo_points = [lambert932WGPS(x,y) for x, y in shape.points]\n", " if len(shape.parts) == 1:\n", " # Un seul polygone\n", " poly = Polygon(geo_points)\n", " else:\n", " # Il faut les fusionner.\n", " ind = list(shape.parts) + [len(shape.points)]\n", " pols = [Polygon(geo_points[ind[i]:ind[i+1]]) for i in range(0, len(shape.parts))]\n", " try:\n", " poly = unary_union(pols)\n", " except Exception as e:\n", " print(\"Cannot merge: \", record)\n", " print([_.length for _ in pols], ind)\n", " poly = Polygon(geo_points)\n", " polys.append(poly)\n", " \n", "data = geopandas.GeoDataFrame(geometry=polys)\n", "# cmap -> voir https://matplotlib.org/users/colormaps.html\n", "data.plot(ax=ax, cmap='tab20', edgecolor='black');\n", "# Ou pour d\u00e9finir des couleurs sp\u00e9cifiques.\n", "# geopandas.plotting.plot_polygon_collection(ax, data['geometry'], data['colors'], values=None)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### exercice 3 : r\u00e9sultats des \u00e9lections par d\u00e9partements\n", "\n", "Ce n'est pas toujours \u00e9vident !"]}, {"cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "metadata": {}, "source": ["## seaborn\n", "\n", "[seaborn](http://stanford.edu/~mwaskom/software/seaborn/) propose des graphiques in\u00e9ressants pour un statisticien. La [gallerie](http://stanford.edu/~mwaskom/software/seaborn/examples/index.html) en donne un bon aper\u00e7u. On retravaille peu les graphiques. Le code suivant montre les corr\u00e9lations entre variables [pairplot](http://stanford.edu/~mwaskom/software/seaborn/examples/scatterplot_matrix.html).\n", "\n", "**warning** les warnings sont la plupart du temps d\u00fbs au fait que *seaborn* a \u00e9t\u00e9 test\u00e9 sur une version ant\u00e9rieure d'une de ses d\u00e9pendances comme *matplotlib* et qu'il n'est pas encore \u00e0 jour pour tenir compte des derniers d\u00e9veloppement."]}, {"cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [{"data": {"image/png": 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", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["import seaborn\n", "seaborn.pairplot(data_elections);"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Celui-ci est aussi int\u00e9ressant : [clustermap](http://stanford.edu/~mwaskom/software/seaborn/examples/structured_heatmap.html) pour \u00e9tudier les corr\u00e9lations."]}, {"cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [{"data": {"image/png": 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", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["import seaborn\n", "seaborn.set(font=\"monospace\")\n", "\n", "cmap = seaborn.diverging_palette(h_neg=210, h_pos=350, s=90, l=30, as_cmap=True)\n", "\n", "seaborn.clustermap(data_elections.corr(), linewidths=.5, figsize=(13, 13), cmap=cmap);"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## bokeh\n", "\n", "[bokeh](http://bokeh.pydata.org/en/latest/) propose des graphiques en javascript. La [gallerie](http://bokeh.pydata.org/en/latest/docs/gallery.html) est moins fournie que celle de matplotib. Le principale avantage de bokeh est de proposer gaphiques zoomables (interactifs)."]}, {"cell_type": "markdown", "metadata": {}, "source": ["### initialisation\n", "\n", "La premi\u00e8re \u00e9tape est de signifier que la sortie se fera dans un notebook."]}, {"cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "
\n", " \n", " Loading BokehJS ...\n", "
"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"application/javascript": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n var JS_MIME_TYPE = 'application/javascript';\n var HTML_MIME_TYPE = 'text/html';\n var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n var CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n var script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n var cell = handle.cell;\n\n var id = cell.output_area._bokeh_element_id;\n var server_id = cell.output_area._bokeh_server_id;\n // Clean up Bokeh references\n if (id != null && id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd, {\n iopub: {\n output: function(msg) {\n var id = msg.content.text.trim();\n if (id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n }\n }\n });\n // Destroy server and session\n var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n var output_area = handle.output_area;\n var output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n var bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n var script_attrs = bk_div.children[0].attributes;\n for (var i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n var toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n }\n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1002\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.3.min.js\": \"dM3QQsP+wXdHg42wTqW85BjZQdLNNIXqlPw/BgKoExPmTG7ZLML4EGqLMfqHT6ON\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.3.min.js\": \"8x57I4YuIfu8XyZfFo0XVr2WAT8EK4rh/uDe3wF7YuW2FNUSNEpJbsPaB1nJ2fz2\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.3.min.js\": \"3QTqdz9LyAm2i0sG5XTePsHec3UHWwVsrOL68SYRoAXsafvfAyqtQ+h440+qIBhS\"};\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.3.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));", "application/vnd.bokehjs_load.v0+json": ""}, "metadata": {}, "output_type": "display_data"}], "source": ["from bokeh.plotting import output_notebook\n", "output_notebook()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### premier graphe"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On utilise bokeh pour un simple graphique XY. on peut choisir les diff\u00e9rentes options interactives, zoom ... Voir [tools](http://bokeh.pydata.org/en/latest/docs/user_guide/tools.html#specifying-tools)."]}, {"cell_type": "code", "execution_count": 42, "metadata": {"scrolled": false}, "outputs": [{"name": "stderr", "output_type": "stream", "text": ["BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n", "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n"]}, {"data": {"text/html": ["\n", "\n", "\n", "\n", "\n", "\n", "
\n"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"application/javascript": "(function(root) {\n function embed_document(root) {\n \n var docs_json = 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Application\",\"version\":\"2.3.3\"}};\n var render_items = [{\"docid\":\"42d0bda0-1d4f-4da7-9ae1-3dbf45670d47\",\"root_ids\":[\"1003\"],\"roots\":{\"1003\":\"ba2bd55c-fd17-44bf-a58b-56914634eaec\"}}];\n root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n\n }\n if (root.Bokeh !== undefined) {\n embed_document(root);\n } else {\n var attempts = 0;\n var timer = setInterval(function(root) {\n if (root.Bokeh !== undefined) {\n clearInterval(timer);\n embed_document(root);\n } else {\n attempts++;\n if (attempts > 100) {\n clearInterval(timer);\n console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n }\n }\n }, 10, root)\n }\n})(window);", "application/vnd.bokehjs_exec.v0+json": ""}, "metadata": {"application/vnd.bokehjs_exec.v0+json": {"id": "1003"}}, "output_type": "display_data"}], "source": ["from bokeh.plotting import figure, show\n", "\n", "p = figure(title = \"\u00e9lections\")\n", "p.title.text = \"\u00e9lections\"\n", "p.circle(data_elections[\"rHollandeT1\"], data_elections[\"rHollandeT2\"], color=\"red\", fill_alpha=0.2, size=10, legend=\"H\")\n", "p.circle(data_elections[\"rSarkozyT1\"], data_elections[\"rSarkozyT2\"], color=\"blue\", fill_alpha=0.2, size=10, legend=\"S\")\n", "p.line([0.2,0.7], [0.2,0.7], line_color=\"green\", line_dash=\"dashed\")\n", "p.xaxis.axis_label = \"tour 1\"\n", "p.yaxis.axis_label = \"tour 2\"\n", "show(p)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### ajouter du texte\n", "\n", "Les diff\u00e9rents \u00e9l\u00e9ments qu'on peut ajouter au graphe s'appelle des [Glyphes](http://bokeh.pydata.org/en/latest/docs/reference/bokehjs.html). La documentation manque parfois de pr\u00e9cision. Pour la fonction [text](http://bokeh.pydata.org/en/latest/docs/reference/bokehjs.html#text), il faut pr\u00e9ciser le texte \u00e0 afficher sous forme de liste."]}, {"cell_type": "code", "execution_count": 43, "metadata": {"scrolled": false}, "outputs": [{"name": "stderr", "output_type": "stream", "text": ["BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n", "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n"]}, {"data": {"text/html": ["\n", "\n", "\n", "\n", "\n", "\n", "
\n"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"application/javascript": "(function(root) {\n function embed_document(root) {\n \n var docs_json = 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Application\",\"version\":\"2.3.3\"}};\n var render_items = [{\"docid\":\"5451d43c-a8e8-4303-8051-653be0ceb2a1\",\"root_ids\":[\"1160\"],\"roots\":{\"1160\":\"f55d78fb-bd81-4f9a-be58-a41875fab5b1\"}}];\n root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n\n }\n if (root.Bokeh !== undefined) {\n embed_document(root);\n } else {\n var attempts = 0;\n var timer = setInterval(function(root) {\n if (root.Bokeh !== undefined) {\n clearInterval(timer);\n embed_document(root);\n } else {\n attempts++;\n if (attempts > 100) {\n clearInterval(timer);\n console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n }\n }\n }, 10, root)\n }\n})(window);", "application/vnd.bokehjs_exec.v0+json": ""}, "metadata": {"application/vnd.bokehjs_exec.v0+json": {"id": "1160"}}, "output_type": "display_data"}], "source": ["from bokeh.plotting import figure, show\n", "\n", "p = figure(title = \"\u00e9lections\")\n", "p.title.text = \"\u00e9lections\"\n", "p.circle(data_elections[\"rHollandeT1\"], data_elections[\"rHollandeT2\"], color=\"red\", fill_alpha=0.2, size=10, legend=\"H\")\n", "p.circle(data_elections[\"rSarkozyT1\"], data_elections[\"rSarkozyT2\"], color=\"blue\", fill_alpha=0.2, size=10, legend=\"S\")\n", "p.line([0.2,0.7], [0.2,0.7], line_color=\"green\", line_dash=\"dashed\")\n", "p.xaxis.axis_label = \"tour 1\"\n", "p.yaxis.axis_label = \"tour 2\"\n", "\n", "\n", "def display_text(p, row):\n", " p.text(x=row[\"rHollandeT1\"], y=row[\"rHollandeT2\"], text=[row[\"Libell\u00e9 du d\u00e9partementT1\"]],\n", " text_font_size=\"8pt\", color=\"black\", text_align=\"left\", text_baseline=\"middle\", angle=0)\n", " return row[\"Libell\u00e9 du d\u00e9partementT1\"]\n", "\n", "data_elections.apply(lambda row: display_text(p, row), axis=1)\n", "\n", "show(p)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### composition de graphes\n", "\n", "Voir [linked brushing](http://bokeh.pydata.org/en/latest/docs/user_guide/interaction.html#linked-brushing)."]}, {"cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": ["BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n", "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n"]}, {"data": {"text/html": ["\n", "\n", "\n", "\n", "\n", "\n", "
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embed_document(root);\n } else {\n attempts++;\n if (attempts > 100) {\n clearInterval(timer);\n console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n }\n }\n }, 10, root)\n }\n})(window);", "application/vnd.bokehjs_exec.v0+json": ""}, "metadata": {"application/vnd.bokehjs_exec.v0+json": {"id": "3289"}}, "output_type": "display_data"}], "source": ["from bokeh.plotting import figure, show, gridplot\n", "size = 400\n", "\n", "ph = figure(title = \"\u00e9lections\", width=size, height=size)\n", "ph.title.text = \"\u00e9lections\"\n", "ph.circle(data_elections[\"rHollandeT1\"], data_elections[\"rHollandeT2\"], color=\"red\", fill_alpha=0.2, size=10, legend=\"H\")\n", "ph.line([0.2,0.7], [0.2,0.7], line_color=\"green\", line_dash=\"dashed\")\n", "ph.xaxis.axis_label = \"tour 1\"\n", "ph.yaxis.axis_label = \"tour 2\"\n", "\n", "ps = figure(title = \"\u00e9lections\", width=size, height=size)\n", "ps.title.text = \"\u00e9lections\"\n", "ps.circle(data_elections[\"rSarkozyT1\"], data_elections[\"rSarkozyT2\"], color=\"blue\", fill_alpha=0.2, size=10, legend=\"S\")\n", "ps.line([0.2,0.7], [0.2,0.7], line_color=\"green\", line_dash=\"dashed\")\n", "ps.xaxis.axis_label = \"tour 1\"\n", "ps.yaxis.axis_label = \"tour 2\"\n", "\n", "p = gridplot([[ph, ps]])\n", "\n", "show(p)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### interactions avec bokeh\n", "\n", "Tout est expliqu\u00e9 dans la page [interaction](http://bokeh.pydata.org/en/latest/docs/user_guide/interaction.html).\n"]}, {"cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": ["BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n", "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n"]}, {"data": {"text/html": ["\n", "\n", "\n", "\n", "\n", "\n", "
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ns\"},\"id\":\"3732\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"3736\",\"type\":\"DataRange1d\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"3701\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"source\":{\"id\":\"3726\"}},\"id\":\"3730\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"3738\",\"type\":\"LinearScale\"},{\"attributes\":{\"items\":[{\"id\":\"3780\"}]},\"id\":\"3779\",\"type\":\"Legend\"},{\"attributes\":{\"data_source\":{\"id\":\"3764\"},\"glyph\":{\"id\":\"3765\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"3766\"},\"view\":{\"id\":\"3768\"}},\"id\":\"3767\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"3764\"}},\"id\":\"3768\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"3776\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"3777\",\"type\":\"Selection\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"3756\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"3771\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"label\":{\"value\":\"S\"},\"renderers\":[{\"id\":\"3767\"}]},\"id\":\"3780\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"3772\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"4071\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"child\":{\"id\":\"3676\"},\"title\":\"Hollande\"},\"id\":\"3786\",\"type\":\"Panel\"},{\"attributes\":{\"source\":{\"id\":\"3781\"}},\"id\":\"3785\",\"type\":\"CDSView\"},{\"attributes\":{\"child\":{\"id\":\"3731\"},\"title\":\"Sarkozy\"},\"id\":\"3787\",\"type\":\"Panel\"},{\"attributes\":{\"data_source\":{\"id\":\"3781\"},\"glyph\":{\"id\":\"3782\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"3783\"},\"view\":{\"id\":\"3785\"}},\"id\":\"3784\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"green\",\"line_dash\":[6],\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3783\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"4072\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"3774\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"3775\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"3734\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"4076\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"4077\",\"type\":\"Selection\"}],\"root_ids\":[\"3788\"]},\"title\":\"Bokeh Application\",\"version\":\"2.3.3\"}};\n var render_items = [{\"docid\":\"5554cca2-1cc7-4fbd-a727-1c95b98fea02\",\"root_ids\":[\"3788\"],\"roots\":{\"3788\":\"7efdbfe0-da5f-4808-b7ec-8cfd7d703870\"}}];\n root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n\n }\n if (root.Bokeh !== undefined) {\n embed_document(root);\n } else {\n var attempts = 0;\n var timer = setInterval(function(root) {\n if (root.Bokeh !== undefined) {\n clearInterval(timer);\n embed_document(root);\n } else {\n attempts++;\n if (attempts > 100) {\n clearInterval(timer);\n console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n }\n }\n }, 10, root)\n }\n})(window);", "application/vnd.bokehjs_exec.v0+json": ""}, "metadata": {"application/vnd.bokehjs_exec.v0+json": {"id": "3788"}}, "output_type": "display_data"}], "source": ["from bokeh.models.widgets import Panel, Tabs\n", "from bokeh.io import show\n", "from bokeh.plotting import figure\n", "\n", "ph = figure(title=\"\u00e9lections\")\n", "ph.circle(data_elections[\"rHollandeT1\"], data_elections[\"rHollandeT2\"], color=\"red\", fill_alpha=0.2, size=10, legend=\"H\")\n", "ph.line([0.2,0.7], [0.2,0.7], line_color=\"green\", line_dash=\"dashed\")\n", "ph.xaxis.axis_label = \"tour 1\"\n", "ph.yaxis.axis_label = \"tour 2\"\n", "\n", "ps = figure(title = \"\u00e9lections\")\n", "ps.title.text = \"\u00e9lections\"\n", "ps.circle(data_elections[\"rSarkozyT1\"], data_elections[\"rSarkozyT2\"], color=\"blue\", fill_alpha=0.2, size=10, legend=\"S\")\n", "ps.line([0.2,0.7], [0.2,0.7], line_color=\"green\", line_dash=\"dashed\")\n", "ps.xaxis.axis_label = \"tour 1\"\n", "ps.yaxis.axis_label = \"tour 2\"\n", "\n", "tab1 = Panel(child=ph, title=\"Hollande\")\n", "tab2 = Panel(child=ps, title=\"Sarkozy\")\n", "\n", "tabs = Tabs(tabs=[ tab1, tab2 ])\n", "\n", "show(tabs)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Si on conna\u00eet un peu de javascript, on peut cr\u00e9er des graphes qui peuvent interagir avec la souris \u00e0 n'importe quel endroit du graphe."]}, {"cell_type": "markdown", "metadata": {}, "source": ["## interaction avec matplotlib (ou bokeh)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### dropdown"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Le module [interact](https://github.com/ipython/ipywidgets) permet de changer le contenu d'une cellule en fonction d'un bouton, d'une barre de d\u00e9filement... Le code de cette fonction est sur [github](https://github.com/ipython/ipywidgets/blob/master/ipywidgets/widgets/interaction.py). La liste des widget possible est dans le notebook [WidgetList](https://github.com/ipython/ipywidgets/blob/477cb8046e3217b134762f53c66816c45d688a20/examples/Widget%20List.ipynb)"]}, {"cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": ["C:\\Python395_x64\\lib\\site-packages\\IPython\\html.py:12: ShimWarning: The `IPython.html` package has been deprecated since IPython 4.0. You should import from `notebook` instead. `IPython.html.widgets` has moved to `ipywidgets`.\n", " warn(\"The `IPython.html` package has been deprecated since IPython 4.0. \"\n"]}, {"data": {"application/vnd.jupyter.widget-view+json": {"model_id": "6b32657d47d74416a7f3ce67b74ae09d", "version_major": 2, "version_minor": 2}, "text/plain": ["interactive(children=(Dropdown(description='candidat', options=('Hollande', 'Sarkozy'), value='Hollande'), Out\u2026"]}, "metadata": {}, "output_type": "display_data"}, {"name": "stdout", "output_type": "stream", "text": ["\n"]}, {"data": {"image/png": 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", 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", 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"]}, "metadata": {}, "output_type": "display_data"}], "source": ["import matplotlib.pyplot as plt\n", "from IPython.html.widgets import interact, Dropdown\n", "\n", "def plot(cand):\n", " \n", " fig, axes = plt.subplots(1, 1, figsize=(14,5), sharey=True)\n", " if cand==\"Hollande\":\n", " data_elections.plot(x=\"rHollandeT1\", y=\"rHollandeT2\", kind=\"scatter\", label=\"H\", ax=axes)\n", " else:\n", " data_elections.plot(x=\"rSarkozyT1\", y=\"rSarkozyT2\", kind=\"scatter\", label=\"S\", ax=axes, c=\"red\")\n", " axes.plot([0.2,0.7], [0.2,0.7], \"g--\")\n", " return axes\n", "\n", "cand = Dropdown(options=['Hollande', 'Sarkozy'], value='Hollande', description='candidat')\n", "\n", "interact(plot, cand=cand)\n", "print(\"\")"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Ces interactions ne sont pas limit\u00e9es \u00e0 matplotlib. Tout type de sortie peut d\u00e9pendre d'un *widget*."]}, {"cell_type": "markdown", "metadata": {}, "source": ["### exercice 4 : m\u00eame code, widget diff\u00e9rent "]}, {"cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "metadata": {}, "source": ["## autres options\n", "\n", "Il existe un grande nombre de modules permettant de dessiner. Les plus r\u00e9cents utilisent le javascript.\n", "\n", "* static\n", "\n", " * [ggplot](http://ggplot.yhathq.com/) : aspect similare \u00e0 matplotlib version ggplot mais la syntaxe est diff\u00e9rente\n", "\n", "* Javascript\n", "\n", " * [pygal](http://www.pygal.org/en/latest/) : voir exemple plus bas, aspect r\u00e9ussi, le module pr\u00e9voit une extension pour les [carte](http://www.pygal.org/en/latest/documentation/types/maps/pygal_maps_fr.html), le r\u00e9sultat n\u00e9cessite l'ajout de quelques scripts Javascript\n", " * [mpld3](http://mpld3.github.io/) : cr\u00e9er un graphe avec la syntaxe Javascript et le transformer en Javascript\n", " * [folium](https://github.com/python-visualization/folium) : Javascript + [OpenStreetMap](https://www.openstreetmap.org/)\n"]}, {"cell_type": "code", "execution_count": 48, "metadata": {"scrolled": false}, "outputs": [{"data": {"text/html": ["\n", "\n", "\n", "\n", "Elections 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"{pygal_render}\n", "\"\"\"\n", "\n", "from IPython.core.display import HTML\n", "import pygal\n", "xy_chart = pygal.XY(stroke=False)\n", "xy_chart.title = 'Elections 2012'\n", "xy = list(zip(data_elections[\"rHollandeT1\"], data_elections[\"rHollandeT2\"]))\n", "xy_chart.add('H', xy)\n", "HTML(html_pygal.format(pygal_render=xy_chart.render().decode()))"]}, {"cell_type": "code", "execution_count": 49, "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": "3.9.5"}}, "nbformat": 4, "nbformat_minor": 2}