{"cells": [{"cell_type": "markdown", "metadata": {}, "source": ["# Graphes - correction\n", "\n", "Correction des exercices sur les graphes avec [matplotlib](http://matplotlib.org/)."]}, {"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": [{"data": {"text/html": ["
run previous cell, wait for 2 seconds
\n", ""], "text/plain": [""]}, "execution_count": 3, "metadata": {}, "output_type": "execute_result"}], "source": ["from jyquickhelper import add_notebook_menu\n", "add_notebook_menu()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Donn\u00e9es"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### \u00e9lections\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) :"]}, {"cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": ["from actuariat_python.data import elections_presidentielles\n", "dict_df = elections_presidentielles(local=True, agg=\"dep\")"]}, {"cell_type": "code", "execution_count": 4, "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": 5, "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": 6, "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[\"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": "markdown", "metadata": {}, "source": ["### localisation des villes"]}, {"cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": ["from pyensae.datasource import download_data\n", "download_data(\"villes_france.csv\", url=\"http://sql.sh/ressources/sql-villes-france/\")\n", "cols = [\"ncommune\", \"numero_dep\", \"slug\", \"nom\", \"nom_simple\", \"nom_reel\", \"nom_soundex\", \"nom_metaphone\", \"code_postal\",\n", " \"numero_commune\", \"code_commune\", \"arrondissement\", \"canton\", \"pop2010\", \"pop1999\", \"pop2012\",\n", " \"densite2010\", \"surface\", \"superficie\", \"dlong\", \"dlat\", \"glong\", \"glat\", \"slong\", \"slat\", \"alt_min\", \"alt_max\"]\n", "import pandas\n", "villes = pandas.read_csv(\"villes_france.csv\", header=None,low_memory=False, names=cols)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## exercice 1 : centrer la carte de la France\n", "\n", "On recentre la carte. Seule modification : ``[-5, 10, 38, 52]``."]}, {"cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": ["c:\\python372_x64\\lib\\site-packages\\cartopy\\mpl\\geoaxes.py:388: MatplotlibDeprecationWarning: \n", "The 'inframe' parameter of draw() was deprecated in Matplotlib 3.3 and will be removed two minor releases later. Use Axes.redraw_in_frame() instead. If any parameter follows 'inframe', they should be passed as keyword, not positionally.\n", " inframe=inframe)\n", "c:\\python372_x64\\lib\\site-packages\\cartopy\\io\\__init__.py:260: DownloadWarning: Downloading: http://naciscdn.org/naturalearth/50m/physical/ne_50m_ocean.zip\n", " warnings.warn('Downloading: {}'.format(url), DownloadWarning)\n", "c:\\python372_x64\\lib\\site-packages\\cartopy\\io\\__init__.py:260: DownloadWarning: Downloading: http://naciscdn.org/naturalearth/50m/physical/ne_50m_rivers_lake_centerlines.zip\n", " warnings.warn('Downloading: {}'.format(url), DownloadWarning)\n", "c:\\python372_x64\\lib\\site-packages\\cartopy\\io\\__init__.py:260: DownloadWarning: Downloading: http://naciscdn.org/naturalearth/50m/cultural/ne_50m_admin_0_boundary_lines_land.zip\n", " warnings.warn('Downloading: {}'.format(url), DownloadWarning)\n"]}, {"data": {"image/png": 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\n", "text/plain": ["
"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["import matplotlib.pyplot as plt\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", "\n", "fig = plt.figure(figsize=(6,6))\n", "ax = fig.add_subplot(1, 1, 1, projection=ccrs.PlateCarree())\n", "ax.set_extent([-5, 10, 38, 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');"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## exercice 2 : placer les plus grandes villes de France sur la carte\n", "\n", "On reprend la fonction ``carte_france`` donn\u00e9e par l'\u00e9nonc\u00e9 et modifi\u00e9 avec le r\u00e9sultat de la question pr\u00e9c\u00e9dente."]}, {"cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [{"data": {"image/png": 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"text/plain": ["
"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["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, 38, 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": "markdown", "metadata": {}, "source": ["On ne retient que les villes de plus de 100.000 habitants. Toutes les villes ne font pas partie de la m\u00e9tropole :"]}, {"cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [{"data": {"text/html": ["
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dlongdlatpop2012
count37.00000037.0000003.700000e+01
mean4.18215145.5797352.432647e+05
std7.7468517.7497323.434288e+05
min-4.4833301.7181901.035520e+05
25%1.08333044.8333001.241520e+05
50%3.08333047.3167001.496490e+05
75%5.43333048.6833002.061940e+05
max46.71070050.6333002.125851e+06
\n", "
"], "text/plain": [" dlong dlat pop2012\n", "count 37.000000 37.000000 3.700000e+01\n", "mean 4.182151 45.579735 2.432647e+05\n", "std 7.746851 7.749732 3.434288e+05\n", "min -4.483330 1.718190 1.035520e+05\n", "25% 1.083330 44.833300 1.241520e+05\n", "50% 3.083330 47.316700 1.496490e+05\n", "75% 5.433330 48.683300 2.061940e+05\n", "max 46.710700 50.633300 2.125851e+06"]}, "execution_count": 10, "metadata": {}, "output_type": "execute_result"}], "source": ["grosses_villes = villes[villes.pop2012 > 100000][[\"dlong\",\"dlat\",\"nom\", \"pop2012\"]]\n", "grosses_villes.describe()"]}, {"cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [{"data": {"text/html": ["
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dlongdlatnompop2012
3666646.710701.71819SAINT-DENIS131649
271432.8833342.68330PERPIGNAN105096
336765.9333343.11670TOULON160712
44395.3763943.29670MARSEILLE797491
44205.4333343.53330AIX-EN-PROVENCE134324
\n", "
"], "text/plain": [" dlong dlat nom pop2012\n", "36666 46.71070 1.71819 SAINT-DENIS 131649\n", "27143 2.88333 42.68330 PERPIGNAN 105096\n", "33676 5.93333 43.11670 TOULON 160712\n", "4439 5.37639 43.29670 MARSEILLE 797491\n", "4420 5.43333 43.53330 AIX-EN-PROVENCE 134324"]}, "execution_count": 11, "metadata": {}, "output_type": "execute_result"}], "source": ["grosses_villes.sort_values(\"dlat\").head()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Saint-Denis est \u00e0 la R\u00e9union. On l'enl\u00e8ve de l'ensemble :"]}, {"cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": ["grosses_villes = villes[(villes.pop2012 > 100000) & (villes.dlat > 40)] \\\n", " [[\"dlong\",\"dlat\",\"nom\", \"pop2012\"]]"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On dessine la carte souhait\u00e9e en ajoutant un marqueur pour chaque ville dont la surface d\u00e9pend du nombre d'habitant. Sa taille doit \u00eatre proportionnelle \u00e0 \u00e0 la racine carr\u00e9e du nombre d'habitants."]}, {"cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": ["c:\\python372_x64\\lib\\site-packages\\cartopy\\mpl\\geoaxes.py:388: MatplotlibDeprecationWarning: \n", "The 'inframe' parameter of draw() was deprecated in Matplotlib 3.3 and will be removed two minor releases later. Use Axes.redraw_in_frame() instead. If any parameter follows 'inframe', they should be passed as keyword, not positionally.\n", " inframe=inframe)\n"]}, {"data": {"image/png": 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\n", "text/plain": ["
"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["import matplotlib.pyplot as plt\n", "ax = carte_france()\n", "\n", "def affiche_ville(ax, x, y, nom, pop):\n", " ax.plot(x, y, 'ro', markersize=pop**0.5/50)\n", " ax.text(x, y, nom)\n", "\n", "for lon, lat, nom, pop in zip(grosses_villes[\"dlong\"],\n", " grosses_villes[\"dlat\"],\n", " grosses_villes[\"nom\"],\n", " grosses_villes[\"pop2012\"]):\n", " affiche_ville(ax, lon, lat, nom, pop)\n", " \n", "ax;"]}, {"cell_type": "markdown", "metadata": {}, "source": ["**rappel : fonction zip**\n", " \n", "La fonction [zip](https://docs.python.org/3.4/library/functions.html#zip) *colle* deux s\u00e9quences ensemble."]}, {"cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [{"data": {"text/plain": ["[(1, 'a'), (2, 'b'), (3, 'c')]"]}, "execution_count": 14, "metadata": {}, "output_type": "execute_result"}], "source": ["list(zip([1,2,3], [\"a\", \"b\", \"c\"]))"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On l'utilise souvent de cette mani\u00e8re :"]}, {"cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["1 a\n", "2 b\n", "3 c\n"]}], "source": ["for a,b in zip([1,2,3], [\"a\", \"b\", \"c\"]):\n", " # faire quelque chose avec a et b\n", " print(a,b)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Sans la fonction [zip](https://docs.python.org/3.4/library/functions.html#zip) :"]}, {"cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["
"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["ax = carte_france()\n", "\n", "def affiche_ville(ax, x, y, nom, pop):\n", " ax.plot(x, y, 'ro', markersize=pop**0.5/50)\n", " ax.text(x, y, nom)\n", " \n", "def affiche_row(ax, row):\n", " affiche_ville(ax, row[\"dlong\"], row[\"dlat\"], row[\"nom\"], row[\"pop2012\"])\n", "\n", "grosses_villes.apply(lambda row: affiche_row(ax, row), axis=1)\n", "ax;"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Ou encore :"]}, {"cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["
"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["import matplotlib.pyplot as plt\n", "ax = carte_france()\n", "\n", "def affiche_ville(ax, x, y, nom, pop):\n", " ax.plot(x, y, 'ro', markersize=pop**0.5/50)\n", " ax.text(x, y, nom)\n", "\n", "for i in range(0, grosses_villes.shape[0]):\n", " ind = grosses_villes.index[i]\n", " # important ici, les lignes sont index\u00e9es par rapport \u00e0 l'index de d\u00e9part\n", " # comme les lignes ont \u00e9t\u00e9 filtr\u00e9es pour ne garder que les grosses villes,\n", " # il faut soit utiliser reset_index soit r\u00e9cup\u00e9rer l'indice de la ligne\n", " lon, lat = grosses_villes.loc[ind, \"dlong\"], grosses_villes.loc[ind, \"dlat\"]\n", " nom, pop = grosses_villes.loc[ind, \"nom\"], grosses_villes.loc[ind, \"pop2012\"]\n", " affiche_ville(ax, lon, lat, nom, pop)\n", "ax;"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## exercice 3 : r\u00e9sultats des \u00e9lections par d\u00e9partement\n", "\n", "On reprend le r\u00e9sultat des \u00e9lections, on construit d'abord un dictionnaire dans lequel ``{ departement: vainqueur }``."]}, {"cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [{"data": {"text/plain": ["((107, 10), (63, 10))"]}, "execution_count": 18, "metadata": {}, "output_type": "execute_result"}], "source": ["data_elections.shape, data_elections[data_elections.rHollandeT2 > data_elections.rSarkozyT2].shape"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Il y a 63 d\u00e9partements o\u00f9 Hollande est vainqueur."]}, {"cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [{"data": {"text/plain": ["[('AIN', False),\n", " ('AISNE', True),\n", " ('ALLIER', True),\n", " ('ALPES-DE-HAUTE-PROVENCE', True),\n", " ('HAUTES-ALPES', True)]"]}, "execution_count": 19, "metadata": {}, "output_type": "execute_result"}], "source": ["hollande_gagnant = dict(zip(data_elections[\"Libell\u00e9 du d\u00e9partementT1\"], data_elections.rHollandeT2 > data_elections.rSarkozyT2))\n", "list(hollande_gagnant.items())[:5]"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On r\u00e9cup\u00e8re les formes de chaque d\u00e9partement :"]}, {"cell_type": "code", "execution_count": 19, "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": 20, "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": "code", "execution_count": 21, "metadata": {}, "outputs": [{"data": {"text/plain": ["Record #0: ['DEPARTEM0000000000000004', '89', 'YONNE', '024', 'AUXERRE', 742447, 6744261, 748211, 6750855, '27', 'BOURGOGNE-FRANCHE-COMTE']"]}, "execution_count": 22, "metadata": {}, "output_type": "execute_result"}], "source": ["import shapefile\n", "shp = departements\n", "r = shapefile.Reader(shp)\n", "shapes = r.shapes()\n", "records = r.records()\n", "records[0]"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Le probl\u00e8me est que les codes sont difficiles \u00e0 associer aux r\u00e9sultats des \u00e9lections. La page [Wikipedia de Bas-Rhin](https://fr.wikipedia.org/wiki/Bas-Rhin) lui associe le code 67. Le Bas-Rhin est orthographi\u00e9 ``BAS RHIN`` dans la liste des r\u00e9sultats. Le code du d\u00e9partement n'appara\u00eet pas dans les *shapefile* r\u00e9cup\u00e9r\u00e9s. Il faut *matcher* sur le nom du d\u00e9partement. On met tout en minuscules et on enl\u00e8ve espaces et tirets."]}, {"cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [{"data": {"text/plain": ["[('ain', False),\n", " ('aisne', True),\n", " ('allier', True),\n", " ('alpesdehauteprovence', True),\n", " ('hautesalpes', True)]"]}, "execution_count": 23, "metadata": {}, "output_type": "execute_result"}], "source": ["hollande_gagnant_clean = { k.lower().replace(\"-\", \"\").replace(\" \", \"\"): v for k,v in hollande_gagnant.items()}\n", "list(hollande_gagnant_clean.items())[:5]"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Et comme il faut aussi remplacer les accents, on s'inspire de la fonction [remove_diacritic](http://www.xavierdupre.fr/app/pyquickhelper/helpsphinx//pyquickhelper/texthelper/diacritic_helper.html#module-pyquickhelper.texthelper.diacritic_helper) :"]}, {"cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": ["import unicodedata\n", "\n", "def retourne_vainqueur(nom_dep):\n", " s = nom_dep.lower().replace(\"-\", \"\").replace(\" \", \"\")\n", " nkfd_form = unicodedata.normalize('NFKD', s)\n", " only_ascii = nkfd_form.encode('ASCII', 'ignore')\n", " s = only_ascii.decode(\"utf8\")\n", " if s in hollande_gagnant_clean:\n", " return hollande_gagnant_clean[s]\n", " else:\n", " keys = list(sorted(hollande_gagnant_clean.keys()))\n", " keys = [_ for _ in keys if _[0].lower() == s[0].lower()]\n", " print(\"impossible de savoir pour \", nom_dep, \"*\", s, \"*\", \" --- \", keys[:5])\n", " return None"]}, {"cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [{"data": {"text/plain": ["((-4.1615802638173065, 41.303505287589545),\n", " (10.699505053975292, 50.85243395553585))"]}, "execution_count": 25, "metadata": {}, "output_type": "execute_result"}], "source": ["import math\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": "markdown", "metadata": {}, "source": ["Puis on utilise le code de l'\u00e9nonc\u00e9 en changeant la couleur. Pas de couleur indique les d\u00e9partements pour lesquels on ne sait pas."]}, {"cell_type": "code", "execution_count": 25, "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] blue\n"]}, {"name": "stderr", "output_type": "stream", "text": ["c:\\python372_x64\\lib\\site-packages\\cartopy\\mpl\\geoaxes.py:388: MatplotlibDeprecationWarning: \n", "The 'inframe' parameter of draw() was deprecated in Matplotlib 3.3 and will be removed two minor releases later. Use Axes.redraw_in_frame() instead. If any parameter follows 'inframe', they should be passed as keyword, not positionally.\n", " inframe=inframe)\n"]}, {"data": {"image/png": 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\n", 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"]}, "metadata": {"needs_background": "light"}, "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", "colors = []\n", "for i, (record, shape) in enumerate(zip(records, shapes)):\n", " # Vainqueur\n", " dep = retourne_vainqueur(record[2])\n", " if dep is not None:\n", " couleur = \"red\" if dep else \"blue\"\n", " else:\n", " couleur = \"gray\"\n", " # les coordonn\u00e9es sont en Lambert 93\n", " if i == 0:\n", " print(record, shape.parts, couleur)\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", " colors.append(couleur)\n", " \n", "data = geopandas.GeoDataFrame(dict(geometry=polys, colors=colors))\n", "geopandas.plotting.plot_polygon_collection(ax, data['geometry'], facecolor=data['colors'],\n", " values=None, edgecolor='black');"]}, {"cell_type": "markdown", "metadata": {}, "source": ["La fonction fait encore une erreur pour la Corse du Sud... Je la laisse en guise d'exemple."]}, {"cell_type": "markdown", "metadata": {}, "source": ["## exercice 3 avec les shapefile etalab\n", "\n", "Les donn\u00e9es sont disponibles sur [GEOFLA\u00ae D\u00e9partements](https://www.data.gouv.fr/fr/datasets/geofla-departements-30383060/) mais vous pouvez reprendre le code ce-dessus pour les t\u00e9l\u00e9charger."]}, {"cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": ["# ici, il faut d\u00e9zipper manuellement les donn\u00e9es\n", "# \u00e0 terminer"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## exercice 4 : m\u00eame code, widget diff\u00e9rent \n", "\n", "On utilise des checkbox pour activer ou d\u00e9sactiver l'un des deux candidats."]}, {"cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [{"data": {"application/vnd.jupyter.widget-view+json": {"model_id": "1341c3286c584222ae48f2fb36a432ee", "version_major": 2, "version_minor": 2}, "text/plain": ["interactive(children=(Checkbox(value=True, description='Hollande'), Checkbox(value=True, description='Sarkozy'\u2026"]}, "metadata": {}, "output_type": "display_data"}], "source": ["import matplotlib.pyplot as plt\n", "from ipywidgets import interact, Checkbox\n", "\n", "def plot(candh, cands):\n", " \n", " fig, axes = plt.subplots(1, 1, figsize=(14,5), sharey=True)\n", " if candh:\n", " data_elections.plot(x=\"rHollandeT1\", y=\"rHollandeT2\", kind=\"scatter\", label=\"H\", ax=axes)\n", " if cands:\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", "candh = Checkbox(description='Hollande', value=True)\n", "cands = Checkbox(description='Sarkozy', value=True)\n", "\n", "interact(plot, candh=candh, cands=cands);"]}, {"cell_type": "markdown", "metadata": {"collapsed": true}, "source": ["Si aucune case \u00e0 cocher n'appara\u00eet, il faut se reporter \u00e0 l'installation du module [ipywidgets](http://ipywidgets.readthedocs.io/en/stable/user_install.html). La cause la plus probable est l'oubli la seconde ligne\n", "\n", "```\n", "pip install ipywidgets\n", "jupyter nbextension enable --py widgetsnbextension\n", "```\n", "\n", "qui active l'extension. Il faut relancer le serveur de notebook apr\u00e8s l'avoir ex\u00e9cut\u00e9e depuis la ligne de commande."]}, {"cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": 29, "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": "3.7.2"}}, "nbformat": 4, "nbformat_minor": 2}