diff --git a/Tutoriel-geoparsing.ipynb b/Tutoriel-geoparsing.ipynb
index 65ce252e56515c07faeb068d468e3c4eb6462b5a..5acdd2ccada58e78e1b5aedfe6f510ee15dd9c1c 100644
--- a/Tutoriel-geoparsing.ipynb
+++ b/Tutoriel-geoparsing.ipynb
@@ -1689,26 +1689,414 @@
"metadata": {},
"source": [
"## 6. Geoparsing / Geocoding\n",
- "\n"
+ "\n",
+ "En complément de la tâche de reconnaissance des entités nommées la librairie `Perdido` propose également celle de résolution des toponymes, on parle alors de *Geoparsing*. Cette tâche consiste a associer à un nom de lieu des coordonnées géographiques non ambigus. De manière classique elle s'appuie sur le repérage des entités spatiales identifées lors de la reconnaissance des entités nommées et fait appel à des ressources externes de type *gazetier* (ou dictionnaires topographique) pour localiser les lieux."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 6.1 Perdido Geoparser"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "* On re-execute Perdido sur l'exemple de l'article `ARQUES`"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
- "# geocoding avec perdido"
+ "content = \"* ARQUES, (Géog.) petite ville de France, en Normandie, au pays de Caux, sur la petite riviere d'Arques. Long. 18. 50. lat. 49. 54.\"\n",
+ "doc = geoparser(content)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "* En plus de pouvoir afficher la liste des entités nommées comme nous l'avons fait précédemmment, nous pouvons directement afficher la carte des lieux localisés"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 56,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">* \n",
+ "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " ARQUES\n",
+ " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LOC</span>\n",
+ "</mark>\n",
+ " , ( Géog . ) petite ville de \n",
+ "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " France\n",
+ " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LOC</span>\n",
+ "</mark>\n",
+ " , en \n",
+ "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " Normandie\n",
+ " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LOC</span>\n",
+ "</mark>\n",
+ " , au pays de \n",
+ "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " Caux\n",
+ " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LOC</span>\n",
+ "</mark>\n",
+ " , sur la petite riviere d' \n",
+ "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " Arques\n",
+ " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LOC</span>\n",
+ "</mark>\n",
+ " . \n",
+ "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " Long . 18 . 50 . lat . 49 . 54 .\n",
+ " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">MISC</span>\n",
+ "</mark>\n",
+ " </div></span>"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# afficher une carte\n",
- "d['data'][1].get_folium_map()"
+ "displacy.render(doc.to_spacy_doc(), style=\"ent\", jupyter=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"<!DOCTYPE html>\n",
+ "<head> \n",
+ " <meta http-equiv="content-type" content="text/html; charset=UTF-8" />\n",
+ " \n",
+ " <script>\n",
+ " L_NO_TOUCH = false;\n",
+ " L_DISABLE_3D = false;\n",
+ " </script>\n",
+ " \n",
+ " <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>\n",
+ " <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>\n",
+ " <script src="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js"></script>\n",
+ " <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>\n",
+ " <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>\n",
+ " <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>\n",
+ " <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css"/>\n",
+ " <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>\n",
+ " <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>\n",
+ " <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>\n",
+ " <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>\n",
+ " <link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css"/>\n",
+ " \n",
+ " <meta name="viewport" content="width=device-width,\n",
+ " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n",
+ " <style>\n",
+ " #map_94e5b4d94b94e9cc40b870c5ed322bdc {\n",
+ " position: relative;\n",
+ " width: 100.0%;\n",
+ " height: 100.0%;\n",
+ " left: 0.0%;\n",
+ " top: 0.0%;\n",
+ " }\n",
+ " </style>\n",
+ " \n",
+ " \n",
+ " <style>\n",
+ " .foliumtooltip {\n",
+ " \n",
+ " }\n",
+ " .foliumtooltip table{\n",
+ " margin: auto;\n",
+ " }\n",
+ " .foliumtooltip tr{\n",
+ " text-align: left;\n",
+ " }\n",
+ " .foliumtooltip th{\n",
+ " padding: 2px; padding-right: 8px;\n",
+ " }\n",
+ " </style>\n",
+ " \n",
+ "</head>\n",
+ "<body> \n",
+ " \n",
+ " <div class="folium-map" id="map_94e5b4d94b94e9cc40b870c5ed322bdc" ></div>\n",
+ " \n",
+ "</body>\n",
+ "<script> \n",
+ " \n",
+ " var map_94e5b4d94b94e9cc40b870c5ed322bdc = L.map(\n",
+ " "map_94e5b4d94b94e9cc40b870c5ed322bdc",\n",
+ " {\n",
+ " center: [0, 0],\n",
+ " crs: L.CRS.EPSG3857,\n",
+ " zoom: 1,\n",
+ " zoomControl: true,\n",
+ " preferCanvas: false,\n",
+ " }\n",
+ " );\n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ " \n",
+ " var tile_layer_25a9a829337af9eb39ad4504b0038ef4 = L.tileLayer(\n",
+ " "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",\n",
+ " {"attribution": "Data by \\u0026copy; \\u003ca href=\\"http://openstreetmap.org\\"\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\"http://www.openstreetmap.org/copyright\\"\\u003eODbL\\u003c/a\\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n",
+ " ).addTo(map_94e5b4d94b94e9cc40b870c5ed322bdc);\n",
+ " \n",
+ " \n",
+ " map_94e5b4d94b94e9cc40b870c5ed322bdc.fitBounds(\n",
+ " [[43.509654, 0.313853], [50.739664, 3.363576]],\n",
+ " {}\n",
+ " );\n",
+ " \n",
+ " \n",
+ "\n",
+ " function geo_json_7baf9297b4ebcbe96bd71ce6c3deed7a_onEachFeature(feature, layer) {\n",
+ " layer.on({\n",
+ " });\n",
+ " };\n",
+ " var geo_json_7baf9297b4ebcbe96bd71ce6c3deed7a = L.geoJson(null, {\n",
+ " onEachFeature: geo_json_7baf9297b4ebcbe96bd71ce6c3deed7a_onEachFeature,\n",
+ " \n",
+ " });\n",
+ "\n",
+ " function geo_json_7baf9297b4ebcbe96bd71ce6c3deed7a_add (data) {\n",
+ " geo_json_7baf9297b4ebcbe96bd71ce6c3deed7a\n",
+ " .addData(data)\n",
+ " .addTo(map_94e5b4d94b94e9cc40b870c5ed322bdc);\n",
+ " }\n",
+ " geo_json_7baf9297b4ebcbe96bd71ce6c3deed7a_add({"features": [{"geometry": {"coordinates": [2.306207, 50.739664], "type": "Point"}, "properties": {"country": "France", "id": "en.3", "name": "ARQUES", "source": "nominatim", "sourceName": "Arques, Saint-Omer, Pas-de-Calais, Hauts-de-France, France m\\u00e9tropolitaine, 62510, France", "type": "administrative"}, "type": "Feature"}, {"geometry": {"coordinates": [1.888334, 46.603354], "type": "Point"}, "properties": {"country": "France", "id": "en.7", "name": "France", "source": "nominatim", "sourceName": "France", "type": "administrative"}, "type": "Feature"}, {"geometry": {"coordinates": [0.313853, 49.067771], "type": "Point"}, "properties": {"country": "France", "id": "en.9", "name": "Normandie", "source": "nominatim", "sourceName": "Normandie, France m\\u00e9tropolitaine, France", "type": "administrative"}, "type": "Feature"}, {"geometry": {"coordinates": [3.363576, 43.509654], "type": "Point"}, "properties": {"country": "France", "id": "en.13", "name": "Caux", "source": "nominatim", "sourceName": "Caux, B\\u00e9ziers, H\\u00e9rault, Occitanie, France m\\u00e9tropolitaine, 34720, France", "type": "administrative"}, "type": "Feature"}, {"geometry": {"coordinates": [2.306207, 50.739664], "type": "Point"}, "properties": {"country": "France", "id": "en.17", "name": "Arques", "source": "nominatim", "sourceName": "Arques, Saint-Omer, Pas-de-Calais, Hauts-de-France, France m\\u00e9tropolitaine, 62510, France", "type": "administrative"}, "type": "Feature"}], "type": "FeatureCollection"});\n",
+ "\n",
+ " \n",
+ " \n",
+ " geo_json_7baf9297b4ebcbe96bd71ce6c3deed7a.bindTooltip(\n",
+ " function(layer){\n",
+ " let div = L.DomUtil.create('div');\n",
+ " \n",
+ " let handleObject = feature=>typeof(feature)=='object' ? JSON.stringify(feature) : feature;\n",
+ " let fields = ["name", "source"];\n",
+ " let aliases = ["name", "source"];\n",
+ " let table = '<table>' +\n",
+ " String(\n",
+ " fields.map(\n",
+ " (v,i)=>\n",
+ " `<tr>\n",
+ " <th>${aliases[i].toLocaleString()}</th>\n",
+ " \n",
+ " <td>${handleObject(layer.feature.properties[v]).toLocaleString()}</td>\n",
+ " </tr>`).join(''))\n",
+ " +'</table>';\n",
+ " div.innerHTML=table;\n",
+ " \n",
+ " return div\n",
+ " }\n",
+ " ,{"className": "foliumtooltip", "sticky": true});\n",
+ " \n",
+ "</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 0x2ea090b80>"
+ ]
+ },
+ "execution_count": 57,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# afficher la carte des lieux localisés\n",
+ "doc.get_folium_map()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Par défaut, lors de l'instanciation du `Geoparser()`, seul [OpenStreetMap](https://www.openstreetmap.org/) est utilisé pour le geocoding et au maximum un résultat est retourné pour chaque lieu (nous verrons dans la suite comment paramétrer le geocoding).\n",
+ "\n",
+ "On a déjà ici un aperçu de la difficulté de la tâche de résolution des toponymes. En effet, un grand nombre d'ambiguïtés existent tels que plusieurs lieux ayant le même nom, plusieurs noms pour un même lieu ou encore le fait qu'un lieu ne soit pas référencé dans les ressources que l'on interroge."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 6.2 Perdido Geocoder\n",
+ "\n",
+ "En complément du `Geoparser` qui prend en paramètre un texte et qui fait la reconnaissance d'entités nommées en amont de l'étape de geocoding, `Perdido`propose également une fonction de geocoding disctincte prenant en paramètre directement un nom de lieu (ou une liste de noms de lieux)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"<!DOCTYPE html>\n",
+ "<head> \n",
+ " <meta http-equiv="content-type" content="text/html; charset=UTF-8" />\n",
+ " \n",
+ " <script>\n",
+ " L_NO_TOUCH = false;\n",
+ " L_DISABLE_3D = false;\n",
+ " </script>\n",
+ " \n",
+ " <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>\n",
+ " <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>\n",
+ " <script src="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js"></script>\n",
+ " <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>\n",
+ " <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>\n",
+ " <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>\n",
+ " <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css"/>\n",
+ " <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>\n",
+ " <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>\n",
+ " <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>\n",
+ " <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>\n",
+ " <link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css"/>\n",
+ " \n",
+ " <meta name="viewport" content="width=device-width,\n",
+ " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n",
+ " <style>\n",
+ " #map_e10fc9f543e651396bfbe0c40805f167 {\n",
+ " position: relative;\n",
+ " width: 100.0%;\n",
+ " height: 100.0%;\n",
+ " left: 0.0%;\n",
+ " top: 0.0%;\n",
+ " }\n",
+ " </style>\n",
+ " \n",
+ " \n",
+ " <style>\n",
+ " .foliumtooltip {\n",
+ " \n",
+ " }\n",
+ " .foliumtooltip table{\n",
+ " margin: auto;\n",
+ " }\n",
+ " .foliumtooltip tr{\n",
+ " text-align: left;\n",
+ " }\n",
+ " .foliumtooltip th{\n",
+ " padding: 2px; padding-right: 8px;\n",
+ " }\n",
+ " </style>\n",
+ " \n",
+ "</head>\n",
+ "<body> \n",
+ " \n",
+ " <div class="folium-map" id="map_e10fc9f543e651396bfbe0c40805f167" ></div>\n",
+ " \n",
+ "</body>\n",
+ "<script> \n",
+ " \n",
+ " var map_e10fc9f543e651396bfbe0c40805f167 = L.map(\n",
+ " "map_e10fc9f543e651396bfbe0c40805f167",\n",
+ " {\n",
+ " center: [0, 0],\n",
+ " crs: L.CRS.EPSG3857,\n",
+ " zoom: 1,\n",
+ " zoomControl: true,\n",
+ " preferCanvas: false,\n",
+ " }\n",
+ " );\n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ " \n",
+ " var tile_layer_5bd445761ca880d456df216c8c21baee = L.tileLayer(\n",
+ " "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",\n",
+ " {"attribution": "Data by \\u0026copy; \\u003ca href=\\"http://openstreetmap.org\\"\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\"http://www.openstreetmap.org/copyright\\"\\u003eODbL\\u003c/a\\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n",
+ " ).addTo(map_e10fc9f543e651396bfbe0c40805f167);\n",
+ " \n",
+ " \n",
+ " map_e10fc9f543e651396bfbe0c40805f167.fitBounds(\n",
+ " [[43.509654, 0.313853], [50.739664, 3.363576]],\n",
+ " {}\n",
+ " );\n",
+ " \n",
+ " \n",
+ "\n",
+ " function geo_json_47cfcb0b85833c215e0616c0b57df4d8_onEachFeature(feature, layer) {\n",
+ " layer.on({\n",
+ " });\n",
+ " };\n",
+ " var geo_json_47cfcb0b85833c215e0616c0b57df4d8 = L.geoJson(null, {\n",
+ " onEachFeature: geo_json_47cfcb0b85833c215e0616c0b57df4d8_onEachFeature,\n",
+ " \n",
+ " });\n",
+ "\n",
+ " function geo_json_47cfcb0b85833c215e0616c0b57df4d8_add (data) {\n",
+ " geo_json_47cfcb0b85833c215e0616c0b57df4d8\n",
+ " .addData(data)\n",
+ " .addTo(map_e10fc9f543e651396bfbe0c40805f167);\n",
+ " }\n",
+ " geo_json_47cfcb0b85833c215e0616c0b57df4d8_add({"features": [{"geometry": {"coordinates": [2.306207, 50.739664], "type": "Point"}, "properties": {"country": "France", "id": 0, "name": "Arques", "source": "nominatim", "sourceName": "Arques, Saint-Omer, Pas-de-Calais, Hauts-de-France, France m\\u00e9tropolitaine, 62510, France", "type": "administrative"}, "type": "Feature"}, {"geometry": {"coordinates": [1.888334, 46.603354], "type": "Point"}, "properties": {"country": "France", "id": 0, "name": "France", "source": "nominatim", "sourceName": "France", "type": "administrative"}, "type": "Feature"}, {"geometry": {"coordinates": [0.313853, 49.067771], "type": "Point"}, "properties": {"country": "France", "id": 0, "name": "Normandie", "source": "nominatim", "sourceName": "Normandie, France m\\u00e9tropolitaine, France", "type": "administrative"}, "type": "Feature"}, {"geometry": {"coordinates": [3.363576, 43.509654], "type": "Point"}, "properties": {"country": "France", "id": 0, "name": "Caux", "source": "nominatim", "sourceName": "Caux, B\\u00e9ziers, H\\u00e9rault, Occitanie, France m\\u00e9tropolitaine, 34720, France", "type": "administrative"}, "type": "Feature"}], "type": "FeatureCollection"});\n",
+ "\n",
+ " \n",
+ " \n",
+ " geo_json_47cfcb0b85833c215e0616c0b57df4d8.bindTooltip(\n",
+ " function(layer){\n",
+ " let div = L.DomUtil.create('div');\n",
+ " \n",
+ " let handleObject = feature=>typeof(feature)=='object' ? JSON.stringify(feature) : feature;\n",
+ " let fields = ["name", "source"];\n",
+ " let aliases = ["name", "source"];\n",
+ " let table = '<table>' +\n",
+ " String(\n",
+ " fields.map(\n",
+ " (v,i)=>\n",
+ " `<tr>\n",
+ " <th>${aliases[i].toLocaleString()}</th>\n",
+ " \n",
+ " <td>${handleObject(layer.feature.properties[v]).toLocaleString()}</td>\n",
+ " </tr>`).join(''))\n",
+ " +'</table>';\n",
+ " div.innerHTML=table;\n",
+ " \n",
+ " return div\n",
+ " }\n",
+ " ,{"className": "foliumtooltip", "sticky": true});\n",
+ " \n",
+ "</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 0x2ea090580>"
+ ]
+ },
+ "execution_count": 61,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "geocoder = Geocoder()\n",
+ "doc = geocoder(['Arques', 'France', 'Normandie', 'Caux'])\n",
+ "\n",
+ "# afficher la carte des lieux localisés\n",
+ "doc.get_folium_map()"
]
},
{
@@ -1718,7 +2106,18 @@
"### 6.2 Résolution de toponymes / désambiguïsation\n",
"\n",
"\n",
- "\n"
+ "#### 6.2.1 Exemple : Arques\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "geocoder = Geocoder(sources=['ign'], max_rows=10)\n",
+ "doc = geocoder('Arques')\n",
+ "doc.get_folium_map()"
]
},
{