{"cells": [{"cell_type": "markdown", "metadata": {}, "source": ["# Tracer une carte en Python\n", "\n", "Le notebook propose plusieurs fa\u00e7ons de tracer une carte en Python."]}, {"cell_type": "markdown", "metadata": {}, "source": ["Il y a principalement trois fa\u00e7ons de tracer une carte. La premi\u00e8re est statique avec des modules comme [basemap](https://matplotlib.org/basemap/) (*plus trop maintenu*) ou [cartopy](http://scitools.org.uk/cartopy/) qui sont des surcouches de [matplotlib](https://matplotlib.org/). Le second moyen est une carte anim\u00e9e ou non dans un notebook avec des modules comme [pygal](http://www.pygal.org/en/stable/documentation/types/maps/pygal_maps_world.html), [plotly](https://plot.ly/python/choropleth-maps/). La derni\u00e8re consiste \u00e0 ins\u00e9rer des \u00e9l\u00e9ments sur une carte en ligne telle que [OpenStreetMap](https://www.openstreetmap.org/) et le module [folium](https://github.com/python-visualization/folium) ou [ipyleaflet](https://github.com/ellisonbg/ipyleaflet).\n", "\n", "Il y a souvent trois probl\u00e8mes avec les cartes. Le premier sont avec les coordonn\u00e9es. Les plus utilis\u00e9es sont les coordonn\u00e9es [longitude / latitude](https://fr.wikipedia.org/wiki/Coordonn%C3%A9es_g%C3%A9ographiques). Le probl\u00e8me est chaque pays a son propre syst\u00e8me adapt\u00e9 \u00e0 sa position g\u00e9ographique. Il faut souvent convertir (voir [lambert93_to_WGPS](http://www.xavierdupre.fr/app/ensae_teaching_cs/helpsphinx/ensae_teaching_cs/helpers/geo_helper.html?highlight=basemap#ensae_teaching_cs.helpers.geo_helper.lambert93_to_WGPS), [pyproj](https://jswhit.github.io/pyproj/)). Le second probl\u00e8me est l'ajout de rep\u00e8res g\u00e9ographiques (fronti\u00e8res, fleuves, ...). Certains modules contiennent certaines informations, souvent pour les Etats-Unis. Mais souvent, il faut r\u00e9cup\u00e9rer ces informations sur les sites open data de chaque pays : [d\u00e9partements fran\u00e7ais](http://www.xavierdupre.fr/app/ensae_teaching_cs/helpsphinx/notebooks/td1a_cenonce_session_12.html?highlight=basemap#cartes-avec-les-departements). La troisi\u00e8me difficult\u00e9 est qu'on veut tracer des cartes tr\u00e8s charg\u00e9es et cela prend un temps fou."]}, {"cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [{"data": {"text/html": ["<div id=\"my_id_menu_nb\">run previous cell, wait for 2 seconds</div>\n", "<script>\n", "function repeat_indent_string(n){\n", "    var a = \"\" ;\n", "    for ( ; n > 0 ; --n)\n", "        a += \"    \";\n", "    return a;\n", "}\n", "// look up into all sections and builds an automated menu //\n", "var update_menu_string = function(begin, lfirst, llast, sformat, send, keep_item, begin_format, end_format) {\n", "    var anchors = document.getElementsByClassName(\"section\");\n", "    if (anchors.length == 0) {\n", "        anchors = document.getElementsByClassName(\"text_cell_render rendered_html\");\n", "    }\n", "    var i,t;\n", "    var text_menu = begin;\n", "    var text_memo = \"<pre>\\nlength:\" + anchors.length + \"\\n\";\n", "    var ind = \"\";\n", "    var memo_level = 1;\n", "    var href;\n", "    var tags = [];\n", "    var main_item = 0;\n", "    var format_open = 0;\n", "    for (i = 0; i <= llast; i++)\n", "        tags.push(\"h\" + i);\n", "\n", "    for (i = 0; i < anchors.length; i++) {\n", "        text_memo += \"**\" + anchors[i].id + \"--\\n\";\n", "\n", "        var child = null;\n", "        for(t = 0; t < tags.length; t++) {\n", "            var r = anchors[i].getElementsByTagName(tags[t]);\n", "            if (r.length > 0) {\n", "child = r[0];\n", "break;\n", "            }\n", "        }\n", "        if (child == null) {\n", "            text_memo += \"null\\n\";\n", "            continue;\n", "        }\n", "        if (anchors[i].hasAttribute(\"id\")) {\n", "            // when converted in RST\n", "            href = anchors[i].id;\n", "            text_memo += \"#1-\" + href;\n", "            // passer \u00e0 child suivant (le chercher)\n", "        }\n", "        else if (child.hasAttribute(\"id\")) {\n", "            // in a notebook\n", "            href = child.id;\n", "            text_memo += \"#2-\" + href;\n", "        }\n", "        else {\n", "            text_memo += \"#3-\" + \"*\" + \"\\n\";\n", "            continue;\n", "        }\n", "        var title = child.textContent;\n", "        var level = parseInt(child.tagName.substring(1,2));\n", "\n", "        text_memo += \"--\" + level + \"?\" + lfirst + \"--\" + title + \"\\n\";\n", "\n", "        if ((level < lfirst) || (level > llast)) {\n", "            continue ;\n", "        }\n", "        if (title.endsWith('\u00b6')) {\n", "            title = title.substring(0,title.length-1).replace(\"<\", \"&lt;\")\n", "         .replace(\">\", \"&gt;\").replace(\"&\", \"&amp;\");\n", "        }\n", "        if (title.length == 0) {\n", "            continue;\n", "        }\n", "\n", "        while (level < memo_level) {\n", "            text_menu += end_format + \"</ul>\\n\";\n", "            format_open -= 1;\n", "            memo_level -= 1;\n", "        }\n", "        if (level == lfirst) {\n", "            main_item += 1;\n", "        }\n", "        if (keep_item != -1 && main_item != keep_item + 1) {\n", "            // alert(main_item + \" - \" + level + \" - \" + keep_item);\n", "            continue;\n", "        }\n", "        while (level > memo_level) {\n", "            text_menu += \"<ul>\\n\";\n", "            memo_level += 1;\n", "        }\n", "        text_menu += repeat_indent_string(level-2);\n", "        text_menu += begin_format + sformat.replace(\"__HREF__\", href).replace(\"__TITLE__\", title);\n", "        format_open += 1;\n", "    }\n", "    while (1 < memo_level) {\n", "        text_menu += end_format + \"</ul>\\n\";\n", "        memo_level -= 1;\n", "        format_open -= 1;\n", "    }\n", "    text_menu += send;\n", "    //text_menu += \"\\n\" + text_memo;\n", "\n", "    while (format_open > 0) {\n", "        text_menu += end_format;\n", "        format_open -= 1;\n", "    }\n", "    return text_menu;\n", "};\n", "var update_menu = function() {\n", "    var sbegin = \"\";\n", "    var sformat = '<a href=\"#__HREF__\">__TITLE__</a>';\n", "    var send = \"\";\n", "    var begin_format = '<li>';\n", "    var end_format = '</li>';\n", "    var keep_item = -1;\n", "    var text_menu = update_menu_string(sbegin, 2, 4, sformat, send, keep_item,\n", "       begin_format, end_format);\n", "    var menu = document.getElementById(\"my_id_menu_nb\");\n", "    menu.innerHTML=text_menu;\n", "};\n", "window.setTimeout(update_menu,2000);\n", "            </script>"], "text/plain": ["<IPython.core.display.HTML object>"]}, "execution_count": 2, "metadata": {}, "output_type": "execute_result"}], "source": ["from jyquickhelper import add_notebook_menu\n", "add_notebook_menu()"]}, {"cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": ["%matplotlib inline"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## donn\u00e9es"]}, {"cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>0</th>\n", "      <th>1</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>Ann\u00e9e</th>\n", "      <td>2016</td>\n", "      <td>2016</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Nom commune</th>\n", "      <td>Ponteilla</td>\n", "      <td>Varreddes</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Code commune</th>\n", "      <td>66145</td>\n", "      <td>77483</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Nom EPCI</th>\n", "      <td>CU Perpignan M\u00e9diterran\u00e9e   (Pmcu)</td>\n", "      <td>CA Pays de Meaux</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Code EPCI</th>\n", "      <td>200027183</td>\n", "      <td>247700628</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Type EPCI</th>\n", "      <td>CU</td>\n", "      <td>CA</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Nom d\u00e9partement</th>\n", "      <td>Pyr\u00e9n\u00e9es-Orientales</td>\n", "      <td>Seine-et-Marne</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Code d\u00e9partement</th>\n", "      <td>66</td>\n", "      <td>77</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Nom r\u00e9gion</th>\n", "      <td>Occitanie</td>\n", "      <td>\u00cele-de-France</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Code r\u00e9gion</th>\n", "      <td>76</td>\n", "      <td>11</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Domaine de tension</th>\n", "      <td>BT &gt; 36 kVA</td>\n", "      <td>BT &lt;= 36 kVA</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Nb sites Photovolta\u00efque Enedis</th>\n", "      <td>73</td>\n", "      <td>10</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Energie produite annuelle Photovolta\u00efque Enedis (MWh)</th>\n", "      <td>10728.6</td>\n", "      <td>21.4168</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Nb sites Eolien Enedis</th>\n", "      <td>0</td>\n", "      <td>0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Energie produite annuelle Eolien Enedis (MWh)</th>\n", "      <td>0</td>\n", "      <td>0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Nb sites Hydraulique Enedis</th>\n", "      <td>0</td>\n", "      <td>0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Energie produite annuelle Hydraulique Enedis (MWh)</th>\n", "      <td>0</td>\n", "      <td>0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Nb sites Bio Energie Enedis</th>\n", "      <td>0</td>\n", "      <td>0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Energie produite annuelle Bio Energie Enedis (MWh)</th>\n", "      <td>0</td>\n", "      <td>0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Nb sites Cog\u00e9n\u00e9ration Enedis</th>\n", "      <td>0</td>\n", "      <td>0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Energie produite annuelle Cog\u00e9n\u00e9ration Enedis (MWh)</th>\n", "      <td>0</td>\n", "      <td>0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Nb sites Autres fili\u00e8res Enedis</th>\n", "      <td>0</td>\n", "      <td>0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Energie produite annuelle Autres fili\u00e8res Enedis (MWh)</th>\n", "      <td>0</td>\n", "      <td>0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>Geo Point 2D</th>\n", "      <td>42.6323626522, 2.82631103755</td>\n", "      <td>49.0059497861, 2.92725176893</td>\n", "    </tr>\n", "    <tr>\n", "      <th>long</th>\n", "      <td>2.82631</td>\n", "      <td>2.92725</td>\n", "    </tr>\n", "    <tr>\n", "      <th>lat</th>\n", "      <td>42.6324</td>\n", "      <td>49.0059</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["                                                                                     0  \\\n", "Ann\u00e9e                                                                             2016   \n", "Nom commune                                                                  Ponteilla   \n", "Code commune                                                                     66145   \n", "Nom EPCI                                            CU Perpignan M\u00e9diterran\u00e9e   (Pmcu)   \n", "Code EPCI                                                                    200027183   \n", "Type EPCI                                                                           CU   \n", "Nom d\u00e9partement                                                    Pyr\u00e9n\u00e9es-Orientales   \n", "Code d\u00e9partement                                                                    66   \n", "Nom r\u00e9gion                                                                   Occitanie   \n", "Code r\u00e9gion                                                                         76   \n", "Domaine de tension                                                         BT > 36 kVA   \n", "Nb sites Photovolta\u00efque Enedis                                                      73   \n", "Energie produite annuelle Photovolta\u00efque Enedis...                             10728.6   \n", "Nb sites Eolien Enedis                                                               0   \n", "Energie produite annuelle Eolien Enedis (MWh)                                        0   \n", "Nb sites Hydraulique Enedis                                                          0   \n", "Energie produite annuelle Hydraulique Enedis (MWh)                                   0   \n", "Nb sites Bio Energie Enedis                                                          0   \n", "Energie produite annuelle Bio Energie Enedis (MWh)                                   0   \n", "Nb sites Cog\u00e9n\u00e9ration Enedis                                                         0   \n", "Energie produite annuelle Cog\u00e9n\u00e9ration Enedis (...                                   0   \n", "Nb sites Autres fili\u00e8res Enedis                                                      0   \n", "Energie produite annuelle Autres fili\u00e8res Enedi...                                   0   \n", "Geo Point 2D                                              42.6323626522, 2.82631103755   \n", "long                                                                           2.82631   \n", "lat                                                                            42.6324   \n", "\n", "                                                                               1  \n", "Ann\u00e9e                                                                       2016  \n", "Nom commune                                                            Varreddes  \n", "Code commune                                                               77483  \n", "Nom EPCI                                                        CA Pays de Meaux  \n", "Code EPCI                                                              247700628  \n", "Type EPCI                                                                     CA  \n", "Nom d\u00e9partement                                                   Seine-et-Marne  \n", "Code d\u00e9partement                                                              77  \n", "Nom r\u00e9gion                                                         \u00cele-de-France  \n", "Code r\u00e9gion                                                                   11  \n", "Domaine de tension                                                  BT <= 36 kVA  \n", "Nb sites Photovolta\u00efque Enedis                                                10  \n", "Energie produite annuelle Photovolta\u00efque Enedis...                       21.4168  \n", "Nb sites Eolien Enedis                                                         0  \n", "Energie produite annuelle Eolien Enedis (MWh)                                  0  \n", "Nb sites Hydraulique Enedis                                                    0  \n", "Energie produite annuelle Hydraulique Enedis (MWh)                             0  \n", "Nb sites Bio Energie Enedis                                                    0  \n", "Energie produite annuelle Bio Energie Enedis (MWh)                             0  \n", "Nb sites Cog\u00e9n\u00e9ration Enedis                                                   0  \n", "Energie produite annuelle Cog\u00e9n\u00e9ration Enedis (...                             0  \n", "Nb sites Autres fili\u00e8res Enedis                                                0  \n", "Energie produite annuelle Autres fili\u00e8res Enedi...                             0  \n", "Geo Point 2D                                        49.0059497861, 2.92725176893  \n", "long                                                                     2.92725  \n", "lat                                                                      49.0059  "]}, "execution_count": 4, "metadata": {}, "output_type": "execute_result"}], "source": ["from papierstat.datasets import load_enedis_dataset\n", "df = load_enedis_dataset()\n", "df.head(n=2).T"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## cartopy\n", "\n", "[basemap](https://matplotlib.org/basemap/users/intro.html#cartopy-new-management-and-eol-announcement) est l'anc\u00eatre des modules de trac\u00e9 de cartes sous Python mais il n'est plus vraiment maintenu. Il faut utiliser [cartopy](http://scitools.org.uk/cartopy/). Contrairement \u00e0 *basemap*, *cartopy* n'installe pas toutes les donn\u00e9es dont il a besoin mais t\u00e9l\u00e9charge celle dont il a besoin pour tracer une carte. La [projection](http://scitools.org.uk/cartopy/docs/latest/crs/projections.html) indique comment la surface de la terre, sph\u00e9rique, sera projet\u00e9e dans le plan. Ensuite, il faut un syst\u00e8me de coordonn\u00e9es pour localiser un point sur la surface. Le plus utilis\u00e9e est [WGS_84](https://fr.wikipedia.org/wiki/WGS_84) ou longitude, latitude. En France, l'[INSEE](https://www.insee.fr/fr/information/2526242) utilise aussi le syst\u00e8me [Lambert 93](https://epsg.io/2154) ou *EPSG 2154*. Source : [Introduction \u00e0 la manipulation de donn\u00e9es cartographiques](https://medium.com/@_FrancoisM/introduction-%C3%A0-la-manipulation-de-donn%C3%A9es-cartographiques-23b4e38d8f0f). Tout n'est pas parfait dans Cartopy comme ce probl\u00e8me [Create Cartopy projection from pyproj.Proj](https://github.com/SciTools/cartopy/issues/813)."]}, {"cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["<Figure size 504x504 with 1 Axes>"]}, "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)\n", "ax.add_feature(cfeature.COASTLINE)\n", "ax.add_feature(cfeature.BORDERS, linestyle=':')\n", "ax.plot(df.long, df.lat, '.')\n", "ax.set_title('France');"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On peut obtenir une carte un peu plus d\u00e9taill\u00e9e mais le module [cartopy](https://scitools.org.uk/cartopy/docs/latest/) t\u00e9l\u00e9charge des donn\u00e9es pour ce faire. Cela se faire avec l'instruction [with_scale](https://scitools.org.uk/cartopy/docs/latest/matplotlib/feature_interface.html?highlight=with_scale#cartopy.feature.NaturalEarthFeature.with_scale) qui propose trois r\u00e9solutions :10m, 50m, 110m."]}, {"cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["<Figure size 504x504 with 1 Axes>"]}, "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.with_scale('50m'))\n", "ax.add_feature(cfeature.RIVERS.with_scale('50m'))\n", "ax.add_feature(cfeature.BORDERS.with_scale('50m'), linestyle=':')\n", "ax.plot(df.long, df.lat, '.')\n", "ax.set_title('France');"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On ajoute un syst\u00e8me de coordonn\u00e9es fran\u00e7ais particuli\u00e8rement int\u00e9ressant pour la France. On convertit d'abord longitude, latitude en Lambert 93."]}, {"cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [{"data": {"text/plain": ["(36954.44139527541, 6133555.145153085)"]}, "execution_count": 7, "metadata": {}, "output_type": "execute_result"}], "source": ["from pyproj import Proj, transform\n", "p1 = Proj(init='epsg:4326')  # longitude / latidude\n", "p2 = Proj(init='epsg:2154')  # Lambert 93\n", "transform(p1, p2, -5, 42)"]}, {"cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [{"data": {"text/plain": ["(1181938.177574663, 7233428.2223392185)"]}, "execution_count": 8, "metadata": {}, "output_type": "execute_result"}], "source": ["transform(p1, p2, 10, 52)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On convertit toutes les coordonn\u00e9es."]}, {"cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": ["lamb_x, lamb_y = transform(p1, p2, df.long.values, df.lat.values)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Et on dessine deux cartes, la premi\u00e8re en longitude, latitude, la seconde en Lambert 93."]}, {"cell_type": "code", "execution_count": 9, "metadata": {"scrolled": false}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["<Figure size 1008x504 with 2 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["import cartopy.crs as ccrs\n", "from cartopy.crs import CRS, Globe\n", "import cartopy.feature as cfeature\n", "import matplotlib.pyplot as plt\n", "\n", "def parse_option_pyproj(s):\n", "    r = s.strip('+').split('=')\n", "    if len(r) == 2:\n", "        if ',' in r[1]:\n", "            return r[0], tuple(int(_) for _ in r[1].split(','))\n", "        try:\n", "            return r[0], float(r[1])\n", "        except ValueError:\n", "            return r[0], r[1]\n", "    else:\n", "        return r[0], True\n", "    \n", "class MyCRS(CRS):\n", "    def __init__(self, proj4_params, globe=None):\n", "        super(MyCRS, self).__init__(proj4_params, globe or Globe())\n", "\n", "# voir https://epsg.io/2154, cliquer sur proj.4\n", "proj4_params = \"+proj=lcc +lat_1=49 +lat_2=44 +lat_0=46.5 +lon_0=3 +x_0=700000 \" + \\\n", "               \"+y_0=6600000 +ellps=GRS80 +towgs84=0,0,0,0,0,0,0 +units=m +no_defs\"\n", "    \n", "# Ne sert \u00e0 rien si ce n'est \u00e0 v\u00e9rifier que le format est correct.    \n", "import pyproj\n", "lambert93 = pyproj.Proj(proj4_params)\n", "\n", "# Syst\u00e8me de coordonn\u00e9es de cartopy.\n", "proj4_list = [(k, v) for k,v in map(parse_option_pyproj, proj4_params.split())]\n", "crs_lambert93 = MyCRS(proj4_list, globe=None)\n", "\n", "fig = plt.figure(figsize=(14,7))\n", "ax = fig.add_subplot(1, 2, 1, projection=ccrs.PlateCarree())\n", "ax.set_extent([-5, 10, 42, 52])\n", "\n", "ax.add_feature(cfeature.OCEAN)\n", "ax.add_feature(cfeature.COASTLINE)\n", "ax.add_feature(cfeature.BORDERS, linestyle=':')\n", "ax.plot(df.long, df.lat, '.')  # \n", "ax.set_title('France - Long/Lat')\n", "\n", "df = df.copy()\n", "\n", "\n", "ax = fig.add_subplot(1, 2, 2, projection=ccrs.PlateCarree())\n", "ax.set_extent([36954, 1181938, 6133555, 7233428], crs_lambert93)\n", "ax.add_feature(cfeature.COASTLINE)\n", "ax.add_feature(cfeature.BORDERS, linestyle=':')\n", "ax.plot(lamb_x, lamb_y, '.', transform=crs_lambert93)  # ne pas oublier transform=crs_lambert93\n", "ax.set_title('France - Lambert93');"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## plotly, gmaps, bingmaps\n", "\n", "Il faut s'authentifier. Voir [gmaps](https://github.com/pbugnion/gmaps), [bingmaps](http://bharadwajyarlagadda.github.io/bingmaps/index.html), [plotly](https://plot.ly/python/maps/)."]}, {"cell_type": "markdown", "metadata": {}, "source": ["## geopandas\n", "\n", "[geopandas](http://geopandas.org/) est l'outil qui devient populaire. La partie cartes est accessible via l'[API de geopandas](http://geopandas.org/mapping.html). Il n'inclut moins de donn\u00e9es que *basemap*."]}, {"cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>name</th>\n", "      <th>geometry</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>Vatican City</td>\n", "      <td>POINT (12.45338654497177 41.90328217996012)</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>San Marino</td>\n", "      <td>POINT (12.44177015780014 43.936095834768)</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>Vaduz</td>\n", "      <td>POINT (9.516669472907267 47.13372377429357)</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>Luxembourg</td>\n", "      <td>POINT (6.130002806227083 49.61166037912108)</td>\n", "    </tr>\n", "    <tr>\n", "      <th>4</th>\n", "      <td>Palikir</td>\n", "      <td>POINT (158.1499743237623 6.916643696007725)</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["           name                                     geometry\n", "0  Vatican City  POINT (12.45338654497177 41.90328217996012)\n", "1    San Marino    POINT (12.44177015780014 43.936095834768)\n", "2         Vaduz  POINT (9.516669472907267 47.13372377429357)\n", "3    Luxembourg  POINT (6.130002806227083 49.61166037912108)\n", "4       Palikir  POINT (158.1499743237623 6.916643696007725)"]}, "execution_count": 11, "metadata": {}, "output_type": "execute_result"}], "source": ["import geopandas as gpd\n", "cities = gpd.read_file(gpd.datasets.get_path('naturalearth_cities'))\n", "cities.head()"]}, {"cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>pop_est</th>\n", "      <th>continent</th>\n", "      <th>name</th>\n", "      <th>iso_a3</th>\n", "      <th>gdp_md_est</th>\n", "      <th>geometry</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>28400000.0</td>\n", "      <td>Asia</td>\n", "      <td>Afghanistan</td>\n", "      <td>AFG</td>\n", "      <td>22270.0</td>\n", "      <td>POLYGON ((61.21081709172574 35.65007233330923,...</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>12799293.0</td>\n", "      <td>Africa</td>\n", "      <td>Angola</td>\n", "      <td>AGO</td>\n", "      <td>110300.0</td>\n", "      <td>(POLYGON ((16.32652835456705 -5.87747039146621...</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>3639453.0</td>\n", "      <td>Europe</td>\n", "      <td>Albania</td>\n", "      <td>ALB</td>\n", "      <td>21810.0</td>\n", "      <td>POLYGON ((20.59024743010491 41.85540416113361,...</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>4798491.0</td>\n", "      <td>Asia</td>\n", "      <td>United Arab Emirates</td>\n", "      <td>ARE</td>\n", "      <td>184300.0</td>\n", "      <td>POLYGON ((51.57951867046327 24.24549713795111,...</td>\n", "    </tr>\n", "    <tr>\n", "      <th>4</th>\n", "      <td>40913584.0</td>\n", "      <td>South America</td>\n", "      <td>Argentina</td>\n", "      <td>ARG</td>\n", "      <td>573900.0</td>\n", "      <td>(POLYGON ((-65.50000000000003 -55.199999999999...</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["      pop_est      continent                  name iso_a3  gdp_md_est  \\\n", "0  28400000.0           Asia           Afghanistan    AFG     22270.0   \n", "1  12799293.0         Africa                Angola    AGO    110300.0   \n", "2   3639453.0         Europe               Albania    ALB     21810.0   \n", "3   4798491.0           Asia  United Arab Emirates    ARE    184300.0   \n", "4  40913584.0  South America             Argentina    ARG    573900.0   \n", "\n", "                                            geometry  \n", "0  POLYGON ((61.21081709172574 35.65007233330923,...  \n", "1  (POLYGON ((16.32652835456705 -5.87747039146621...  \n", "2  POLYGON ((20.59024743010491 41.85540416113361,...  \n", "3  POLYGON ((51.57951867046327 24.24549713795111,...  \n", "4  (POLYGON ((-65.50000000000003 -55.199999999999...  "]}, "execution_count": 12, "metadata": {}, "output_type": "execute_result"}], "source": ["world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n", "world.head()"]}, {"cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["<Figure size 432x432 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["import matplotlib.pyplot as plt\n", "fig, ax = plt.subplots(1, 1, figsize=(6, 6))\n", "ax.set_aspect('equal')\n", "world.plot(ax=ax, color='white', edgecolor='black')\n", "cities.plot(ax=ax, marker='o', color='red', markersize=5)\n", "ax.set_title('Carte avec geopandas');"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On restreint \u00e0 l'Europe et pas trop loin de la France m\u00e9tropole."]}, {"cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>pop_est</th>\n", "      <th>continent</th>\n", "      <th>name</th>\n", "      <th>iso_a3</th>\n", "      <th>gdp_md_est</th>\n", "      <th>geometry</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>3639453.0</td>\n", "      <td>Europe</td>\n", "      <td>Albania</td>\n", "      <td>ALB</td>\n", "      <td>21810.0</td>\n", "      <td>POLYGON ((20.59024743010491 41.85540416113361,...</td>\n", "    </tr>\n", "    <tr>\n", "      <th>9</th>\n", "      <td>8210281.0</td>\n", "      <td>Europe</td>\n", "      <td>Austria</td>\n", "      <td>AUT</td>\n", "      <td>329500.0</td>\n", "      <td>POLYGON ((16.97966678230404 48.12349701597631,...</td>\n", "    </tr>\n", "    <tr>\n", "      <th>12</th>\n", "      <td>10414336.0</td>\n", "      <td>Europe</td>\n", "      <td>Belgium</td>\n", "      <td>BEL</td>\n", "      <td>389300.0</td>\n", "      <td>POLYGON ((3.314971144228537 51.34578095153609,...</td>\n", "    </tr>\n", "    <tr>\n", "      <th>16</th>\n", "      <td>7204687.0</td>\n", "      <td>Europe</td>\n", "      <td>Bulgaria</td>\n", "      <td>BGR</td>\n", "      <td>93750.0</td>\n", "      <td>POLYGON ((22.65714969248299 44.23492300066128,...</td>\n", "    </tr>\n", "    <tr>\n", "      <th>18</th>\n", "      <td>4613414.0</td>\n", "      <td>Europe</td>\n", "      <td>Bosnia and Herz.</td>\n", "      <td>BIH</td>\n", "      <td>29700.0</td>\n", "      <td>POLYGON ((19.00548628101012 44.86023366960916,...</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["       pop_est continent              name iso_a3  gdp_md_est  \\\n", "2    3639453.0    Europe           Albania    ALB     21810.0   \n", "9    8210281.0    Europe           Austria    AUT    329500.0   \n", "12  10414336.0    Europe           Belgium    BEL    389300.0   \n", "16   7204687.0    Europe          Bulgaria    BGR     93750.0   \n", "18   4613414.0    Europe  Bosnia and Herz.    BIH     29700.0   \n", "\n", "                                             geometry  \n", "2   POLYGON ((20.59024743010491 41.85540416113361,...  \n", "9   POLYGON ((16.97966678230404 48.12349701597631,...  \n", "12  POLYGON ((3.314971144228537 51.34578095153609,...  \n", "16  POLYGON ((22.65714969248299 44.23492300066128,...  \n", "18  POLYGON ((19.00548628101012 44.86023366960916,...  "]}, "execution_count": 14, "metadata": {}, "output_type": "execute_result"}], "source": ["from shapely.geometry import Polygon\n", "europe = world[world.continent == \"Europe\"].copy()\n", "europe['geometry'] = europe.geometry.intersection(Polygon([(-10,35), (50,35), (50,70), (-10, 70)]))\n", "europe.head()"]}, {"cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>geometry</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>POINT (2.82631103755 42.6323626522)</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>POINT (2.92725176893 49.0059497861)</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>POINT (4.21389044246 44.4604648196)</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>POINT (0.974214866115 47.1204664673)</td>\n", "    </tr>\n", "    <tr>\n", "      <th>4</th>\n", "      <td>POINT (5.08531612205 48.6170558356)</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["                               geometry\n", "0   POINT (2.82631103755 42.6323626522)\n", "1   POINT (2.92725176893 49.0059497861)\n", "2   POINT (4.21389044246 44.4604648196)\n", "3  POINT (0.974214866115 47.1204664673)\n", "4   POINT (5.08531612205 48.6170558356)"]}, "execution_count": 15, "metadata": {}, "output_type": "execute_result"}], "source": ["from shapely.geometry import Point\n", "points = [Point(lon, lat) for ind, lat, lon in df[['lat', 'long']][:1000].itertuples()]\n", "enedis = gpd.GeoDataFrame(data=dict(geometry=points))\n", "enedis.head()"]}, {"cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [{"data": {"text/plain": ["Text(0.5,1,\"Carte de l'Europe avec geopandas\")"]}, "execution_count": 16, "metadata": {}, "output_type": "execute_result"}, {"data": {"image/png": 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\n", 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                    icon : new L.Icon.Default(),
                    color: 'black',
                    opacity: 1,
                    weight: 2,
                    fillColor: '#132b5e',
                    fillOpacity: 1,
                    numberOfSides: 4,
                    rotation: 0,
                    radius: 5
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"], "text/plain": ["<folium.folium.Map at 0x1e51f222c18>"]}, "execution_count": 17, "metadata": {}, "output_type": "execute_result"}], "source": ["import folium\n", "map_osm = folium.Map(location=[48.85, 2.34])\n", "\n", "for ind, lat, lon, com in df[['lat', 'long', 'Nom commune']][:50].itertuples():\n", "    map_osm.add_child(folium.RegularPolygonMarker(location=[lat,lon], popup=com,\n", "                       fill_color='#132b5e', radius=5))\n", "\n", "map_osm"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## cartopy avec les donn\u00e9es d'OpenStreetMap"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On peut choisir \u00e9galement d'inclure ces d\u00e9tails dans une image fixe si l'image va dans un rapport \u00e9crit. On utilise les donn\u00e9es d'[OpenStreetMap](http://openstreetmap.fr/) avec un certain [niveau de d\u00e9tail](https://wiki.openstreetmap.org/wiki/Zoom_levels)."]}, {"cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["<Figure size 576x576 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", "import matplotlib.pyplot as plt\n", "from cartopy.io.img_tiles import OSM\n", "\n", "fig = plt.figure(figsize=(8,8))\n", "ax = fig.add_subplot(1, 1, 1, projection=ccrs.PlateCarree())\n", "ax.set_extent([-5, 10, 42, 52])\n", "\n", "imagery = OSM()\n", "ax.add_image(imagery, 5)\n", "# plus c'est grand, plus c'est pr\u00e9cis, plus \u00e7a prend du temps\n", "\n", "ax.plot(df.long[:5], df.lat[:5], '.')\n", "ax.set_title('France');"]}, {"cell_type": "code", "execution_count": 18, "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": "3.7.0"}}, "nbformat": 4, "nbformat_minor": 2}