diff --git a/Tutoriel-geoparsing.ipynb b/Tutoriel-geoparsing.ipynb
index e91f397f9afcc7ecad5fac9fc639e379ef50a67d..7ad8796e64791841bdf8e885ab18a23df86a09bd 100644
--- a/Tutoriel-geoparsing.ipynb
+++ b/Tutoriel-geoparsing.ipynb
@@ -28,8 +28,8 @@
     "- Utiliser les librairies [Stanza](https://stanfordnlp.github.io/stanza/index.html), [spaCy](https://spacy.io) et [Perdido](https://github.com/ludovicmoncla/perdido) pour la reconnaissance d'entités nommées\n",
     "  - afficher les entités nommées annotées ;\n",
     "  - comparer les résultats de `Stanza`, `spaCy` et `Perdido` ;\n",
-    "  - discuter les limites des 3 outils pour la tâche de NER.\n",
-    "- Utiliser la librarie `Perdido` pour le geoparsing :\n",
+    "  - discuter les dimites des 3 outils pour la tâche de NER.\n",
+    "- Utiliser la librarie `Perdido` pour le geoparsing et le geocoding :\n",
     "  - cartographier les lieux geocodés ;\n",
     "  - illustrer la problématique de désambiguïsation des toponymes."
    ]
@@ -38,16 +38,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## 2. Introduction"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 3. Configurer l'environnement\n",
+    "## 2. Configurer l'environnement\n",
     "\n",
-    "### 3.1 Installer les librairies Python\n",
+    "### 2.1 Installer les librairies Python\n",
     "\n",
     "* Si vous avez configuré votre environnement Conda en utilisant le fichier `requirements.txt`, vous pouvez sauter cette étape et aller à la section `3.2 Importer les librairies`.\n",
     "* Si vous avez configuré votre environnement Conda en utilisant le fichier `environment.yml` ou si vous utilisez un environnement Google Colab / Binder, vous devez installer `perdido` en utilisant `pip` :"
@@ -83,7 +76,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### 3.2 Importer les librairies\n",
+    "### 2.2 Importer les librairies\n",
     "\n",
     "\n",
     "Tout d'abord, nous allons charger certaines bibliothèques spécifiques de `Perdido` que nous utiliserons dans ce notebook. Ensuite, nous importons quelques outils qui nous aideront à analyser et à visualiser le texte."
@@ -110,9 +103,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## 4. Chargement et exploration des données\n",
+    "## 3. Chargement et exploration des données\n",
     "\n",
-    "### 4.1 Chargement d'un document texte à partir d'un fichier\n"
+    "### 3.1 Chargement d'un document texte à partir d'un fichier\n"
    ]
   },
   {
@@ -121,7 +114,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "def load(filepath):\n",
+    "def load_txt(filepath):\n",
     "    with open(filepath) as f:\n",
     "        return f.read()"
    ]
@@ -132,7 +125,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "arques = load('data/volume01-4083.txt')"
+    "arques = load_txt('data/volume01-4083.txt')"
    ]
   },
   {
@@ -163,11 +156,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### 4.2 Chargement d'un jeu de données à partir de la librairie Perdido\n",
+    "### 3.2 Chargement d'un jeu de données à partir de la librairie Perdido\n",
     "\n",
-    "Perdido embarque deux jeux de données : \n",
-    " 1. articles encyclopédiques (volume 7 de l'Encyclopédie de Diderot et d'Alembert (1751-1772)), fournit par l'[ARTFL](https://encyclopedie.uchicago.edu) dans le cadre du projet [GEODE](https://geode-project.github.io) ;\n",
-    " 2. descriptions de randonnées (chaque description est associée à sa trace GPS. Elles proviennent du site [www.visorando.fr](https://www.visorando.com) et ont été collectées dans le cadre du projet [ANR CHOUCAS](http://choucas.ign.fr).\n",
+    "La libraire de geoparsing Perdido embarque deux jeux de données : \n",
+    " 1. des articles encyclopédiques (volume 7 de l'Encyclopédie de Diderot et d'Alembert (1751-1772)), fournit par l'[ARTFL](https://encyclopedie.uchicago.edu) dans le cadre du projet [GEODE](https://geode-project.github.io) ;\n",
+    " 2. des descriptions de randonnées (chaque description est associée à sa trace GPS. Elles proviennent du site [www.visorando.fr](https://www.visorando.com) et ont été collectées dans le cadre du projet [ANR CHOUCAS](http://choucas.ign.fr).\n",
     "\n",
     " Dans un premier temps nous allons nous intéresser au jeu de données des articles encyclopédiques. Ce jeu de données est présent dans la librairie en deux versions, une version \"brute\" (articles fournis par l'ARTFL) au format dataframe et une version déjà annotée par Perdido (format PerdidoCollection). Nous allons charger la version brute et voir comment manipuler un dataframe."
    ]
@@ -241,7 +234,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "data_artfl.dropna(inplace=True)     # data_artfl = data_artfl.dropna()\n"
+    "data_artfl.dropna(inplace=True)     # data_artfl = data_artfl.dropna()"
    ]
   },
   {
@@ -407,7 +400,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### 4.3 Manipulation d'un dataframe"
+    "### 3.3 Manipulation d'un dataframe"
    ]
   },
   {
@@ -439,7 +432,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### 4.3.1 Recherche par métadonnées\n",
+    "#### 3.3.1 Recherche par métadonnées\n",
     "\n",
     "\n",
     "Maintenant que les données sont chargées dans un dataframe, nous pouvons sélectionner des groupes d'articles sur la base de leurs métadonnées.\n",
@@ -457,7 +450,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -513,7 +506,7 @@
        "5  FRONTIGNAN, (Géog.) petite ville de France. au...  "
       ]
      },
-     "execution_count": 62,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -532,21 +525,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "filename : volume07-1002.tei\n",
+      "volume : 7\n",
+      "number : 1002\n",
       "text : FRONTIGNAN, (Géog.) petite ville de France. au Bas-Languedoc, connue par ses excellens vins muscats, & ses raisins de caisse qu'on appelle passerilles. Quelques savans croyent, sans en donner de preuves, que cette ville est le forum Domitii des Romains. Elle est située sur l'étang de Maguelone, à six lieues N. E. d'Agde, & cinq S. O. de Montpellier. Long. 15d. 24'. lat. 43d. 28'. (D. J.)\n"
      ]
     }
    ],
    "source": [
-    "print('filename :', frontignan.filename.item())   # similaire à frontignan['normClass'].item()\n",
-    "\n",
+    "print('volume :', frontignan.volume.item())   # similaire à frontignan['volume'].item()\n",
+    "print('number :', frontignan.number.item())\n",
     "print('text :', frontignan.text.item())\n"
    ]
   },
@@ -561,7 +555,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -580,9 +574,16 @@
     "print(str(n) + ' articles ont été rédigés par '+ req)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "* Afficher les 5 premiers :"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -693,7 +694,7 @@
        "38  Fruit, (art de conserver le) Economie rustiq. ...  "
       ]
      },
-     "execution_count": 14,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -702,19 +703,26 @@
     "d_Jaucourt.head()"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3.3.2 Recherche par mots-clés"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "Autre exemple, nous pouvons filtrer les articles en fonction de leur classification dans l'*Encyclopédie*. \n",
-    "Pour cela nous utiliserons le champ `normclass`, qui indique la classifications retenue (et normalisée) par l'ARTFL. \n",
+    "Pour cela nous utiliserons la colonne `normclass`, qui indique la classifications retenue (et normalisée) par l'ARTFL. \n",
     "\n",
-    "Par exemple pour la classe 'Géographie', nous pouvons faire la requête suivante (le résultat est stocké dans un nouveau cadre de données `df_geo` : "
+    "Par exemple pour la classe 'Géographie', nous pouvons faire la requête suivante (le résultat est stocké dans un nouveau dataframe `d_geo` : "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -733,6 +741,34 @@
     "print(str(n) + ' articles sont classés en '+ req)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "177 articles contiennent l'expression 'ville de'\n"
+     ]
+    }
+   ],
+   "source": [
+    "req = 'ville de'\n",
+    "d_geo = data_artfl[data_artfl['text'].str.contains(req, case=False)]\n",
+    "\n",
+    "n = d_geo.shape[0]\n",
+    "print(str(n) + \" articles contiennent l'expression '\"+ req + \"'\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3.3.3 Regroupements"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -744,7 +780,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -762,7 +798,7 @@
        "Name: filename, dtype: int64"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -816,33 +852,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "2f7dc162de524af499c186a7f718214f",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Downloading https://raw.githubusercontent.com/stanfordnlp/stanza-resources/main/resources_1.2.2.json:   0%|   …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2022-09-22 15:58:36 INFO: Downloading default packages for language: fr (French)...\n",
-      "2022-09-22 15:58:37 INFO: File exists: /Users/lmoncla/stanza_resources/fr/default.zip.\n",
-      "2022-09-22 15:58:40 INFO: Finished downloading models and saved to /Users/lmoncla/stanza_resources.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import stanza\n",
     "\n",
@@ -858,31 +870,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2022-09-22 15:58:43 WARNING: Language fr package default expects mwt, which has been added\n",
-      "2022-09-22 15:58:43 INFO: Loading these models for language: fr (French):\n",
-      "=======================\n",
-      "| Processor | Package |\n",
-      "-----------------------\n",
-      "| tokenize  | gsd     |\n",
-      "| mwt       | gsd     |\n",
-      "| ner       | wikiner |\n",
-      "=======================\n",
-      "\n",
-      "2022-09-22 15:58:43 INFO: Use device: cpu\n",
-      "2022-09-22 15:58:43 INFO: Loading: tokenize\n",
-      "2022-09-22 15:58:43 INFO: Loading: mwt\n",
-      "2022-09-22 15:58:43 INFO: Loading: ner\n",
-      "2022-09-22 15:58:44 INFO: Done loading processors!\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "stanza_parser = stanza.Pipeline(lang='fr', processors='tokenize,ner')"
    ]
@@ -891,22 +881,14 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "* On utilise la variable `arques` qui contient le texte chargé précédemment à partir du fichier"
+    "* On utilise la variable `arques` qui contient le texte chargé précédemment à partir du fichier txt"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "* 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"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print(arques)"
    ]
@@ -920,7 +902,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -936,7 +918,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 0,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -947,21 +929,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "ARQUES LOC\n",
-      "France LOC\n",
-      "Normandie LOC\n",
-      "pays de Caux LOC\n",
-      "Arques LOC\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "show_ents(arques_stanza)"
    ]
@@ -1004,7 +974,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1020,7 +990,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1036,7 +1006,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1052,24 +1022,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "ARQUES LOC\n",
-      "Géog LOC\n",
-      "de France LOC\n",
-      "Normandie LOC\n",
-      "pays de Caux LOC\n",
-      "Arques LOC\n",
-      "Long LOC\n",
-      "lat LOC\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "for ent in arques_spacy.ents:\n",
     "    print(ent.text, ent.label_)"
@@ -1084,62 +1039,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "metadata": {},
-   "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",
-       ", (\n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Géog\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",
-       ".) petite ville \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    de 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 \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    pays de 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: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Long\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",
-       ". 18. 50. \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    lat\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",
-       ". 49. 54.</div></span>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "displacy.render(arques_spacy, style=\"ent\", jupyter=True) "
    ]
@@ -1160,7 +1062,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1176,7 +1078,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1192,22 +1094,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "ARQUES place\n",
-      "France place\n",
-      "Normandie place\n",
-      "Caux place\n",
-      "Arques place\n",
-      "Long . 18 . 50 . lat . 49 . 54 . latlong\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "for ent in arques_perdido.named_entities:\n",
     "    print(ent.text, ent.tag)"
@@ -1222,52 +1111,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
    "metadata": {},
-   "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "displacy.render(arques_perdido.to_spacy_doc(), style=\"ent\", jupyter=True)"
    ]
@@ -1281,347 +1127,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<span class=\"tex2jax_ignore\"><div class=\"spans\" style=\"line-height: 2.5; direction: ltr\">\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    *\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ddd; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        MISC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    ARQUES\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"background: #ff9561; top: 57px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 57px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       ", ( Géog . ) \n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    petite\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    ville\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    de\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    France\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"background: #ff9561; top: 57px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 57px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       ", en \n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    Normandie\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       ", au \n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    pays\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    de\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    Caux\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"background: #ff9561; top: 57px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 57px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       ", sur \n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    la\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    petite\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    riviere\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    d'\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    Arques\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"background: #ff9561; top: 57px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 57px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       ". \n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    Long\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ddd; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        MISC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    .\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    18\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    .\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    50\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    .\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    lat\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    .\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    49\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    .\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    54\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    .\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "</div></span>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "displacy.render(arques_perdido.to_spacy_doc(), style=\"span\", jupyter=True)"
    ]
@@ -1635,18 +1143,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "* Beaufort, (Géog.) ville de Savoie, sur la riviere \n",
-      "d'Oron. Long. 24. 18. lat. 45. 40.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "beaufort = load('data/volume02-1365.txt')\n",
     "\n",
@@ -1662,301 +1161,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": null,
    "metadata": {},
-   "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",
-       "    Beaufort\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 . ) 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",
-       "    Savoie\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 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",
-       "    Oron\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 . 24 . 18 . lat . 45 . 40 .\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"
-    },
-    {
-     "data": {
-      "text/html": [
-       "<span class=\"tex2jax_ignore\"><div class=\"spans\" style=\"line-height: 2.5; direction: ltr\">\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    *\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ddd; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        MISC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    Beaufort\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"background: #ff9561; top: 57px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 57px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       ", ( Géog . ) \n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    ville\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    de\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    Savoie\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"background: #ff9561; top: 57px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 57px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       ", sur \n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    la\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    riviere\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    d'\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    Oron\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"background: #ff9561; top: 57px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 57px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       ". \n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    Long\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ddd; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        MISC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    .\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    24\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    .\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    18\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    .\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    lat\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    .\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    45\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    .\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    40\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
-       "    .\n",
-       "    \n",
-       "<span style=\"background: #ddd; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "</div></span>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "beaufort_perdido = geoparser(beaufort)\n",
     "displacy.render(beaufort_perdido.to_spacy_doc(), style=\"ent\", jupyter=True)\n",
@@ -1972,42 +1179,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": null,
    "metadata": {},
-   "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",
-       "    Beaufort\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: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Géog\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",
-       ".) 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",
-       "    Savoie\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 riviere </br>d'Oron. Long. 24. 18. \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    lat\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",
-       ". 45. 40.</div></span>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "beaufort_spacy = spacy_parser(beaufort)\n",
     "displacy.render(beaufort_spacy, style=\"ent\", jupyter=True) "
@@ -2022,52 +1196,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": null,
    "metadata": {},
-   "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",
-       "    Beaufort\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: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Géog\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",
-       ".) 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",
-       "    Savoie\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 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",
-       "    Oron\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: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Long\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",
-       ". 24. 18. \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    lat\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",
-       ". 45. 40.</div></span>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "normalized_beaufort = beaufort.replace('\\n', '')\n",
     "normalized_beaufort_spacy = spacy_parser(normalized_beaufort)\n",
@@ -2083,52 +1214,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": null,
    "metadata": {},
-   "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",
-       "    Beaufort\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: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Géog\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",
-       ".) 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",
-       "    Savoie\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 \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    rivière d'Oron\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: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Long\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",
-       ". 24. 18. \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    lat\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",
-       ". 45. 40.</div></span>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "normalized_beaufort = normalized_beaufort.replace('riviere', 'rivière')\n",
     "normalized_beaufort_spacy = spacy_parser(normalized_beaufort)\n",
@@ -2153,20 +1241,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Beaufort LOC\n",
-      "Géog LOC\n",
-      "Savoie LOC\n",
-      "Oron LOC\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "beaufort_stanza = stanza_parser(beaufort)\n",
     "show_ents(beaufort_stanza)"
@@ -2185,27 +1262,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "BEAUFORT ou Beaufort-sur-Doron ou Saint-Maxime-\n",
-      "de-Bf.aufort. Ch.-l. de cant. du dép. de la Savoie, arr.\n",
-      "d’Albertville, au débouché de trois vallées dont les tor¬\n",
-      "rents forment le Doron de Beaufort ; 2,393 hab. Les\n",
-      "superbes pâturages de la vallée nourrissent de nombreux\n",
-      "troupeaux ; il se fait à Beaufort un commerce important de\n",
-      "fromages et de bestiaux. Un assez grand nombre d’habi¬\n",
-      "tants quittent le pays pendant l’hiver. De l’ancien château\n",
-      "de la Salle qu’Henri IV habita à deux reprises pendant la\n",
-      "guerre qu’il soutint contre le duc de Savoie, il subsiste\n",
-      "trois tours. Ancienne chapelle, reconstruite en 1841,\n",
-      "qui est le but d’un pèlerinage très fréquenté.\n",
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "lge_beaufort = load('data/beaufort.txt')\n",
     "print(lge_beaufort)"
@@ -2241,338 +1298,14 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<span class=\"tex2jax_ignore\"><div class=\"spans\" style=\"line-height: 2.5; direction: ltr\">\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
-       "    BEAUFORT\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       "ou \n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
-       "    Beaufort-sur-Doron\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       "ou \n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
-       "    Saint-Maxime-\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       "de-Bf.aufort . \n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
-       "    Ch.-l\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       ". de cant . du dép . de la \n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
-       "    Savoie\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       ", arr . d' \n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
-       "    Albertville\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       ", au débouché de trois vallées dont les torrents forment le \n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
-       "    Doron\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
-       "    de\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
-       "    Beaufort\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "; 2,393 hab . Les superbes pâturages de la vallée nourrissent de nombreux troupeaux ; il se fait à \n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
-       "    Beaufort\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       "un commerce important de fromages et de bestiaux . Un assez grand nombre d' habitants quittent le pays pendant l' hiver . De l' \n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
-       "    ancien\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
-       "    château\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
-       "    de\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
-       "    la\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 77px;\">\n",
-       "    Salle\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"background: #ff9561; top: 57px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 57px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       "qu' \n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
-       "    Henri\n",
-       "    \n",
-       "<span style=\"background: #aa9cfc; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #aa9cfc; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #aa9cfc; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        PERSON\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
-       "    IV\n",
-       "    \n",
-       "<span style=\"background: #aa9cfc; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "habita à deux reprises pendant la guerre qu' il soutint contre \n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
-       "    le\n",
-       "    \n",
-       "<span style=\"background: #aa9cfc; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #aa9cfc; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #aa9cfc; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        PERSON\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
-       "    duc\n",
-       "    \n",
-       "<span style=\"background: #aa9cfc; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
-       "    de\n",
-       "    \n",
-       "<span style=\"background: #aa9cfc; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 77px;\">\n",
-       "    Savoie\n",
-       "    \n",
-       "<span style=\"background: #aa9cfc; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"background: #ff9561; top: 57px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #ff9561; top: 57px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        LOC\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       ", il subsiste trois tours . Ancienne chapelle , reconstruite \n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
-       "    en\n",
-       "    \n",
-       "<span style=\"background: #bfe1d9; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "<span style=\"background: #bfe1d9; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "    <span style=\"background: #bfe1d9; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
-       "        DATE\n",
-       "    </span>\n",
-       "</span>\n",
-       "\n",
-       "\n",
-       "</span>\n",
-       "\n",
-       "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
-       "    1841\n",
-       "    \n",
-       "<span style=\"background: #bfe1d9; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
-       "</span>\n",
-       "\n",
-       "    \n",
-       "</span>\n",
-       ", qui est le but d' un pèlerinage très fréquenté . </div></span>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "displacy.render(lge_beaufort_perdido.to_spacy_doc(), style=\"span\", jupyter=True)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 140,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2583,88 +1316,16 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">\n",
-       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    BEAUFORT\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",
-       " ou \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Beaufort-sur-Doron\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",
-       " ou Saint-Maximede-Bf.aufort. Ch.-l. de cant. du dép. de la \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Savoie\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",
-       ", arr. \n",
-       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    d’Albertville\n",
-       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PER</span>\n",
-       "</mark>\n",
-       ", au débouché de trois vallées dont les torrents forment le \n",
-       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Doron de Beaufort\n",
-       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
-       "</mark>\n",
-       " ; 2,393 hab. Les superbes pâturages de la vallée nourrissent de nombreux troupeaux ; il se fait à \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Beaufort\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",
-       " un commerce important de fromages et de bestiaux. Un assez grand nombre d’habitants quittent le pays pendant l’hiver. De l’ancien \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    château de la Salle\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",
-       " qu’Henri IV habita à deux reprises pendant la guerre qu’il soutint contre le \n",
-       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    duc de Savoie\n",
-       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PER</span>\n",
-       "</mark>\n",
-       ", il subsiste trois tours. Ancienne chapelle, reconstruite en 1841, qui est le but d’un pèlerinage très fréquenté. </div></span>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "displacy.render(lge_beaufort_spacy, style=\"ent\", jupyter=True)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 144,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "BEAUFORT LOC\n",
-      "Beaufort-sur-Doron LOC\n",
-      "Saint-Maxime-\n",
-      "de-Bf.aufort PER\n",
-      "Savoie LOC\n",
-      "Albertville LOC\n",
-      "Doron de Beaufort LOC\n",
-      "Beaufort LOC\n",
-      "château\n",
-      "de la Salle LOC\n",
-      "Henri IV PER\n",
-      "duc de Savoie PER\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "lge_beaufort_stanza = stanza_parser(lge_beaufort)\n",
     "show_ents(lge_beaufort_stanza)"
@@ -2704,57 +1365,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "* 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"
-     ]
-    },
-    {
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "print(arques)\n",
     "displacy.render(arques_perdido.to_spacy_doc(), style=\"ent\", jupyter=True)"
@@ -2771,21 +1382,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css"/>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_b1d23253d3804704aa48d1f4b9d81260 {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
    
                    <style>
                        .foliumtooltip {
                            
                        }
                       .foliumtooltip table{
                            margin: auto;
                        }
                        .foliumtooltip tr{
                            text-align: left;
                        }
                        .foliumtooltip th{
                            padding: 2px; padding-right: 8px;
                        }
                    </style>
            
</head>
<body>    
    
            <div class="folium-map" id="map_b1d23253d3804704aa48d1f4b9d81260" ></div>
        
</body>
<script>    
    
            var map_b1d23253d3804704aa48d1f4b9d81260 = L.map(
                "map_b1d23253d3804704aa48d1f4b9d81260",
                {
                    center: [0, 0],
                    crs: L.CRS.EPSG3857,
                    zoom: 1,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_020c9cd88ba54020ababb71a85c4e353 = L.tileLayer(
                "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",
                {"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}
            ).addTo(map_b1d23253d3804704aa48d1f4b9d81260);
        
    
            map_b1d23253d3804704aa48d1f4b9d81260.fitBounds(
                [[43.509654, 0.313853], [50.739664, 3.363576]],
                {}
            );
        
    

        function geo_json_3c80e8a0fda64e918c692490bd59d164_onEachFeature(feature, layer) {
            layer.on({
            });
        };
        var geo_json_3c80e8a0fda64e918c692490bd59d164 = L.geoJson(null, {
                onEachFeature: geo_json_3c80e8a0fda64e918c692490bd59d164_onEachFeature,
            
        });

        function geo_json_3c80e8a0fda64e918c692490bd59d164_add (data) {
            geo_json_3c80e8a0fda64e918c692490bd59d164
                .addData(data)
                .addTo(map_b1d23253d3804704aa48d1f4b9d81260);
        }
            geo_json_3c80e8a0fda64e918c692490bd59d164_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"});

        
    
    geo_json_3c80e8a0fda64e918c692490bd59d164.bindTooltip(
    function(layer){
    let div = L.DomUtil.create('div');
    
    let handleObject = feature=>typeof(feature)=='object' ? JSON.stringify(feature) : feature;
    let fields = ["name", "source"];
    let aliases = ["name", "source"];
    let table = '<table>' +
        String(
        fields.map(
        (v,i)=>
        `<tr>
            <th>${aliases[i].toLocaleString()}</th>
            
            <td>${handleObject(layer.feature.properties[v]).toLocaleString()}</td>
        </tr>`).join(''))
    +'</table>';
    div.innerHTML=table;
    
    return div
    }
    ,{"className": "foliumtooltip", "sticky": true});
                     
</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 0x7f2cfcda8bb0>"
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# afficher la carte des lieux localisés\n",
     "arques_perdido.get_folium_map()"
@@ -2795,50 +1392,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "displacy.render(doc.to_spacy_doc(), style=\"ent\", jupyter=True)"
    ]
@@ -2863,150 +1417,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": null,
    "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=\"&lt;!DOCTYPE html&gt;\n",
-       "&lt;head&gt;    \n",
-       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
-       "    \n",
-       "        &lt;script&gt;\n",
-       "            L_NO_TOUCH = false;\n",
-       "            L_DISABLE_3D = false;\n",
-       "        &lt;/script&gt;\n",
-       "    \n",
-       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
-       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
-       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
-       "    \n",
-       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
-       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
-       "            &lt;style&gt;\n",
-       "                #map_dd89ac42ae870cbb7159446777545839 {\n",
-       "                    position: relative;\n",
-       "                    width: 100.0%;\n",
-       "                    height: 100.0%;\n",
-       "                    left: 0.0%;\n",
-       "                    top: 0.0%;\n",
-       "                }\n",
-       "            &lt;/style&gt;\n",
-       "        \n",
-       "    \n",
-       "                    &lt;style&gt;\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",
-       "                    &lt;/style&gt;\n",
-       "            \n",
-       "&lt;/head&gt;\n",
-       "&lt;body&gt;    \n",
-       "    \n",
-       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_dd89ac42ae870cbb7159446777545839&quot; &gt;&lt;/div&gt;\n",
-       "        \n",
-       "&lt;/body&gt;\n",
-       "&lt;script&gt;    \n",
-       "    \n",
-       "            var map_dd89ac42ae870cbb7159446777545839 = L.map(\n",
-       "                &quot;map_dd89ac42ae870cbb7159446777545839&quot;,\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_4782d904886c3e3281ca12fdeeb6a9d5 = L.tileLayer(\n",
-       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
-       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
-       "            ).addTo(map_dd89ac42ae870cbb7159446777545839);\n",
-       "        \n",
-       "    \n",
-       "            map_dd89ac42ae870cbb7159446777545839.fitBounds(\n",
-       "                [[43.509654, 0.313853], [50.739664, 3.363576]],\n",
-       "                {}\n",
-       "            );\n",
-       "        \n",
-       "    \n",
-       "\n",
-       "        function geo_json_e9249a4c2a76a2aa70bfb96df78778d6_onEachFeature(feature, layer) {\n",
-       "            layer.on({\n",
-       "            });\n",
-       "        };\n",
-       "        var geo_json_e9249a4c2a76a2aa70bfb96df78778d6 = L.geoJson(null, {\n",
-       "                onEachFeature: geo_json_e9249a4c2a76a2aa70bfb96df78778d6_onEachFeature,\n",
-       "            \n",
-       "        });\n",
-       "\n",
-       "        function geo_json_e9249a4c2a76a2aa70bfb96df78778d6_add (data) {\n",
-       "            geo_json_e9249a4c2a76a2aa70bfb96df78778d6\n",
-       "                .addData(data)\n",
-       "                .addTo(map_dd89ac42ae870cbb7159446777545839);\n",
-       "        }\n",
-       "            geo_json_e9249a4c2a76a2aa70bfb96df78778d6_add({&quot;features&quot;: [{&quot;geometry&quot;: {&quot;coordinates&quot;: [2.306207, 50.739664], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Arques, Saint-Omer, Pas-de-Calais, Hauts-de-France, France m\\u00e9tropolitaine, 62510, France&quot;, &quot;type&quot;: &quot;administrative&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [1.888334, 46.603354], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;France&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;France&quot;, &quot;type&quot;: &quot;administrative&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [0.313853, 49.067771], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Normandie&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Normandie, France m\\u00e9tropolitaine, France&quot;, &quot;type&quot;: &quot;administrative&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [3.363576, 43.509654], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Caux&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Caux, B\\u00e9ziers, H\\u00e9rault, Occitanie, France m\\u00e9tropolitaine, 34720, France&quot;, &quot;type&quot;: &quot;administrative&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
-       "\n",
-       "        \n",
-       "    \n",
-       "    geo_json_e9249a4c2a76a2aa70bfb96df78778d6.bindTooltip(\n",
-       "    function(layer){\n",
-       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
-       "    \n",
-       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
-       "    let fields = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let aliases = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
-       "        String(\n",
-       "        fields.map(\n",
-       "        (v,i)=&gt;\n",
-       "        `&lt;tr&gt;\n",
-       "            &lt;th&gt;${aliases[i].toLocaleString()}&lt;/th&gt;\n",
-       "            \n",
-       "            &lt;td&gt;${handleObject(layer.feature.properties[v]).toLocaleString()}&lt;/td&gt;\n",
-       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
-       "    +&#x27;&lt;/table&gt;&#x27;;\n",
-       "    div.innerHTML=table;\n",
-       "    \n",
-       "    return div\n",
-       "    }\n",
-       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
-       "                     \n",
-       "&lt;/script&gt;\" 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 0x1364444c0>"
-      ]
-     },
-     "execution_count": 43,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "geocoder = Geocoder()\n",
     "doc = geocoder(['Arques', 'France', 'Normandie', 'Caux'])\n",
@@ -3029,150 +1442,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": null,
    "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=\"&lt;!DOCTYPE html&gt;\n",
-       "&lt;head&gt;    \n",
-       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
-       "    \n",
-       "        &lt;script&gt;\n",
-       "            L_NO_TOUCH = false;\n",
-       "            L_DISABLE_3D = false;\n",
-       "        &lt;/script&gt;\n",
-       "    \n",
-       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
-       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
-       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
-       "    \n",
-       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
-       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
-       "            &lt;style&gt;\n",
-       "                #map_59535c55be1b5637c40456b8f5f7883d {\n",
-       "                    position: relative;\n",
-       "                    width: 100.0%;\n",
-       "                    height: 100.0%;\n",
-       "                    left: 0.0%;\n",
-       "                    top: 0.0%;\n",
-       "                }\n",
-       "            &lt;/style&gt;\n",
-       "        \n",
-       "    \n",
-       "                    &lt;style&gt;\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",
-       "                    &lt;/style&gt;\n",
-       "            \n",
-       "&lt;/head&gt;\n",
-       "&lt;body&gt;    \n",
-       "    \n",
-       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_59535c55be1b5637c40456b8f5f7883d&quot; &gt;&lt;/div&gt;\n",
-       "        \n",
-       "&lt;/body&gt;\n",
-       "&lt;script&gt;    \n",
-       "    \n",
-       "            var map_59535c55be1b5637c40456b8f5f7883d = L.map(\n",
-       "                &quot;map_59535c55be1b5637c40456b8f5f7883d&quot;,\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_47edb15d276c90ac632a05cf233927bf = L.tileLayer(\n",
-       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
-       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
-       "            ).addTo(map_59535c55be1b5637c40456b8f5f7883d);\n",
-       "        \n",
-       "    \n",
-       "            map_59535c55be1b5637c40456b8f5f7883d.fitBounds(\n",
-       "                [[50.739664, 2.306207], [50.739664, 2.306207]],\n",
-       "                {}\n",
-       "            );\n",
-       "        \n",
-       "    \n",
-       "\n",
-       "        function geo_json_64e3f540392f97569e50336fe10eccb6_onEachFeature(feature, layer) {\n",
-       "            layer.on({\n",
-       "            });\n",
-       "        };\n",
-       "        var geo_json_64e3f540392f97569e50336fe10eccb6 = L.geoJson(null, {\n",
-       "                onEachFeature: geo_json_64e3f540392f97569e50336fe10eccb6_onEachFeature,\n",
-       "            \n",
-       "        });\n",
-       "\n",
-       "        function geo_json_64e3f540392f97569e50336fe10eccb6_add (data) {\n",
-       "            geo_json_64e3f540392f97569e50336fe10eccb6\n",
-       "                .addData(data)\n",
-       "                .addTo(map_59535c55be1b5637c40456b8f5f7883d);\n",
-       "        }\n",
-       "            geo_json_64e3f540392f97569e50336fe10eccb6_add({&quot;features&quot;: [{&quot;geometry&quot;: {&quot;coordinates&quot;: [2.306207, 50.739664], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Arques, Saint-Omer, Pas-de-Calais, Hauts-de-France, France m\\u00e9tropolitaine, 62510, France&quot;, &quot;type&quot;: &quot;administrative&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
-       "\n",
-       "        \n",
-       "    \n",
-       "    geo_json_64e3f540392f97569e50336fe10eccb6.bindTooltip(\n",
-       "    function(layer){\n",
-       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
-       "    \n",
-       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
-       "    let fields = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let aliases = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
-       "        String(\n",
-       "        fields.map(\n",
-       "        (v,i)=&gt;\n",
-       "        `&lt;tr&gt;\n",
-       "            &lt;th&gt;${aliases[i].toLocaleString()}&lt;/th&gt;\n",
-       "            \n",
-       "            &lt;td&gt;${handleObject(layer.feature.properties[v]).toLocaleString()}&lt;/td&gt;\n",
-       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
-       "    +&#x27;&lt;/table&gt;&#x27;;\n",
-       "    div.innerHTML=table;\n",
-       "    \n",
-       "    return div\n",
-       "    }\n",
-       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
-       "                     \n",
-       "&lt;/script&gt;\" 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 0x139498370>"
-      ]
-     },
-     "execution_count": 44,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "geocoder = Geocoder()\n",
     "doc = geocoder('Arques')\n",
@@ -3192,150 +1464,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": null,
    "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=\"&lt;!DOCTYPE html&gt;\n",
-       "&lt;head&gt;    \n",
-       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
-       "    \n",
-       "        &lt;script&gt;\n",
-       "            L_NO_TOUCH = false;\n",
-       "            L_DISABLE_3D = false;\n",
-       "        &lt;/script&gt;\n",
-       "    \n",
-       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
-       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
-       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
-       "    \n",
-       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
-       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
-       "            &lt;style&gt;\n",
-       "                #map_63618c96462536617818b2f8b2a44078 {\n",
-       "                    position: relative;\n",
-       "                    width: 100.0%;\n",
-       "                    height: 100.0%;\n",
-       "                    left: 0.0%;\n",
-       "                    top: 0.0%;\n",
-       "                }\n",
-       "            &lt;/style&gt;\n",
-       "        \n",
-       "    \n",
-       "                    &lt;style&gt;\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",
-       "                    &lt;/style&gt;\n",
-       "            \n",
-       "&lt;/head&gt;\n",
-       "&lt;body&gt;    \n",
-       "    \n",
-       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_63618c96462536617818b2f8b2a44078&quot; &gt;&lt;/div&gt;\n",
-       "        \n",
-       "&lt;/body&gt;\n",
-       "&lt;script&gt;    \n",
-       "    \n",
-       "            var map_63618c96462536617818b2f8b2a44078 = L.map(\n",
-       "                &quot;map_63618c96462536617818b2f8b2a44078&quot;,\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_9f730c6cce107b4cd251ef58c29c184d = L.tileLayer(\n",
-       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
-       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
-       "            ).addTo(map_63618c96462536617818b2f8b2a44078);\n",
-       "        \n",
-       "    \n",
-       "            map_63618c96462536617818b2f8b2a44078.fitBounds(\n",
-       "                [[41.661452, -8.721672], [50.746125, 3.119602]],\n",
-       "                {}\n",
-       "            );\n",
-       "        \n",
-       "    \n",
-       "\n",
-       "        function geo_json_bec8a3ab7635a52f96c2bb02f32faa57_onEachFeature(feature, layer) {\n",
-       "            layer.on({\n",
-       "            });\n",
-       "        };\n",
-       "        var geo_json_bec8a3ab7635a52f96c2bb02f32faa57 = L.geoJson(null, {\n",
-       "                onEachFeature: geo_json_bec8a3ab7635a52f96c2bb02f32faa57_onEachFeature,\n",
-       "            \n",
-       "        });\n",
-       "\n",
-       "        function geo_json_bec8a3ab7635a52f96c2bb02f32faa57_add (data) {\n",
-       "            geo_json_bec8a3ab7635a52f96c2bb02f32faa57\n",
-       "                .addData(data)\n",
-       "                .addTo(map_63618c96462536617818b2f8b2a44078);\n",
-       "        }\n",
-       "            geo_json_bec8a3ab7635a52f96c2bb02f32faa57_add({&quot;features&quot;: [{&quot;geometry&quot;: {&quot;coordinates&quot;: [2.306207, 50.739664], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Arques, Saint-Omer, Pas-de-Calais, Hauts-de-France, France m\\u00e9tropolitaine, 62510, France&quot;, &quot;type&quot;: &quot;administrative&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.374819, 42.952872], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Arques, Limoux, Aude, Occitanie, France m\\u00e9tropolitaine, 11190, France&quot;, &quot;type&quot;: &quot;administrative&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.799134, 44.317619], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Arques, Millau, Aveyron, Occitanie, France m\\u00e9tropolitaine, 12290, France&quot;, &quot;type&quot;: &quot;administrative&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [1.648002, 44.968669], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Arques, Strenquels, Gourdon, Lot, Occitanie, France m\\u00e9tropolitaine, 46110, France&quot;, &quot;type&quot;: &quot;hamlet&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [-8.721672, 41.661452], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;Portugal&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Arques, Vila de Punhe, Viana do Castelo, 4905-643, Portugal&quot;, &quot;type&quot;: &quot;hamlet&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [3.119602, 44.004793], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Arques, Lapanouse-de-Cernon, Millau, Aveyron, Occitanie, France m\\u00e9tropolitaine, 12230, France&quot;, &quot;type&quot;: &quot;isolated_dwelling&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.320674, 50.746125], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Arques (Parc naturel r\\u00e9gional des caps et marais d\\u0027Opale), Arques, Saint-Omer, Pas-de-Calais, Hauts-de-France, France m\\u00e9tropolitaine, 62510, France&quot;, &quot;type&quot;: &quot;admin_fraction&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.05149, 42.812241], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Arques, Galinagues, Limoux, Aude, Occitanie, France m\\u00e9tropolitaine, 11140, France&quot;, &quot;type&quot;: &quot;locality&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [0.252495, 43.245551], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Arqu\\u00e8s, Goudon, Tarbes, Hautes-Pyr\\u00e9n\\u00e9es, Occitanie, France m\\u00e9tropolitaine, 65190, France&quot;, &quot;type&quot;: &quot;locality&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.302074, 50.728092], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Arques, Rue de Boulogne, Arques, Saint-Omer, Pas-de-Calais, Hauts-de-France, France m\\u00e9tropolitaine, 62510, France&quot;, &quot;type&quot;: &quot;station&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
-       "\n",
-       "        \n",
-       "    \n",
-       "    geo_json_bec8a3ab7635a52f96c2bb02f32faa57.bindTooltip(\n",
-       "    function(layer){\n",
-       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
-       "    \n",
-       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
-       "    let fields = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let aliases = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
-       "        String(\n",
-       "        fields.map(\n",
-       "        (v,i)=&gt;\n",
-       "        `&lt;tr&gt;\n",
-       "            &lt;th&gt;${aliases[i].toLocaleString()}&lt;/th&gt;\n",
-       "            \n",
-       "            &lt;td&gt;${handleObject(layer.feature.properties[v]).toLocaleString()}&lt;/td&gt;\n",
-       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
-       "    +&#x27;&lt;/table&gt;&#x27;;\n",
-       "    div.innerHTML=table;\n",
-       "    \n",
-       "    return div\n",
-       "    }\n",
-       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
-       "                     \n",
-       "&lt;/script&gt;\" 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 0x13960ae50>"
-      ]
-     },
-     "execution_count": 45,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "geocoder = Geocoder(max_rows=10)\n",
     "doc = geocoder('Arques')\n",
@@ -3353,311 +1484,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": null,
    "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=\"&lt;!DOCTYPE html&gt;\n",
-       "&lt;head&gt;    \n",
-       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
-       "    \n",
-       "        &lt;script&gt;\n",
-       "            L_NO_TOUCH = false;\n",
-       "            L_DISABLE_3D = false;\n",
-       "        &lt;/script&gt;\n",
-       "    \n",
-       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
-       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
-       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
-       "    \n",
-       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
-       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
-       "            &lt;style&gt;\n",
-       "                #map_df27575fa06ed6bef2bba3057abe507b {\n",
-       "                    position: relative;\n",
-       "                    width: 100.0%;\n",
-       "                    height: 100.0%;\n",
-       "                    left: 0.0%;\n",
-       "                    top: 0.0%;\n",
-       "                }\n",
-       "            &lt;/style&gt;\n",
-       "        \n",
-       "    \n",
-       "                    &lt;style&gt;\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",
-       "                    &lt;/style&gt;\n",
-       "            \n",
-       "&lt;/head&gt;\n",
-       "&lt;body&gt;    \n",
-       "    \n",
-       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_df27575fa06ed6bef2bba3057abe507b&quot; &gt;&lt;/div&gt;\n",
-       "        \n",
-       "&lt;/body&gt;\n",
-       "&lt;script&gt;    \n",
-       "    \n",
-       "            var map_df27575fa06ed6bef2bba3057abe507b = L.map(\n",
-       "                &quot;map_df27575fa06ed6bef2bba3057abe507b&quot;,\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_08e1e9b0627908a05f97b17fd829ee58 = L.tileLayer(\n",
-       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
-       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
-       "            ).addTo(map_df27575fa06ed6bef2bba3057abe507b);\n",
-       "        \n",
-       "    \n",
-       "            map_df27575fa06ed6bef2bba3057abe507b.fitBounds(\n",
-       "                [[42.734711, 1.544996], [42.734711, 1.544996]],\n",
-       "                {}\n",
-       "            );\n",
-       "        \n",
-       "    \n",
-       "\n",
-       "        function geo_json_90ec7e368d77ecab5072aa089af85213_onEachFeature(feature, layer) {\n",
-       "            layer.on({\n",
-       "            });\n",
-       "        };\n",
-       "        var geo_json_90ec7e368d77ecab5072aa089af85213 = L.geoJson(null, {\n",
-       "                onEachFeature: geo_json_90ec7e368d77ecab5072aa089af85213_onEachFeature,\n",
-       "            \n",
-       "        });\n",
-       "\n",
-       "        function geo_json_90ec7e368d77ecab5072aa089af85213_add (data) {\n",
-       "            geo_json_90ec7e368d77ecab5072aa089af85213\n",
-       "                .addData(data)\n",
-       "                .addTo(map_df27575fa06ed6bef2bba3057abe507b);\n",
-       "        }\n",
-       "            geo_json_90ec7e368d77ecab5072aa089af85213_add({&quot;features&quot;: [{&quot;geometry&quot;: {&quot;coordinates&quot;: [1.544996, 42.734711], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Siguer&quot;, &quot;type&quot;: &quot;Versant&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
-       "\n",
-       "        \n",
-       "    \n",
-       "    geo_json_90ec7e368d77ecab5072aa089af85213.bindTooltip(\n",
-       "    function(layer){\n",
-       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
-       "    \n",
-       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
-       "    let fields = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let aliases = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
-       "        String(\n",
-       "        fields.map(\n",
-       "        (v,i)=&gt;\n",
-       "        `&lt;tr&gt;\n",
-       "            &lt;th&gt;${aliases[i].toLocaleString()}&lt;/th&gt;\n",
-       "            \n",
-       "            &lt;td&gt;${handleObject(layer.feature.properties[v]).toLocaleString()}&lt;/td&gt;\n",
-       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
-       "    +&#x27;&lt;/table&gt;&#x27;;\n",
-       "    div.innerHTML=table;\n",
-       "    \n",
-       "    return div\n",
-       "    }\n",
-       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
-       "                     \n",
-       "&lt;/script&gt;\" 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 0x1393e1a60>"
-      ]
-     },
-     "execution_count": 46,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "geocoder = Geocoder(sources=['ign'])\n",
     "doc = geocoder('Arques')\n",
-    "doc.get_folium_map()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "On observe que le premier résultat retourné par l'IGN ne se situe ni en Normandie (comme attendu), ni dans le Pas-de-Calais comme le premier résultat retourné par OpenStreetMap.\n",
-    "\n",
-    "* Augmenter le nombre de résultats retournés par l'IGN"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "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=\"&lt;!DOCTYPE html&gt;\n",
-       "&lt;head&gt;    \n",
-       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
-       "    \n",
-       "        &lt;script&gt;\n",
-       "            L_NO_TOUCH = false;\n",
-       "            L_DISABLE_3D = false;\n",
-       "        &lt;/script&gt;\n",
-       "    \n",
-       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
-       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
-       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
-       "    \n",
-       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
-       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
-       "            &lt;style&gt;\n",
-       "                #map_6ba7d3b7d2655ead73b72063fddf7be4 {\n",
-       "                    position: relative;\n",
-       "                    width: 100.0%;\n",
-       "                    height: 100.0%;\n",
-       "                    left: 0.0%;\n",
-       "                    top: 0.0%;\n",
-       "                }\n",
-       "            &lt;/style&gt;\n",
-       "        \n",
-       "    \n",
-       "                    &lt;style&gt;\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",
-       "                    &lt;/style&gt;\n",
-       "            \n",
-       "&lt;/head&gt;\n",
-       "&lt;body&gt;    \n",
-       "    \n",
-       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_6ba7d3b7d2655ead73b72063fddf7be4&quot; &gt;&lt;/div&gt;\n",
-       "        \n",
-       "&lt;/body&gt;\n",
-       "&lt;script&gt;    \n",
-       "    \n",
-       "            var map_6ba7d3b7d2655ead73b72063fddf7be4 = L.map(\n",
-       "                &quot;map_6ba7d3b7d2655ead73b72063fddf7be4&quot;,\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_9721647b4c037252ae072e97ea081792 = L.tileLayer(\n",
-       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
-       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
-       "            ).addTo(map_6ba7d3b7d2655ead73b72063fddf7be4);\n",
-       "        \n",
-       "    \n",
-       "            map_6ba7d3b7d2655ead73b72063fddf7be4.fitBounds(\n",
-       "                [[42.734711, 0.253068], [50.733882, 2.799876]],\n",
-       "                {}\n",
-       "            );\n",
-       "        \n",
-       "    \n",
-       "\n",
-       "        function geo_json_d25949ec49df3d1b808485fe3abfc56e_onEachFeature(feature, layer) {\n",
-       "            layer.on({\n",
-       "            });\n",
-       "        };\n",
-       "        var geo_json_d25949ec49df3d1b808485fe3abfc56e = L.geoJson(null, {\n",
-       "                onEachFeature: geo_json_d25949ec49df3d1b808485fe3abfc56e_onEachFeature,\n",
-       "            \n",
-       "        });\n",
-       "\n",
-       "        function geo_json_d25949ec49df3d1b808485fe3abfc56e_add (data) {\n",
-       "            geo_json_d25949ec49df3d1b808485fe3abfc56e\n",
-       "                .addData(data)\n",
-       "                .addTo(map_6ba7d3b7d2655ead73b72063fddf7be4);\n",
-       "        }\n",
-       "            geo_json_d25949ec49df3d1b808485fe3abfc56e_add({&quot;features&quot;: [{&quot;geometry&quot;: {&quot;coordinates&quot;: [1.544996, 42.734711], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Siguer&quot;, &quot;type&quot;: &quot;Versant&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.376764, 42.952434], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Arques&quot;, &quot;type&quot;: &quot;Commune&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.799876, 44.317956], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Arques&quot;, &quot;type&quot;: &quot;Commune&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [1.250132, 43.293669], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Marquefave&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [1.647947, 44.968879], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Strenquels&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.294824, 50.733882], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Arques&quot;, &quot;type&quot;: &quot;Commune&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [0.253068, 43.245235], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Goudon&quot;, &quot;type&quot;: &quot;Lieu-dit non habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.792246, 44.065762], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Viala-du-Tarn&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.793915, 44.068551], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Viala-du-Tarn&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [1.125078, 49.880248], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Arques&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Arques-la-Bataille&quot;, &quot;type&quot;: &quot;Commune&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
-       "\n",
-       "        \n",
-       "    \n",
-       "    geo_json_d25949ec49df3d1b808485fe3abfc56e.bindTooltip(\n",
-       "    function(layer){\n",
-       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
-       "    \n",
-       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
-       "    let fields = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let aliases = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
-       "        String(\n",
-       "        fields.map(\n",
-       "        (v,i)=&gt;\n",
-       "        `&lt;tr&gt;\n",
-       "            &lt;th&gt;${aliases[i].toLocaleString()}&lt;/th&gt;\n",
-       "            \n",
-       "            &lt;td&gt;${handleObject(layer.feature.properties[v]).toLocaleString()}&lt;/td&gt;\n",
-       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
-       "    +&#x27;&lt;/table&gt;&#x27;;\n",
-       "    div.innerHTML=table;\n",
-       "    \n",
-       "    return div\n",
-       "    }\n",
-       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
-       "                     \n",
-       "&lt;/script&gt;\" 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 0x1393e1e80>"
-      ]
-     },
-     "execution_count": 47,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+    "doc.get_folium_map()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On observe que le premier résultat retourné par l'IGN ne se situe ni en Normandie (comme attendu), ni dans le Pas-de-Calais comme le premier résultat retourné par OpenStreetMap.\n",
+    "\n",
+    "* Augmenter le nombre de résultats retournés par l'IGN"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "geocoder = Geocoder(sources=['ign'], max_rows=10)\n",
     "doc = geocoder('Arques')\n",
@@ -3692,150 +1541,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": null,
    "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=\"&lt;!DOCTYPE html&gt;\n",
-       "&lt;head&gt;    \n",
-       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
-       "    \n",
-       "        &lt;script&gt;\n",
-       "            L_NO_TOUCH = false;\n",
-       "            L_DISABLE_3D = false;\n",
-       "        &lt;/script&gt;\n",
-       "    \n",
-       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
-       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
-       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
-       "    \n",
-       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
-       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
-       "            &lt;style&gt;\n",
-       "                #map_2f60482e1ad76c06d8a0a164e1edf2e8 {\n",
-       "                    position: relative;\n",
-       "                    width: 100.0%;\n",
-       "                    height: 100.0%;\n",
-       "                    left: 0.0%;\n",
-       "                    top: 0.0%;\n",
-       "                }\n",
-       "            &lt;/style&gt;\n",
-       "        \n",
-       "    \n",
-       "                    &lt;style&gt;\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",
-       "                    &lt;/style&gt;\n",
-       "            \n",
-       "&lt;/head&gt;\n",
-       "&lt;body&gt;    \n",
-       "    \n",
-       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_2f60482e1ad76c06d8a0a164e1edf2e8&quot; &gt;&lt;/div&gt;\n",
-       "        \n",
-       "&lt;/body&gt;\n",
-       "&lt;script&gt;    \n",
-       "    \n",
-       "            var map_2f60482e1ad76c06d8a0a164e1edf2e8 = L.map(\n",
-       "                &quot;map_2f60482e1ad76c06d8a0a164e1edf2e8&quot;,\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_07e97932ffccc7aa63a649d591b507a9 = L.tileLayer(\n",
-       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
-       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
-       "            ).addTo(map_2f60482e1ad76c06d8a0a164e1edf2e8);\n",
-       "        \n",
-       "    \n",
-       "            map_2f60482e1ad76c06d8a0a164e1edf2e8.fitBounds(\n",
-       "                [[43.079622, -4.068862], [50.130325, 5.821841]],\n",
-       "                {}\n",
-       "            );\n",
-       "        \n",
-       "    \n",
-       "\n",
-       "        function geo_json_af9c2205b1a91c46be98c458d8993c75_onEachFeature(feature, layer) {\n",
-       "            layer.on({\n",
-       "            });\n",
-       "        };\n",
-       "        var geo_json_af9c2205b1a91c46be98c458d8993c75 = L.geoJson(null, {\n",
-       "                onEachFeature: geo_json_af9c2205b1a91c46be98c458d8993c75_onEachFeature,\n",
-       "            \n",
-       "        });\n",
-       "\n",
-       "        function geo_json_af9c2205b1a91c46be98c458d8993c75_add (data) {\n",
-       "            geo_json_af9c2205b1a91c46be98c458d8993c75\n",
-       "                .addData(data)\n",
-       "                .addTo(map_2f60482e1ad76c06d8a0a164e1edf2e8);\n",
-       "        }\n",
-       "            geo_json_af9c2205b1a91c46be98c458d8993c75_add({&quot;features&quot;: [{&quot;geometry&quot;: {&quot;coordinates&quot;: [5.096652, 45.869265], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.5&quot;, &quot;name&quot;: &quot;France&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Bressolles&quot;, &quot;type&quot;: &quot;Quartier&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [5.354185, 46.233164], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.5&quot;, &quot;name&quot;: &quot;France&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Meillonnas&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [5.67897, 44.471041], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.5&quot;, &quot;name&quot;: &quot;France&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;La Piarre&quot;, &quot;type&quot;: &quot;Bois&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.175565, 43.079622], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.5&quot;, &quot;name&quot;: &quot;France&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Gaja-et-Villedieu&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [1.789769, 43.233532], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.5&quot;, &quot;name&quot;: &quot;France&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Saint-Sernin&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [5.577606, 43.570891], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.5&quot;, &quot;name&quot;: &quot;France&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Vauvenargues&quot;, &quot;type&quot;: &quot;Ruines&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [-0.848019, 45.603663], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.5&quot;, &quot;name&quot;: &quot;France&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Gr\\u00e9zac&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [-0.581724, 45.494817], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.5&quot;, &quot;name&quot;: &quot;France&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Bois&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [1.617984, 45.368456], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.5&quot;, &quot;name&quot;: &quot;France&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Lagrauli\\u00e8re&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [0.941046, 43.167396], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.5&quot;, &quot;name&quot;: &quot;France&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Mancioux&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [4.851823, 50.130325], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.7&quot;, &quot;name&quot;: &quot;Normandie&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Givet&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.447184, 44.723667], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.7&quot;, &quot;name&quot;: &quot;Normandie&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Junhac&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [-0.855164, 46.246698], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.7&quot;, &quot;name&quot;: &quot;Normandie&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Saint-Jean-de-Liversay&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [-2.743228, 48.323177], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.7&quot;, &quot;name&quot;: &quot;Normandie&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Pl\\u0153uc-L\\u0027Hermitage&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [1.102508, 49.443031], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.7&quot;, &quot;name&quot;: &quot;Normandie&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Rouen&quot;, &quot;type&quot;: &quot;R\\u00e9gion&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [-4.068862, 48.297443], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.7&quot;, &quot;name&quot;: &quot;Normandie&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Pont-de-Buis-l\\u00e8s-Quimerch&quot;, &quot;type&quot;: &quot;Lieu-dit non habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [-1.64847, 48.231258], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.7&quot;, &quot;name&quot;: &quot;Normandie&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Melesse&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [5.821841, 47.307332], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.7&quot;, &quot;name&quot;: &quot;Normandie&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Brussey&quot;, &quot;type&quot;: &quot;Lieu-dit non habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.90554, 48.223278], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.7&quot;, &quot;name&quot;: &quot;Normandie&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Lorrez-le-Bocage-Pr\\u00e9aux&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [1.240619, 44.159185], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.7&quot;, &quot;name&quot;: &quot;Normandie&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Lafran\\u00e7aise&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.553925, 46.432375], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.11&quot;, &quot;name&quot;: &quot;Caux&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;La Chapelaude&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.255493, 43.225454], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.11&quot;, &quot;name&quot;: &quot;Caux&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Caux-et-Sauzens&quot;, &quot;type&quot;: &quot;Commune&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.047133, 45.725903], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.11&quot;, &quot;name&quot;: &quot;Caux&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Peyrelevade&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.039653, 45.401722], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.11&quot;, &quot;name&quot;: &quot;Caux&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;\\u00c9gletons&quot;, &quot;type&quot;: &quot;Quartier&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [1.888828, 45.30495], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.11&quot;, &quot;name&quot;: &quot;Caux&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Saint-Priest-de-Gimel&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [1.787262, 46.284578], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.11&quot;, &quot;name&quot;: &quot;Caux&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;La Celle-Dunoise&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [3.368457, 43.50344], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.11&quot;, &quot;name&quot;: &quot;Caux&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Caux&quot;, &quot;type&quot;: &quot;Commune&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [3.448328, 45.208555], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.11&quot;, &quot;name&quot;: &quot;Caux&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Saint-Privat-du-Dragon&quot;, &quot;type&quot;: &quot;Bois&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [1.13549, 44.381744], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.11&quot;, &quot;name&quot;: &quot;Caux&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Montcuq-en-Quercy-Blanc&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.684528, 45.458418], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.11&quot;, &quot;name&quot;: &quot;Caux&quot;, &quot;source&quot;: &quot;ign&quot;, &quot;sourceName&quot;: &quot;Saint-Donat&quot;, &quot;type&quot;: &quot;Lieu-dit habit\\u00e9&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
-       "\n",
-       "        \n",
-       "    \n",
-       "    geo_json_af9c2205b1a91c46be98c458d8993c75.bindTooltip(\n",
-       "    function(layer){\n",
-       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
-       "    \n",
-       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
-       "    let fields = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let aliases = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
-       "        String(\n",
-       "        fields.map(\n",
-       "        (v,i)=&gt;\n",
-       "        `&lt;tr&gt;\n",
-       "            &lt;th&gt;${aliases[i].toLocaleString()}&lt;/th&gt;\n",
-       "            \n",
-       "            &lt;td&gt;${handleObject(layer.feature.properties[v]).toLocaleString()}&lt;/td&gt;\n",
-       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
-       "    +&#x27;&lt;/table&gt;&#x27;;\n",
-       "    div.innerHTML=table;\n",
-       "    \n",
-       "    return div\n",
-       "    }\n",
-       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
-       "                     \n",
-       "&lt;/script&gt;\" 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 0x13667f8e0>"
-      ]
-     },
-     "execution_count": 48,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "geoparser = Geoparser(sources=['ign'], max_rows=10)\n",
     "doc = geoparser(content)\n",
@@ -3875,141 +1583,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": null,
    "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>text</th>\n",
-       "      <th>geometry</th>\n",
-       "      <th>#_places</th>\n",
-       "      <th>#_person</th>\n",
-       "      <th>#_event</th>\n",
-       "      <th>#_date</th>\n",
-       "      <th>#_misc</th>\n",
-       "      <th>#_locations</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Chalets de la Fullie</td>\n",
-       "      <td>\\n\\nBoucle des chalets de la Fullie au départ ...</td>\n",
-       "      <td>(LINESTRING (6.11174 45.616041, 6.11174 45.616...</td>\n",
-       "      <td>17</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>17</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Traversée cabane de Pravouta  à la Plagne</td>\n",
-       "      <td>\\n\\nPartir de la cabane de Pravouta juste de l...</td>\n",
-       "      <td>(LINESTRING (5.832543 45.315222, 5.832444 45.3...</td>\n",
-       "      <td>23</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>23</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Refuge Entre Le Lac - Refuge de la Leisse</td>\n",
-       "      <td>\\n\\nDépart du refuge d'Entre le Lac près du la...</td>\n",
-       "      <td>(LINESTRING (6.839184 45.480323, 6.83987 45.47...</td>\n",
-       "      <td>22</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>22</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Le lac du Retour</td>\n",
-       "      <td>\\n\\nDu parking de Pierre Giret, suivre la rout...</td>\n",
-       "      <td>(LINESTRING (6.917631 45.619278, 6.917527 45.6...</td>\n",
-       "      <td>6</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Traversée Alpette - Dent de Crolles</td>\n",
-       "      <td>\\n</td>\n",
-       "      <td>(LINESTRING (5.907402 45.440585, 5.907439 45.4...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                        name  \\\n",
-       "0                       Chalets de la Fullie   \n",
-       "1  Traversée cabane de Pravouta  à la Plagne   \n",
-       "2  Refuge Entre Le Lac - Refuge de la Leisse   \n",
-       "3                           Le lac du Retour   \n",
-       "4        Traversée Alpette - Dent de Crolles   \n",
-       "\n",
-       "                                                text  \\\n",
-       "0  \\n\\nBoucle des chalets de la Fullie au départ ...   \n",
-       "1  \\n\\nPartir de la cabane de Pravouta juste de l...   \n",
-       "2  \\n\\nDépart du refuge d'Entre le Lac près du la...   \n",
-       "3  \\n\\nDu parking de Pierre Giret, suivre la rout...   \n",
-       "4                                                 \\n   \n",
-       "\n",
-       "                                            geometry  #_places  #_person  \\\n",
-       "0  (LINESTRING (6.11174 45.616041, 6.11174 45.616...        17         0   \n",
-       "1  (LINESTRING (5.832543 45.315222, 5.832444 45.3...        23         2   \n",
-       "2  (LINESTRING (6.839184 45.480323, 6.83987 45.47...        22         0   \n",
-       "3  (LINESTRING (6.917631 45.619278, 6.917527 45.6...         6         1   \n",
-       "4  (LINESTRING (5.907402 45.440585, 5.907439 45.4...         0         0   \n",
-       "\n",
-       "   #_event  #_date  #_misc  #_locations  \n",
-       "0        0       0       0           17  \n",
-       "1        0       0       0           23  \n",
-       "2        0       0       0           22  \n",
-       "3        0       0       0            6  \n",
-       "4        0       0       0            0  "
-      ]
-     },
-     "execution_count": 49,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "dataset_choucas = load_choucas_perdido()\n",
     "data_choucas = dataset_choucas['data']\n",
@@ -4020,20 +1596,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "30"
-      ]
-     },
-     "execution_count": 50,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "len(data_choucas)"
    ]
@@ -4047,7 +1612,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4057,341 +1622,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "\"\\n\\nDépart du refuge d'Entre le Lac près du lac de la Plagne.\\nDu refuge Entre le Lac, un sentier remonte les pentes herbeuses et permet de rejoindre le GR5 un peu avant le chalet de la Grassaz (chalet du berger 2335m). Toujours en direction du sud, on remonte le vallon en longeant le ruisseau. On parvient ainsi à l'extrémité ouest du lac de Grattaleu; un peu plus haut, on atteint le refuge du col du Palet (2550m). On admire la beauté de la vallée et le sommet de Bellecote recouvert de glaciers. Le GR descend vers l'Est; le sentier serpente entre des entonnoirs créés dans le gypse par dissolution. Le GR passe sous un 1er télésiège, celui de Grattaleu, et près de l'arrivée d'un second, le Tichot. Au chalet de Lognan (croix) prendre à droite un sentier qui descend à Val Claret (2107m) (station de ski). Poursuivre jusqu'au chalet de la Leisse. Le GR55 s'élève vers le vallon du paquis. On passe en contrebas du chalet du Prariond; un peu plus loin on arrive à la bifurcation du col de Fresse (2531m). Laisser à gauche le sentier montant au col de Fresse (2576m), le GR55 continue sud sud ouest dans un décor sauvage entre le massif de la Grande motte et la pointe du Grand Pré; il grimpe parmi des rochers: les balises peuvent être des cairns; bien être attentif pour bien les suivre jusqu'au col de la Leisse (2758 m). Le GR55 descend dans une zone d'éboulis, bien suivre les cairns, par une piste peu visible. Ensuite, il longe le lac des Nettes dans un univers très minéral sur sa rive et pour en atteindre l'extrémité sud. On retrouve dans les alpages le sentier bien tracé qui parcourt le plan des Nettes sur la rive droite du torrent. Peu après un petit barrage qui est en cours de destruction, on arrive au refuge de la Leisse (2487m).\\n\\n\\n\\n\""
-      ]
-     },
-     "execution_count": 52,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "doc.text"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">Départ du refuge d' Entre le Lac près du lac de la \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Plagne\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",
-       " . Du refuge Entre le Lac , un sentier remonte les pentes herbeuses et permet de rejoindre le GR5 un peu avant le chalet de la \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Grassaz\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",
-       " ( chalet du \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    berger\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",
-       " 2335m ) . Toujours en direction du sud , on remonte le vallon en longeant le ruisseau . On parvient ainsi à l' extrémité ouest du lac 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",
-       "    Grattaleu\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",
-       " ; un peu plus haut , on atteint le refuge du \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    col\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",
-       " du \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Palet\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",
-       " ( 2550m ) . On admire la beauté de la vallée et le sommet 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",
-       "    Bellecote\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",
-       " recouvert de glaciers . Le \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    GR\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",
-       " descend vers l' Est ; le sentier serpente entre des entonnoirs créés dans le gypse par dissolution . Le \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    GR\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",
-       " passe sous un 1er télésiège , celui 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",
-       "    Grattaleu\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",
-       " , et près de l' arrivée d' un second , le \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Tichot\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 chalet 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",
-       "    Lognan\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",
-       " ( croix ) prendre à droite un sentier qui descend à Val \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Claret\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",
-       " ( 2107m ) ( station de ski ) . Poursuivre jusqu' au chalet de la \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Leisse\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",
-       " . Le \n",
-       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    GR55\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",
-       " s' élève vers le vallon du \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    paquis\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",
-       " . On passe en contrebas du chalet du \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Prariond\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",
-       " ; un peu plus loin on arrive à la bifurcation du col 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",
-       "    Fresse\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",
-       " ( 2531m ) . Laisser à gauche le sentier montant au col 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",
-       "    Fresse\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",
-       " ( 2576m ) , le \n",
-       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    GR55\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",
-       " continue sud sud ouest dans un décor sauvage entre le massif de la \n",
-       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Grande\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",
-       " motte et la pointe du Grand Pré ; il grimpe parmi des rochers : les balises peuvent être des cairns ; bien être attentif pour bien les suivre jusqu' au col de la \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Leisse\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",
-       " ( 2758 m ) . Le \n",
-       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    GR55\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",
-       " descend dans une zone d' éboulis , bien suivre les cairns , par une piste peu visible . Ensuite , il longe le lac des \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Nettes\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",
-       " dans un univers très minéral sur sa rive et pour en atteindre l' extrémité sud . On retrouve dans les alpages le sentier bien tracé qui parcourt le plan des \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Nettes\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 rive droite du torrent . Peu après un petit barrage qui est en cours de destruction , on arrive au refuge de la \n",
-       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
-       "    Leisse\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",
-       " ( 2487m ) . </div></span>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "displacy.render(doc.to_spacy_doc(), style=\"ent\", jupyter=True) "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": null,
    "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=\"&lt;!DOCTYPE html&gt;\n",
-       "&lt;head&gt;    \n",
-       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
-       "    \n",
-       "        &lt;script&gt;\n",
-       "            L_NO_TOUCH = false;\n",
-       "            L_DISABLE_3D = false;\n",
-       "        &lt;/script&gt;\n",
-       "    \n",
-       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
-       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
-       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
-       "    \n",
-       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
-       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
-       "            &lt;style&gt;\n",
-       "                #map_d85dc9fc1256e22e38aed83c0294ee98 {\n",
-       "                    position: relative;\n",
-       "                    width: 100.0%;\n",
-       "                    height: 100.0%;\n",
-       "                    left: 0.0%;\n",
-       "                    top: 0.0%;\n",
-       "                }\n",
-       "            &lt;/style&gt;\n",
-       "        \n",
-       "    \n",
-       "                    &lt;style&gt;\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",
-       "                    &lt;/style&gt;\n",
-       "            \n",
-       "&lt;/head&gt;\n",
-       "&lt;body&gt;    \n",
-       "    \n",
-       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_d85dc9fc1256e22e38aed83c0294ee98&quot; &gt;&lt;/div&gt;\n",
-       "        \n",
-       "&lt;/body&gt;\n",
-       "&lt;script&gt;    \n",
-       "    \n",
-       "            var map_d85dc9fc1256e22e38aed83c0294ee98 = L.map(\n",
-       "                &quot;map_d85dc9fc1256e22e38aed83c0294ee98&quot;,\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_d92dd5bc2df5e5c972a44c1fa7ae80d4 = L.tileLayer(\n",
-       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
-       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
-       "            ).addTo(map_d85dc9fc1256e22e38aed83c0294ee98);\n",
-       "        \n",
-       "    \n",
-       "\n",
-       "        function geo_json_7694814747b554faf16d28136cbe8bb4_onEachFeature(feature, layer) {\n",
-       "            layer.on({\n",
-       "            });\n",
-       "        };\n",
-       "        var geo_json_7694814747b554faf16d28136cbe8bb4 = L.geoJson(null, {\n",
-       "                onEachFeature: geo_json_7694814747b554faf16d28136cbe8bb4_onEachFeature,\n",
-       "            \n",
-       "        });\n",
-       "\n",
-       "        function geo_json_7694814747b554faf16d28136cbe8bb4_add (data) {\n",
-       "            geo_json_7694814747b554faf16d28136cbe8bb4\n",
-       "                .addData(data)\n",
-       "                .addTo(map_d85dc9fc1256e22e38aed83c0294ee98);\n",
-       "        }\n",
-       "            geo_json_7694814747b554faf16d28136cbe8bb4_add({&quot;bbox&quot;: [6.839184, 45.396851, 6.92214, 45.480323], &quot;features&quot;: [{&quot;bbox&quot;: [6.839184, 45.396851, 6.92214, 45.480323], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[6.839184, 45.480323], [6.83987, 45.479299], [6.841973, 45.478562], [6.843969, 45.47857], [6.845235, 45.479931], [6.847187, 45.479675], [6.847766, 45.480112], [6.848368, 45.479932], [6.849569, 45.480172], [6.850213, 45.479029], [6.850685, 45.477254], [6.8509, 45.476306], [6.851114, 45.474425], [6.851758, 45.472889], [6.853217, 45.471626], [6.855106, 45.46982], [6.855534, 45.468766], [6.855191, 45.468014], [6.85605, 45.46684], [6.856092, 45.464914], [6.856049, 45.463891], [6.855663, 45.462356], [6.856093, 45.461679], [6.856822, 45.46137], [6.857122, 45.460038], [6.857166, 45.458864], [6.857724, 45.458021], [6.858754, 45.457765], [6.859698, 45.458503], [6.860513, 45.458097], [6.861564, 45.458676], [6.861575, 45.457732], [6.860641, 45.456396], [6.864246, 45.456245], [6.865748, 45.455944], [6.867508, 45.455763], [6.869139, 45.455884], [6.870942, 45.456034], [6.875319, 45.454649], [6.879224, 45.455432], [6.881391, 45.454996], [6.883816, 45.455463], [6.886091, 45.455613], [6.887936, 45.456004], [6.890725, 45.457841], [6.890789, 45.45608], [6.891379, 45.454687], [6.892742, 45.454379], [6.894287, 45.453084], [6.896261, 45.45191], [6.896733, 45.452663], [6.898192, 45.452602], [6.899759, 45.453009], [6.90184, 45.452392], [6.902398, 45.451308], [6.903771, 45.450827], [6.905102, 45.450525], [6.906303, 45.451308], [6.909179, 45.449742], [6.911582, 45.448568], [6.913986, 45.447755], [6.916839, 45.44619], [6.917944, 45.444971], [6.920036, 45.444083], [6.92214, 45.441493], [6.921732, 45.440138], [6.91921, 45.437713], [6.916174, 45.435741], [6.915831, 45.433859], [6.915701, 45.432067], [6.914092, 45.430877], [6.912398, 45.429567], [6.912054, 45.428845], [6.910767, 45.428423], [6.910209, 45.4277], [6.910423, 45.427038], [6.908664, 45.425321], [6.906861, 45.423603], [6.905509, 45.42261], [6.903985, 45.421586], [6.904544, 45.420486], [6.904587, 45.418784], [6.903986, 45.41779], [6.9039, 45.416254], [6.904393, 45.414838], [6.9042, 45.413301], [6.902741, 45.411855], [6.90081, 45.411524], [6.900123, 45.410636], [6.90111, 45.409476], [6.901003, 45.408707], [6.900349, 45.408564], [6.900064, 45.409095], [6.899343, 45.408773], [6.89742, 45.408511], [6.893514, 45.404624], [6.890639, 45.403811], [6.889116, 45.403374], [6.887592, 45.402576], [6.886176, 45.401822], [6.886262, 45.400858], [6.886444, 45.400128], [6.887142, 45.4], [6.88652, 45.399201], [6.885339, 45.398297], [6.885704, 45.397966], [6.88403, 45.397318], [6.88227, 45.396851]]], &quot;type&quot;: &quot;MultiLineString&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
-       "\n",
-       "        \n",
-       "    \n",
-       "            map_d85dc9fc1256e22e38aed83c0294ee98.fitBounds(\n",
-       "                [[45.412971, 6.837532], [45.462018, 6.963285]],\n",
-       "                {}\n",
-       "            );\n",
-       "        \n",
-       "    \n",
-       "\n",
-       "        function geo_json_4b8eea9ca004e82e08a123391c62e40e_onEachFeature(feature, layer) {\n",
-       "            layer.on({\n",
-       "            });\n",
-       "        };\n",
-       "        var geo_json_4b8eea9ca004e82e08a123391c62e40e = L.geoJson(null, {\n",
-       "                onEachFeature: geo_json_4b8eea9ca004e82e08a123391c62e40e_onEachFeature,\n",
-       "            \n",
-       "        });\n",
-       "\n",
-       "        function geo_json_4b8eea9ca004e82e08a123391c62e40e_add (data) {\n",
-       "            geo_json_4b8eea9ca004e82e08a123391c62e40e\n",
-       "                .addData(data)\n",
-       "                .addTo(map_d85dc9fc1256e22e38aed83c0294ee98);\n",
-       "        }\n",
-       "            geo_json_4b8eea9ca004e82e08a123391c62e40e_add({&quot;features&quot;: [{&quot;geometry&quot;: {&quot;coordinates&quot;: [6.837532, 45.456069], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.456069, &quot;longitude&quot;: 6.837532, &quot;name&quot;: &quot;Grassaz&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Col de la Grassaz, Peisey-Nancroix, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73210, France&quot;, &quot;xmlID&quot;: &quot;en.7&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.858926, 45.461481], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.461481, &quot;longitude&quot;: 6.858926, &quot;name&quot;: &quot;Grattaleu&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Lac du Grattaleu, Peisey-Nancroix, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73210, France&quot;, &quot;xmlID&quot;: &quot;en.15&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.863067, 45.451642], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.451642, &quot;longitude&quot;: 6.863067, &quot;name&quot;: &quot;Palet&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Signal du Palet, Champagny-en-Vanoise, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73350, France&quot;, &quot;xmlID&quot;: &quot;en.22&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.963285, 45.462018], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.462018, &quot;longitude&quot;: 6.963285, &quot;name&quot;: &quot;Bellecote&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Bellecote, Sentier de la Vall\\u00e9e Perdue, Le Cr\\u00eat, La Daille, Val-d\\u0027Is\\u00e8re, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73150, France&quot;, &quot;xmlID&quot;: &quot;en.26&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.858926, 45.461481], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.461481, &quot;longitude&quot;: 6.858926, &quot;name&quot;: &quot;Grattaleu&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Lac du Grattaleu, Peisey-Nancroix, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73210, France&quot;, &quot;xmlID&quot;: &quot;en.32&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.896874, 45.454039], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.454039, &quot;longitude&quot;: 6.896874, &quot;name&quot;: &quot;Tichot&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Tichot, Tarte \\u00e0 Lognan, Val-Claret, Tignes, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73320, France&quot;, &quot;xmlID&quot;: &quot;en.34&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.898275, 45.419228], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.419228, &quot;longitude&quot;: 6.898275, &quot;name&quot;: &quot;Leisse&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Leisse, Chemin de Borsat, Val-d\\u0027Is\\u00e8re, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73150, France&quot;, &quot;xmlID&quot;: &quot;en.46&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.914334, 45.458216], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.458216, &quot;longitude&quot;: 6.914334, &quot;name&quot;: &quot;paquis&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Paquis, GunPowder, Tignes, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73320, France&quot;, &quot;xmlID&quot;: &quot;en.52&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.92583, 45.442088], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.442088, &quot;longitude&quot;: 6.92583, &quot;name&quot;: &quot;Fresse&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Fresse, Piste du Col de Fresse, Val-d\\u0027Is\\u00e8re, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73150, France&quot;, &quot;xmlID&quot;: &quot;en.62&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.92583, 45.442088], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.442088, &quot;longitude&quot;: 6.92583, &quot;name&quot;: &quot;Fresse&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Fresse, Piste du Col de Fresse, Val-d\\u0027Is\\u00e8re, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73150, France&quot;, &quot;xmlID&quot;: &quot;en.66&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.898275, 45.419228], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.419228, &quot;longitude&quot;: 6.898275, &quot;name&quot;: &quot;Leisse&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Leisse, Chemin de Borsat, Val-d\\u0027Is\\u00e8re, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73150, France&quot;, &quot;xmlID&quot;: &quot;en.76&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.89952, 45.412971], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.412971, &quot;longitude&quot;: 6.89952, &quot;name&quot;: &quot;Nettes&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Lac des Nettes, Termignon, Val-Cenis, Saint-Jean-de-Maurienne, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73500, France&quot;, &quot;xmlID&quot;: &quot;en.82&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.89952, 45.412971], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.412971, &quot;longitude&quot;: 6.89952, &quot;name&quot;: &quot;Nettes&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Lac des Nettes, Termignon, Val-Cenis, Saint-Jean-de-Maurienne, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73500, France&quot;, &quot;xmlID&quot;: &quot;en.86&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.898275, 45.419228], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.419228, &quot;longitude&quot;: 6.898275, &quot;name&quot;: &quot;Leisse&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Leisse, Chemin de Borsat, Val-d\\u0027Is\\u00e8re, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73150, France&quot;, &quot;xmlID&quot;: &quot;en.90&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
-       "\n",
-       "        \n",
-       "    \n",
-       "    geo_json_4b8eea9ca004e82e08a123391c62e40e.bindTooltip(\n",
-       "    function(layer){\n",
-       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
-       "    \n",
-       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
-       "    let fields = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let aliases = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
-       "        String(\n",
-       "        fields.map(\n",
-       "        (v,i)=&gt;\n",
-       "        `&lt;tr&gt;\n",
-       "            &lt;th&gt;${aliases[i].toLocaleString()}&lt;/th&gt;\n",
-       "            \n",
-       "            &lt;td&gt;${handleObject(layer.feature.properties[v]).toLocaleString()}&lt;/td&gt;\n",
-       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
-       "    +&#x27;&lt;/table&gt;&#x27;;\n",
-       "    div.innerHTML=table;\n",
-       "    \n",
-       "    return div\n",
-       "    }\n",
-       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
-       "                     \n",
-       "&lt;/script&gt;\" 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 0x13f337e80>"
-      ]
-     },
-     "execution_count": 54,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "doc.get_folium_map()"
    ]
@@ -4412,7 +1663,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4422,150 +1673,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": null,
    "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=\"&lt;!DOCTYPE html&gt;\n",
-       "&lt;head&gt;    \n",
-       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
-       "    \n",
-       "        &lt;script&gt;\n",
-       "            L_NO_TOUCH = false;\n",
-       "            L_DISABLE_3D = false;\n",
-       "        &lt;/script&gt;\n",
-       "    \n",
-       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
-       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
-       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
-       "    \n",
-       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
-       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
-       "            &lt;style&gt;\n",
-       "                #map_236dda3e0e68a8613374fa70e4ec0fd1 {\n",
-       "                    position: relative;\n",
-       "                    width: 100.0%;\n",
-       "                    height: 100.0%;\n",
-       "                    left: 0.0%;\n",
-       "                    top: 0.0%;\n",
-       "                }\n",
-       "            &lt;/style&gt;\n",
-       "        \n",
-       "    \n",
-       "                    &lt;style&gt;\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",
-       "                    &lt;/style&gt;\n",
-       "            \n",
-       "&lt;/head&gt;\n",
-       "&lt;body&gt;    \n",
-       "    \n",
-       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_236dda3e0e68a8613374fa70e4ec0fd1&quot; &gt;&lt;/div&gt;\n",
-       "        \n",
-       "&lt;/body&gt;\n",
-       "&lt;script&gt;    \n",
-       "    \n",
-       "            var map_236dda3e0e68a8613374fa70e4ec0fd1 = L.map(\n",
-       "                &quot;map_236dda3e0e68a8613374fa70e4ec0fd1&quot;,\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_473a370b14096c30545fb4b27e2b9a30 = L.tileLayer(\n",
-       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
-       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
-       "            ).addTo(map_236dda3e0e68a8613374fa70e4ec0fd1);\n",
-       "        \n",
-       "    \n",
-       "            map_236dda3e0e68a8613374fa70e4ec0fd1.fitBounds(\n",
-       "                [[38.674213, -91.338769], [53.582329, 21.987713]],\n",
-       "                {}\n",
-       "            );\n",
-       "        \n",
-       "    \n",
-       "\n",
-       "        function geo_json_f8c01c3d777e056b4d3bdab8e8e77bcc_onEachFeature(feature, layer) {\n",
-       "            layer.on({\n",
-       "            });\n",
-       "        };\n",
-       "        var geo_json_f8c01c3d777e056b4d3bdab8e8e77bcc = L.geoJson(null, {\n",
-       "                onEachFeature: geo_json_f8c01c3d777e056b4d3bdab8e8e77bcc_onEachFeature,\n",
-       "            \n",
-       "        });\n",
-       "\n",
-       "        function geo_json_f8c01c3d777e056b4d3bdab8e8e77bcc_add (data) {\n",
-       "            geo_json_f8c01c3d777e056b4d3bdab8e8e77bcc\n",
-       "                .addData(data)\n",
-       "                .addTo(map_236dda3e0e68a8613374fa70e4ec0fd1);\n",
-       "        }\n",
-       "            geo_json_f8c01c3d777e056b4d3bdab8e8e77bcc_add({&quot;features&quot;: [{&quot;geometry&quot;: {&quot;coordinates&quot;: [1.060214, 43.157123], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.3&quot;, &quot;name&quot;: &quot;Plagne&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Plagne, Muret, Haute-Garonne, Occitanie, France m\\u00e9tropolitaine, 31220, France&quot;, &quot;type&quot;: &quot;administrative&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.837532, 45.456069], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.7&quot;, &quot;name&quot;: &quot;Grassaz&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Col de la Grassaz, Peisey-Nancroix, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73210, France&quot;, &quot;type&quot;: &quot;yes&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [-91.338769, 38.674213], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;United States&quot;, &quot;id&quot;: &quot;en.11&quot;, &quot;name&quot;: &quot;berger&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Berger, Franklin County, Missouri, United States&quot;, &quot;type&quot;: &quot;administrative&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.858926, 45.461481], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.15&quot;, &quot;name&quot;: &quot;Grattaleu&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Lac du Grattaleu, Peisey-Nancroix, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73210, France&quot;, &quot;type&quot;: &quot;water&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.959974, 50.938361], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;Deutschland&quot;, &quot;id&quot;: &quot;en.20&quot;, &quot;name&quot;: &quot;col&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;K\\u00f6ln, Nordrhein-Westfalen, Deutschland&quot;, &quot;type&quot;: &quot;administrative&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [-1.244805, 48.200191], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.22&quot;, &quot;name&quot;: &quot;Palet&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Palet, Taillis, Foug\\u00e8res-Vitr\\u00e9, Ille-et-Vilaine, Bretagne, France m\\u00e9tropolitaine, 35500, France&quot;, &quot;type&quot;: &quot;hamlet&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.963285, 45.462018], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.26&quot;, &quot;name&quot;: &quot;Bellecote&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Bellecote, Sentier de la Vall\\u00e9e Perdue, Le Cr\\u00eat, La Daille, Val-d\\u0027Is\\u00e8re, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73150, France&quot;, &quot;type&quot;: &quot;yes&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [21.987713, 38.995368], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;\\u0395\\u03bb\\u03bb\\u03ac\\u03c2&quot;, &quot;id&quot;: &quot;en.28&quot;, &quot;name&quot;: &quot;GR&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;\\u0395\\u03bb\\u03bb\\u03ac\\u03c2&quot;, &quot;type&quot;: &quot;administrative&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [21.987713, 38.995368], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;\\u0395\\u03bb\\u03bb\\u03ac\\u03c2&quot;, &quot;id&quot;: &quot;en.30&quot;, &quot;name&quot;: &quot;GR&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;\\u0395\\u03bb\\u03bb\\u03ac\\u03c2&quot;, &quot;type&quot;: &quot;administrative&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.858926, 45.461481], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.32&quot;, &quot;name&quot;: &quot;Grattaleu&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Lac du Grattaleu, Peisey-Nancroix, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73210, France&quot;, &quot;type&quot;: &quot;water&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.896874, 45.454039], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.34&quot;, &quot;name&quot;: &quot;Tichot&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Tichot, Tarte \\u00e0 Lognan, Val-Claret, Tignes, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73320, France&quot;, &quot;type&quot;: &quot;station&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.926505, 45.978552], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.38&quot;, &quot;name&quot;: &quot;Lognan&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Lognan, Chemin de la Glaci\\u00e8re, Les Chosalets, Argenti\\u00e8re, Chamonix-Mont-Blanc, Bonneville, Haute-Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 74400, France&quot;, &quot;type&quot;: &quot;station&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [3.905872, 43.862148], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.42&quot;, &quot;name&quot;: &quot;Claret&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Claret, Lod\\u00e8ve, H\\u00e9rault, Occitanie, France m\\u00e9tropolitaine, 34270, France&quot;, &quot;type&quot;: &quot;administrative&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [8.303371, 51.188893], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;Deutschland&quot;, &quot;id&quot;: &quot;en.46&quot;, &quot;name&quot;: &quot;Leisse&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Lei\\u00dfe, Bad Fredeburg, Schmallenberg, Hochsauerlandkreis, Nordrhein-Westfalen, 57392, Deutschland&quot;, &quot;type&quot;: &quot;stream&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.147314, 46.219521], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;Schweiz/Suisse/Svizzera/Svizra&quot;, &quot;id&quot;: &quot;en.52&quot;, &quot;name&quot;: &quot;paquis&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;P\\u00e2quis, Gen\\u00e8ve, 1202, Schweiz/Suisse/Svizzera/Svizra&quot;, &quot;type&quot;: &quot;administrative&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [7.072597, 45.650494], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;Italia&quot;, &quot;id&quot;: &quot;en.57&quot;, &quot;name&quot;: &quot;Prariond&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Prariond, Plant\\u00e9, Valgrisenche, Valle d\\u0027Aosta / Vall\\u00e9e d\\u0027Aoste, Italia&quot;, &quot;type&quot;: &quot;hamlet&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.844478, 45.408958], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.62&quot;, &quot;name&quot;: &quot;Fresse&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Fresse, \\u00c9gliseneuve-d\\u0027Entraigues, Issoire, Puy-de-D\\u00f4me, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 63850, France&quot;, &quot;type&quot;: &quot;isolated_dwelling&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.844478, 45.408958], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.66&quot;, &quot;name&quot;: &quot;Fresse&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Fresse, \\u00c9gliseneuve-d\\u0027Entraigues, Issoire, Puy-de-D\\u00f4me, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 63850, France&quot;, &quot;type&quot;: &quot;isolated_dwelling&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [10.38635, 53.582329], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;Deutschland&quot;, &quot;id&quot;: &quot;en.72&quot;, &quot;name&quot;: &quot;Grande&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Grande, Trittau, Stormarn, Schleswig-Holstein, Deutschland&quot;, &quot;type&quot;: &quot;administrative&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [8.303371, 51.188893], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;Deutschland&quot;, &quot;id&quot;: &quot;en.76&quot;, &quot;name&quot;: &quot;Leisse&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Lei\\u00dfe, Bad Fredeburg, Schmallenberg, Hochsauerlandkreis, Nordrhein-Westfalen, 57392, Deutschland&quot;, &quot;type&quot;: &quot;stream&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.89952, 45.412971], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.82&quot;, &quot;name&quot;: &quot;Nettes&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Lac des Nettes, Termignon, Val-Cenis, Saint-Jean-de-Maurienne, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73500, France&quot;, &quot;type&quot;: &quot;water&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.89952, 45.412971], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: &quot;en.86&quot;, &quot;name&quot;: &quot;Nettes&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Lac des Nettes, Termignon, Val-Cenis, Saint-Jean-de-Maurienne, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73500, France&quot;, &quot;type&quot;: &quot;water&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [8.303371, 51.188893], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;Deutschland&quot;, &quot;id&quot;: &quot;en.90&quot;, &quot;name&quot;: &quot;Leisse&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Lei\\u00dfe, Bad Fredeburg, Schmallenberg, Hochsauerlandkreis, Nordrhein-Westfalen, 57392, Deutschland&quot;, &quot;type&quot;: &quot;stream&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
-       "\n",
-       "        \n",
-       "    \n",
-       "    geo_json_f8c01c3d777e056b4d3bdab8e8e77bcc.bindTooltip(\n",
-       "    function(layer){\n",
-       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
-       "    \n",
-       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
-       "    let fields = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let aliases = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
-       "        String(\n",
-       "        fields.map(\n",
-       "        (v,i)=&gt;\n",
-       "        `&lt;tr&gt;\n",
-       "            &lt;th&gt;${aliases[i].toLocaleString()}&lt;/th&gt;\n",
-       "            \n",
-       "            &lt;td&gt;${handleObject(layer.feature.properties[v]).toLocaleString()}&lt;/td&gt;\n",
-       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
-       "    +&#x27;&lt;/table&gt;&#x27;;\n",
-       "    div.innerHTML=table;\n",
-       "    \n",
-       "    return div\n",
-       "    }\n",
-       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
-       "                     \n",
-       "&lt;/script&gt;\" 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 0x13f038520>"
-      ]
-     },
-     "execution_count": 60,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "doc_geoparsed.get_folium_map()"
    ]
@@ -4583,17 +1693,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['Palet', 'Bellecote', 'berger', 'Tichot', 'Claret', 'paquis', 'Grattaleu', 'Plagne', 'Nettes', 'Fresse', 'GR', 'Grande', 'Grassaz', 'Prariond', 'Lognan', 'Leisse', 'col']\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "places_list = list(set([ent.text for ent in doc_geoparsed.ne_place]))\n",
     "print(places_list)"
@@ -4608,169 +1710,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": null,
    "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=\"&lt;!DOCTYPE html&gt;\n",
-       "&lt;head&gt;    \n",
-       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
-       "    \n",
-       "        &lt;script&gt;\n",
-       "            L_NO_TOUCH = false;\n",
-       "            L_DISABLE_3D = false;\n",
-       "        &lt;/script&gt;\n",
-       "    \n",
-       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
-       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
-       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
-       "    \n",
-       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
-       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
-       "            &lt;style&gt;\n",
-       "                #map_c52bf484a7fd98eba5168dfeb14a820b {\n",
-       "                    position: relative;\n",
-       "                    width: 100.0%;\n",
-       "                    height: 100.0%;\n",
-       "                    left: 0.0%;\n",
-       "                    top: 0.0%;\n",
-       "                }\n",
-       "            &lt;/style&gt;\n",
-       "        \n",
-       "    \n",
-       "                    &lt;style&gt;\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",
-       "                    &lt;/style&gt;\n",
-       "            \n",
-       "&lt;/head&gt;\n",
-       "&lt;body&gt;    \n",
-       "    \n",
-       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_c52bf484a7fd98eba5168dfeb14a820b&quot; &gt;&lt;/div&gt;\n",
-       "        \n",
-       "&lt;/body&gt;\n",
-       "&lt;script&gt;    \n",
-       "    \n",
-       "            var map_c52bf484a7fd98eba5168dfeb14a820b = L.map(\n",
-       "                &quot;map_c52bf484a7fd98eba5168dfeb14a820b&quot;,\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_8e58d1c530dcad40e22bd4d2d772f562 = L.tileLayer(\n",
-       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
-       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
-       "            ).addTo(map_c52bf484a7fd98eba5168dfeb14a820b);\n",
-       "        \n",
-       "    \n",
-       "\n",
-       "        function geo_json_2a278dedf94bc78af3ffa2917f457355_onEachFeature(feature, layer) {\n",
-       "            layer.on({\n",
-       "            });\n",
-       "        };\n",
-       "        var geo_json_2a278dedf94bc78af3ffa2917f457355 = L.geoJson(null, {\n",
-       "                onEachFeature: geo_json_2a278dedf94bc78af3ffa2917f457355_onEachFeature,\n",
-       "            \n",
-       "        });\n",
-       "\n",
-       "        function geo_json_2a278dedf94bc78af3ffa2917f457355_add (data) {\n",
-       "            geo_json_2a278dedf94bc78af3ffa2917f457355\n",
-       "                .addData(data)\n",
-       "                .addTo(map_c52bf484a7fd98eba5168dfeb14a820b);\n",
-       "        }\n",
-       "            geo_json_2a278dedf94bc78af3ffa2917f457355_add({&quot;bbox&quot;: [6.839184, 45.396851, 6.92214, 45.480323], &quot;features&quot;: [{&quot;bbox&quot;: [6.839184, 45.396851, 6.92214, 45.480323], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[6.839184, 45.480323], [6.83987, 45.479299], [6.841973, 45.478562], [6.843969, 45.47857], [6.845235, 45.479931], [6.847187, 45.479675], [6.847766, 45.480112], [6.848368, 45.479932], [6.849569, 45.480172], [6.850213, 45.479029], [6.850685, 45.477254], [6.8509, 45.476306], [6.851114, 45.474425], [6.851758, 45.472889], [6.853217, 45.471626], [6.855106, 45.46982], [6.855534, 45.468766], [6.855191, 45.468014], [6.85605, 45.46684], [6.856092, 45.464914], [6.856049, 45.463891], [6.855663, 45.462356], [6.856093, 45.461679], [6.856822, 45.46137], [6.857122, 45.460038], [6.857166, 45.458864], [6.857724, 45.458021], [6.858754, 45.457765], [6.859698, 45.458503], [6.860513, 45.458097], [6.861564, 45.458676], [6.861575, 45.457732], [6.860641, 45.456396], [6.864246, 45.456245], [6.865748, 45.455944], [6.867508, 45.455763], [6.869139, 45.455884], [6.870942, 45.456034], [6.875319, 45.454649], [6.879224, 45.455432], [6.881391, 45.454996], [6.883816, 45.455463], [6.886091, 45.455613], [6.887936, 45.456004], [6.890725, 45.457841], [6.890789, 45.45608], [6.891379, 45.454687], [6.892742, 45.454379], [6.894287, 45.453084], [6.896261, 45.45191], [6.896733, 45.452663], [6.898192, 45.452602], [6.899759, 45.453009], [6.90184, 45.452392], [6.902398, 45.451308], [6.903771, 45.450827], [6.905102, 45.450525], [6.906303, 45.451308], [6.909179, 45.449742], [6.911582, 45.448568], [6.913986, 45.447755], [6.916839, 45.44619], [6.917944, 45.444971], [6.920036, 45.444083], [6.92214, 45.441493], [6.921732, 45.440138], [6.91921, 45.437713], [6.916174, 45.435741], [6.915831, 45.433859], [6.915701, 45.432067], [6.914092, 45.430877], [6.912398, 45.429567], [6.912054, 45.428845], [6.910767, 45.428423], [6.910209, 45.4277], [6.910423, 45.427038], [6.908664, 45.425321], [6.906861, 45.423603], [6.905509, 45.42261], [6.903985, 45.421586], [6.904544, 45.420486], [6.904587, 45.418784], [6.903986, 45.41779], [6.9039, 45.416254], [6.904393, 45.414838], [6.9042, 45.413301], [6.902741, 45.411855], [6.90081, 45.411524], [6.900123, 45.410636], [6.90111, 45.409476], [6.901003, 45.408707], [6.900349, 45.408564], [6.900064, 45.409095], [6.899343, 45.408773], [6.89742, 45.408511], [6.893514, 45.404624], [6.890639, 45.403811], [6.889116, 45.403374], [6.887592, 45.402576], [6.886176, 45.401822], [6.886262, 45.400858], [6.886444, 45.400128], [6.887142, 45.4], [6.88652, 45.399201], [6.885339, 45.398297], [6.885704, 45.397966], [6.88403, 45.397318], [6.88227, 45.396851]]], &quot;type&quot;: &quot;MultiLineString&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
-       "\n",
-       "        \n",
-       "    \n",
-       "            map_c52bf484a7fd98eba5168dfeb14a820b.fitBounds(\n",
-       "                [[43.157123, -1.244805], [50.823249, 7.211431]],\n",
-       "                {}\n",
-       "            );\n",
-       "        \n",
-       "    \n",
-       "\n",
-       "        function geo_json_0a28f4e8674d4f86f4621fd379905d71_onEachFeature(feature, layer) {\n",
-       "            layer.on({\n",
-       "            });\n",
-       "        };\n",
-       "        var geo_json_0a28f4e8674d4f86f4621fd379905d71 = L.geoJson(null, {\n",
-       "                onEachFeature: geo_json_0a28f4e8674d4f86f4621fd379905d71_onEachFeature,\n",
-       "            \n",
-       "        });\n",
-       "\n",
-       "        function geo_json_0a28f4e8674d4f86f4621fd379905d71_add (data) {\n",
-       "            geo_json_0a28f4e8674d4f86f4621fd379905d71\n",
-       "                .addData(data)\n",
-       "                .addTo(map_c52bf484a7fd98eba5168dfeb14a820b);\n",
-       "        }\n",
-       "            geo_json_0a28f4e8674d4f86f4621fd379905d71_add({&quot;features&quot;: [{&quot;geometry&quot;: {&quot;coordinates&quot;: [-1.244805, 48.200191], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Palet&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Palet, Taillis, Foug\\u00e8res-Vitr\\u00e9, Ille-et-Vilaine, Bretagne, France m\\u00e9tropolitaine, 35500, France&quot;, &quot;type&quot;: &quot;hamlet&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.963285, 45.462018], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Bellecote&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Bellecote, Sentier de la Vall\\u00e9e Perdue, Le Cr\\u00eat, La Daille, Val-d\\u0027Is\\u00e8re, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73150, France&quot;, &quot;type&quot;: &quot;yes&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [5.060961, 46.105022], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;berger&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Berger, Saint-Andr\\u00e9-le-Bouchoux, Bourg-en-Bresse, Ain, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 01240, France&quot;, &quot;type&quot;: &quot;hamlet&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.896874, 45.454039], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Tichot&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Tichot, Tarte \\u00e0 Lognan, Val-Claret, Tignes, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73320, France&quot;, &quot;type&quot;: &quot;station&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [3.905872, 43.862148], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Claret&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Claret, Lod\\u00e8ve, H\\u00e9rault, Occitanie, France m\\u00e9tropolitaine, 34270, France&quot;, &quot;type&quot;: &quot;administrative&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [7.211431, 48.207614], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;paquis&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Paquis, Aubure, Colmar-Ribeauvill\\u00e9, Haut-Rhin, Grand Est, France m\\u00e9tropolitaine, 68150, France&quot;, &quot;type&quot;: &quot;locality&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.858926, 45.461481], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Grattaleu&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Lac du Grattaleu, Peisey-Nancroix, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73210, France&quot;, &quot;type&quot;: &quot;water&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [1.060214, 43.157123], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Plagne&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Plagne, Muret, Haute-Garonne, Occitanie, France m\\u00e9tropolitaine, 31220, France&quot;, &quot;type&quot;: &quot;administrative&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.89952, 45.412971], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Nettes&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Lac des Nettes, Termignon, Val-Cenis, Saint-Jean-de-Maurienne, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73500, France&quot;, &quot;type&quot;: &quot;water&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.844478, 45.408958], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Fresse&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Fresse, \\u00c9gliseneuve-d\\u0027Entraigues, Issoire, Puy-de-D\\u00f4me, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 63850, France&quot;, &quot;type&quot;: &quot;isolated_dwelling&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [2.014202, 50.823249], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;GR&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Grande Rue, Louches, Calais, Pas-de-Calais, Hauts-de-France, France m\\u00e9tropolitaine, 62610, France&quot;, &quot;type&quot;: &quot;hamlet&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [3.682996, 44.905336], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Grande&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Grande, Alleyras, Le Puy-en-Velay, Haute-Loire, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 43580, France&quot;, &quot;type&quot;: &quot;residential&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.837532, 45.456069], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Grassaz&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Col de la Grassaz, Peisey-Nancroix, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73210, France&quot;, &quot;type&quot;: &quot;yes&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.43923, 45.445076], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Prariond&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Prariond, Mottet, Les Avanchers-Valmorel, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73260, France&quot;, &quot;type&quot;: &quot;platter&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.926505, 45.978552], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Lognan&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Lognan, Chemin de la Glaci\\u00e8re, Les Chosalets, Argenti\\u00e8re, Chamonix-Mont-Blanc, Bonneville, Haute-Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 74400, France&quot;, &quot;type&quot;: &quot;station&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.898275, 45.419228], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Leisse&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Leisse, Chemin de Borsat, Val-d\\u0027Is\\u00e8re, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73150, France&quot;, &quot;type&quot;: &quot;station&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [4.467755, 44.831458], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;col&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Col, Saint-Pierreville, Tournon-sur-Rh\\u00f4ne, Ard\\u00e8che, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 07190, France&quot;, &quot;type&quot;: &quot;hamlet&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
-       "\n",
-       "        \n",
-       "    \n",
-       "    geo_json_0a28f4e8674d4f86f4621fd379905d71.bindTooltip(\n",
-       "    function(layer){\n",
-       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
-       "    \n",
-       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
-       "    let fields = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let aliases = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
-       "        String(\n",
-       "        fields.map(\n",
-       "        (v,i)=&gt;\n",
-       "        `&lt;tr&gt;\n",
-       "            &lt;th&gt;${aliases[i].toLocaleString()}&lt;/th&gt;\n",
-       "            \n",
-       "            &lt;td&gt;${handleObject(layer.feature.properties[v]).toLocaleString()}&lt;/td&gt;\n",
-       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
-       "    +&#x27;&lt;/table&gt;&#x27;;\n",
-       "    div.innerHTML=table;\n",
-       "    \n",
-       "    return div\n",
-       "    }\n",
-       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
-       "                     \n",
-       "&lt;/script&gt;\" 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 0x13f31d100>"
-      ]
-     },
-     "execution_count": 62,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# instancier le geocoder avec le code pays\n",
     "geocoder = Geocoder(country_code = 'fr')\n",
@@ -4791,169 +1733,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": null,
    "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=\"&lt;!DOCTYPE html&gt;\n",
-       "&lt;head&gt;    \n",
-       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
-       "    \n",
-       "        &lt;script&gt;\n",
-       "            L_NO_TOUCH = false;\n",
-       "            L_DISABLE_3D = false;\n",
-       "        &lt;/script&gt;\n",
-       "    \n",
-       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
-       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
-       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
-       "    \n",
-       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
-       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
-       "            &lt;style&gt;\n",
-       "                #map_5bf1a37e3c2b212528bc5a8888604341 {\n",
-       "                    position: relative;\n",
-       "                    width: 100.0%;\n",
-       "                    height: 100.0%;\n",
-       "                    left: 0.0%;\n",
-       "                    top: 0.0%;\n",
-       "                }\n",
-       "            &lt;/style&gt;\n",
-       "        \n",
-       "    \n",
-       "                    &lt;style&gt;\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",
-       "                    &lt;/style&gt;\n",
-       "            \n",
-       "&lt;/head&gt;\n",
-       "&lt;body&gt;    \n",
-       "    \n",
-       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_5bf1a37e3c2b212528bc5a8888604341&quot; &gt;&lt;/div&gt;\n",
-       "        \n",
-       "&lt;/body&gt;\n",
-       "&lt;script&gt;    \n",
-       "    \n",
-       "            var map_5bf1a37e3c2b212528bc5a8888604341 = L.map(\n",
-       "                &quot;map_5bf1a37e3c2b212528bc5a8888604341&quot;,\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_4f325f8681c1b4ad752ce036bbeccba7 = L.tileLayer(\n",
-       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
-       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
-       "            ).addTo(map_5bf1a37e3c2b212528bc5a8888604341);\n",
-       "        \n",
-       "    \n",
-       "\n",
-       "        function geo_json_57516ce8bc05e142ec173cab7c1bf20a_onEachFeature(feature, layer) {\n",
-       "            layer.on({\n",
-       "            });\n",
-       "        };\n",
-       "        var geo_json_57516ce8bc05e142ec173cab7c1bf20a = L.geoJson(null, {\n",
-       "                onEachFeature: geo_json_57516ce8bc05e142ec173cab7c1bf20a_onEachFeature,\n",
-       "            \n",
-       "        });\n",
-       "\n",
-       "        function geo_json_57516ce8bc05e142ec173cab7c1bf20a_add (data) {\n",
-       "            geo_json_57516ce8bc05e142ec173cab7c1bf20a\n",
-       "                .addData(data)\n",
-       "                .addTo(map_5bf1a37e3c2b212528bc5a8888604341);\n",
-       "        }\n",
-       "            geo_json_57516ce8bc05e142ec173cab7c1bf20a_add({&quot;bbox&quot;: [6.839184, 45.396851, 6.92214, 45.480323], &quot;features&quot;: [{&quot;bbox&quot;: [6.839184, 45.396851, 6.92214, 45.480323], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[6.839184, 45.480323], [6.83987, 45.479299], [6.841973, 45.478562], [6.843969, 45.47857], [6.845235, 45.479931], [6.847187, 45.479675], [6.847766, 45.480112], [6.848368, 45.479932], [6.849569, 45.480172], [6.850213, 45.479029], [6.850685, 45.477254], [6.8509, 45.476306], [6.851114, 45.474425], [6.851758, 45.472889], [6.853217, 45.471626], [6.855106, 45.46982], [6.855534, 45.468766], [6.855191, 45.468014], [6.85605, 45.46684], [6.856092, 45.464914], [6.856049, 45.463891], [6.855663, 45.462356], [6.856093, 45.461679], [6.856822, 45.46137], [6.857122, 45.460038], [6.857166, 45.458864], [6.857724, 45.458021], [6.858754, 45.457765], [6.859698, 45.458503], [6.860513, 45.458097], [6.861564, 45.458676], [6.861575, 45.457732], [6.860641, 45.456396], [6.864246, 45.456245], [6.865748, 45.455944], [6.867508, 45.455763], [6.869139, 45.455884], [6.870942, 45.456034], [6.875319, 45.454649], [6.879224, 45.455432], [6.881391, 45.454996], [6.883816, 45.455463], [6.886091, 45.455613], [6.887936, 45.456004], [6.890725, 45.457841], [6.890789, 45.45608], [6.891379, 45.454687], [6.892742, 45.454379], [6.894287, 45.453084], [6.896261, 45.45191], [6.896733, 45.452663], [6.898192, 45.452602], [6.899759, 45.453009], [6.90184, 45.452392], [6.902398, 45.451308], [6.903771, 45.450827], [6.905102, 45.450525], [6.906303, 45.451308], [6.909179, 45.449742], [6.911582, 45.448568], [6.913986, 45.447755], [6.916839, 45.44619], [6.917944, 45.444971], [6.920036, 45.444083], [6.92214, 45.441493], [6.921732, 45.440138], [6.91921, 45.437713], [6.916174, 45.435741], [6.915831, 45.433859], [6.915701, 45.432067], [6.914092, 45.430877], [6.912398, 45.429567], [6.912054, 45.428845], [6.910767, 45.428423], [6.910209, 45.4277], [6.910423, 45.427038], [6.908664, 45.425321], [6.906861, 45.423603], [6.905509, 45.42261], [6.903985, 45.421586], [6.904544, 45.420486], [6.904587, 45.418784], [6.903986, 45.41779], [6.9039, 45.416254], [6.904393, 45.414838], [6.9042, 45.413301], [6.902741, 45.411855], [6.90081, 45.411524], [6.900123, 45.410636], [6.90111, 45.409476], [6.901003, 45.408707], [6.900349, 45.408564], [6.900064, 45.409095], [6.899343, 45.408773], [6.89742, 45.408511], [6.893514, 45.404624], [6.890639, 45.403811], [6.889116, 45.403374], [6.887592, 45.402576], [6.886176, 45.401822], [6.886262, 45.400858], [6.886444, 45.400128], [6.887142, 45.4], [6.88652, 45.399201], [6.885339, 45.398297], [6.885704, 45.397966], [6.88403, 45.397318], [6.88227, 45.396851]]], &quot;type&quot;: &quot;MultiLineString&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
-       "\n",
-       "        \n",
-       "    \n",
-       "            map_5bf1a37e3c2b212528bc5a8888604341.fitBounds(\n",
-       "                [[45.207191, 5.867346], [45.462018, 6.963285]],\n",
-       "                {}\n",
-       "            );\n",
-       "        \n",
-       "    \n",
-       "\n",
-       "        function geo_json_f3b3c496857253002b6ceab4b824bd98_onEachFeature(feature, layer) {\n",
-       "            layer.on({\n",
-       "            });\n",
-       "        };\n",
-       "        var geo_json_f3b3c496857253002b6ceab4b824bd98 = L.geoJson(null, {\n",
-       "                onEachFeature: geo_json_f3b3c496857253002b6ceab4b824bd98_onEachFeature,\n",
-       "            \n",
-       "        });\n",
-       "\n",
-       "        function geo_json_f3b3c496857253002b6ceab4b824bd98_add (data) {\n",
-       "            geo_json_f3b3c496857253002b6ceab4b824bd98\n",
-       "                .addData(data)\n",
-       "                .addTo(map_5bf1a37e3c2b212528bc5a8888604341);\n",
-       "        }\n",
-       "            geo_json_f3b3c496857253002b6ceab4b824bd98_add({&quot;features&quot;: [{&quot;geometry&quot;: {&quot;coordinates&quot;: [6.863067, 45.451642], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Palet&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Signal du Palet, Champagny-en-Vanoise, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73350, France&quot;, &quot;type&quot;: &quot;peak&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.963285, 45.462018], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Bellecote&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Bellecote, Sentier de la Vall\\u00e9e Perdue, Le Cr\\u00eat, La Daille, Val-d\\u0027Is\\u00e8re, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73150, France&quot;, &quot;type&quot;: &quot;yes&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [5.867346, 45.308667], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;berger&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Berger, Saint-Hilaire, Plateau-des-Petites-Roches, Grenoble, Is\\u00e8re, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 38660, France&quot;, &quot;type&quot;: &quot;footway&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.896874, 45.454039], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Tichot&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Tichot, Tarte \\u00e0 Lognan, Val-Claret, Tignes, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73320, France&quot;, &quot;type&quot;: &quot;station&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.422623, 45.255481], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Claret&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Claret, Saint-Julien-Mont-Denis, Saint-Jean-de-Maurienne, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73870, France&quot;, &quot;type&quot;: &quot;hamlet&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.914334, 45.458216], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;paquis&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Paquis, GunPowder, Tignes, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73320, France&quot;, &quot;type&quot;: &quot;station&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.858926, 45.461481], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Grattaleu&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Lac du Grattaleu, Peisey-Nancroix, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73210, France&quot;, &quot;type&quot;: &quot;water&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.392506, 45.207191], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Plagne&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Plagne, Copies, La Plagne, Albanne, Montricher-Albanne, Saint-Jean-de-Maurienne, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73870, France&quot;, &quot;type&quot;: &quot;platter&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.89952, 45.412971], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Nettes&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Lac des Nettes, Termignon, Val-Cenis, Saint-Jean-de-Maurienne, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73500, France&quot;, &quot;type&quot;: &quot;water&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.92583, 45.442088], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Fresse&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Fresse, Piste du Col de Fresse, Val-d\\u0027Is\\u00e8re, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73150, France&quot;, &quot;type&quot;: &quot;station&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.579058, 45.298166], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;GR&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Grande Rue, Saint-Martin-de-Belleville, Les Belleville, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73440, France&quot;, &quot;type&quot;: &quot;quarter&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.837532, 45.456069], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Grassaz&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Col de la Grassaz, Peisey-Nancroix, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73210, France&quot;, &quot;type&quot;: &quot;yes&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.43923, 45.445076], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Prariond&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Prariond, Mottet, Les Avanchers-Valmorel, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73260, France&quot;, &quot;type&quot;: &quot;platter&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.395829, 45.350595], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Lognan&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Cr\\u00eat Lognan, Les Belleville, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, France&quot;, &quot;type&quot;: &quot;peak&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.898275, 45.419228], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;Leisse&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Leisse, Chemin de Borsat, Val-d\\u0027Is\\u00e8re, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73150, France&quot;, &quot;type&quot;: &quot;station&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.60536, 45.273046], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;country&quot;: &quot;France&quot;, &quot;id&quot;: 0, &quot;name&quot;: &quot;col&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Col, Boulevard Lauzes, Slalom, Saint-Martin-de-Belleville, Les Belleville, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73440, France&quot;, &quot;type&quot;: &quot;station&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
-       "\n",
-       "        \n",
-       "    \n",
-       "    geo_json_f3b3c496857253002b6ceab4b824bd98.bindTooltip(\n",
-       "    function(layer){\n",
-       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
-       "    \n",
-       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
-       "    let fields = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let aliases = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
-       "        String(\n",
-       "        fields.map(\n",
-       "        (v,i)=&gt;\n",
-       "        `&lt;tr&gt;\n",
-       "            &lt;th&gt;${aliases[i].toLocaleString()}&lt;/th&gt;\n",
-       "            \n",
-       "            &lt;td&gt;${handleObject(layer.feature.properties[v]).toLocaleString()}&lt;/td&gt;\n",
-       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
-       "    +&#x27;&lt;/table&gt;&#x27;;\n",
-       "    div.innerHTML=table;\n",
-       "    \n",
-       "    return div\n",
-       "    }\n",
-       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
-       "                     \n",
-       "&lt;/script&gt;\" 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 0x13e6491f0>"
-      ]
-     },
-     "execution_count": 63,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "bbox = [5.62216508714297, 45.051683489057, 7.18563279407213, 45.9384576816403] # zone d'intervention du PGHM Isère\n",
     "\n",
@@ -4977,169 +1759,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": null,
    "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=\"&lt;!DOCTYPE html&gt;\n",
-       "&lt;head&gt;    \n",
-       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
-       "    \n",
-       "        &lt;script&gt;\n",
-       "            L_NO_TOUCH = false;\n",
-       "            L_DISABLE_3D = false;\n",
-       "        &lt;/script&gt;\n",
-       "    \n",
-       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
-       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
-       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
-       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
-       "    \n",
-       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
-       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
-       "            &lt;style&gt;\n",
-       "                #map_5fcfb6c99d65b3ae71495beba4ac0f49 {\n",
-       "                    position: relative;\n",
-       "                    width: 100.0%;\n",
-       "                    height: 100.0%;\n",
-       "                    left: 0.0%;\n",
-       "                    top: 0.0%;\n",
-       "                }\n",
-       "            &lt;/style&gt;\n",
-       "        \n",
-       "    \n",
-       "                    &lt;style&gt;\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",
-       "                    &lt;/style&gt;\n",
-       "            \n",
-       "&lt;/head&gt;\n",
-       "&lt;body&gt;    \n",
-       "    \n",
-       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_5fcfb6c99d65b3ae71495beba4ac0f49&quot; &gt;&lt;/div&gt;\n",
-       "        \n",
-       "&lt;/body&gt;\n",
-       "&lt;script&gt;    \n",
-       "    \n",
-       "            var map_5fcfb6c99d65b3ae71495beba4ac0f49 = L.map(\n",
-       "                &quot;map_5fcfb6c99d65b3ae71495beba4ac0f49&quot;,\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_6b04f5f1384eba8f33ba05dda6dcb573 = L.tileLayer(\n",
-       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
-       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
-       "            ).addTo(map_5fcfb6c99d65b3ae71495beba4ac0f49);\n",
-       "        \n",
-       "    \n",
-       "\n",
-       "        function geo_json_a491f7fa51a4af06c5d28be388749b20_onEachFeature(feature, layer) {\n",
-       "            layer.on({\n",
-       "            });\n",
-       "        };\n",
-       "        var geo_json_a491f7fa51a4af06c5d28be388749b20 = L.geoJson(null, {\n",
-       "                onEachFeature: geo_json_a491f7fa51a4af06c5d28be388749b20_onEachFeature,\n",
-       "            \n",
-       "        });\n",
-       "\n",
-       "        function geo_json_a491f7fa51a4af06c5d28be388749b20_add (data) {\n",
-       "            geo_json_a491f7fa51a4af06c5d28be388749b20\n",
-       "                .addData(data)\n",
-       "                .addTo(map_5fcfb6c99d65b3ae71495beba4ac0f49);\n",
-       "        }\n",
-       "            geo_json_a491f7fa51a4af06c5d28be388749b20_add({&quot;bbox&quot;: [6.839184, 45.396851, 6.92214, 45.480323], &quot;features&quot;: [{&quot;bbox&quot;: [6.839184, 45.396851, 6.92214, 45.480323], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[6.839184, 45.480323], [6.83987, 45.479299], [6.841973, 45.478562], [6.843969, 45.47857], [6.845235, 45.479931], [6.847187, 45.479675], [6.847766, 45.480112], [6.848368, 45.479932], [6.849569, 45.480172], [6.850213, 45.479029], [6.850685, 45.477254], [6.8509, 45.476306], [6.851114, 45.474425], [6.851758, 45.472889], [6.853217, 45.471626], [6.855106, 45.46982], [6.855534, 45.468766], [6.855191, 45.468014], [6.85605, 45.46684], [6.856092, 45.464914], [6.856049, 45.463891], [6.855663, 45.462356], [6.856093, 45.461679], [6.856822, 45.46137], [6.857122, 45.460038], [6.857166, 45.458864], [6.857724, 45.458021], [6.858754, 45.457765], [6.859698, 45.458503], [6.860513, 45.458097], [6.861564, 45.458676], [6.861575, 45.457732], [6.860641, 45.456396], [6.864246, 45.456245], [6.865748, 45.455944], [6.867508, 45.455763], [6.869139, 45.455884], [6.870942, 45.456034], [6.875319, 45.454649], [6.879224, 45.455432], [6.881391, 45.454996], [6.883816, 45.455463], [6.886091, 45.455613], [6.887936, 45.456004], [6.890725, 45.457841], [6.890789, 45.45608], [6.891379, 45.454687], [6.892742, 45.454379], [6.894287, 45.453084], [6.896261, 45.45191], [6.896733, 45.452663], [6.898192, 45.452602], [6.899759, 45.453009], [6.90184, 45.452392], [6.902398, 45.451308], [6.903771, 45.450827], [6.905102, 45.450525], [6.906303, 45.451308], [6.909179, 45.449742], [6.911582, 45.448568], [6.913986, 45.447755], [6.916839, 45.44619], [6.917944, 45.444971], [6.920036, 45.444083], [6.92214, 45.441493], [6.921732, 45.440138], [6.91921, 45.437713], [6.916174, 45.435741], [6.915831, 45.433859], [6.915701, 45.432067], [6.914092, 45.430877], [6.912398, 45.429567], [6.912054, 45.428845], [6.910767, 45.428423], [6.910209, 45.4277], [6.910423, 45.427038], [6.908664, 45.425321], [6.906861, 45.423603], [6.905509, 45.42261], [6.903985, 45.421586], [6.904544, 45.420486], [6.904587, 45.418784], [6.903986, 45.41779], [6.9039, 45.416254], [6.904393, 45.414838], [6.9042, 45.413301], [6.902741, 45.411855], [6.90081, 45.411524], [6.900123, 45.410636], [6.90111, 45.409476], [6.901003, 45.408707], [6.900349, 45.408564], [6.900064, 45.409095], [6.899343, 45.408773], [6.89742, 45.408511], [6.893514, 45.404624], [6.890639, 45.403811], [6.889116, 45.403374], [6.887592, 45.402576], [6.886176, 45.401822], [6.886262, 45.400858], [6.886444, 45.400128], [6.887142, 45.4], [6.88652, 45.399201], [6.885339, 45.398297], [6.885704, 45.397966], [6.88403, 45.397318], [6.88227, 45.396851]]], &quot;type&quot;: &quot;MultiLineString&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
-       "\n",
-       "        \n",
-       "    \n",
-       "            map_5fcfb6c99d65b3ae71495beba4ac0f49.fitBounds(\n",
-       "                [[45.412971, 6.837532], [45.462018, 6.963285]],\n",
-       "                {}\n",
-       "            );\n",
-       "        \n",
-       "    \n",
-       "\n",
-       "        function geo_json_65a37b14e1dcc6fc446f098e9b6d3509_onEachFeature(feature, layer) {\n",
-       "            layer.on({\n",
-       "            });\n",
-       "        };\n",
-       "        var geo_json_65a37b14e1dcc6fc446f098e9b6d3509 = L.geoJson(null, {\n",
-       "                onEachFeature: geo_json_65a37b14e1dcc6fc446f098e9b6d3509_onEachFeature,\n",
-       "            \n",
-       "        });\n",
-       "\n",
-       "        function geo_json_65a37b14e1dcc6fc446f098e9b6d3509_add (data) {\n",
-       "            geo_json_65a37b14e1dcc6fc446f098e9b6d3509\n",
-       "                .addData(data)\n",
-       "                .addTo(map_5fcfb6c99d65b3ae71495beba4ac0f49);\n",
-       "        }\n",
-       "            geo_json_65a37b14e1dcc6fc446f098e9b6d3509_add({&quot;features&quot;: [{&quot;geometry&quot;: {&quot;coordinates&quot;: [6.863067, 45.451642], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.451642, &quot;longitude&quot;: 6.863067, &quot;name&quot;: &quot;Palet&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Signal du Palet, Champagny-en-Vanoise, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73350, France&quot;, &quot;xmlID&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.963285, 45.462018], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.462018, &quot;longitude&quot;: 6.963285, &quot;name&quot;: &quot;Bellecote&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Bellecote, Sentier de la Vall\\u00e9e Perdue, Le Cr\\u00eat, La Daille, Val-d\\u0027Is\\u00e8re, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73150, France&quot;, &quot;xmlID&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.896874, 45.454039], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.454039, &quot;longitude&quot;: 6.896874, &quot;name&quot;: &quot;Tichot&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Tichot, Tarte \\u00e0 Lognan, Val-Claret, Tignes, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73320, France&quot;, &quot;xmlID&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.914334, 45.458216], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.458216, &quot;longitude&quot;: 6.914334, &quot;name&quot;: &quot;paquis&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Paquis, GunPowder, Tignes, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73320, France&quot;, &quot;xmlID&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.858926, 45.461481], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.461481, &quot;longitude&quot;: 6.858926, &quot;name&quot;: &quot;Grattaleu&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Lac du Grattaleu, Peisey-Nancroix, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73210, France&quot;, &quot;xmlID&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.89952, 45.412971], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.412971, &quot;longitude&quot;: 6.89952, &quot;name&quot;: &quot;Nettes&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Lac des Nettes, Termignon, Val-Cenis, Saint-Jean-de-Maurienne, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73500, France&quot;, &quot;xmlID&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.92583, 45.442088], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.442088, &quot;longitude&quot;: 6.92583, &quot;name&quot;: &quot;Fresse&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Fresse, Piste du Col de Fresse, Val-d\\u0027Is\\u00e8re, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73150, France&quot;, &quot;xmlID&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.837532, 45.456069], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.456069, &quot;longitude&quot;: 6.837532, &quot;name&quot;: &quot;Grassaz&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Col de la Grassaz, Peisey-Nancroix, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73210, France&quot;, &quot;xmlID&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [6.898275, 45.419228], &quot;type&quot;: &quot;Point&quot;}, &quot;properties&quot;: {&quot;cluster&quot;: 0, &quot;country&quot;: &quot;France&quot;, &quot;latitude&quot;: 45.419228, &quot;longitude&quot;: 6.898275, &quot;name&quot;: &quot;Leisse&quot;, &quot;source&quot;: &quot;nominatim&quot;, &quot;sourceName&quot;: &quot;Leisse, Chemin de Borsat, Val-d\\u0027Is\\u00e8re, Albertville, Savoie, Auvergne-Rh\\u00f4ne-Alpes, France m\\u00e9tropolitaine, 73150, France&quot;, &quot;xmlID&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
-       "\n",
-       "        \n",
-       "    \n",
-       "    geo_json_65a37b14e1dcc6fc446f098e9b6d3509.bindTooltip(\n",
-       "    function(layer){\n",
-       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
-       "    \n",
-       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
-       "    let fields = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let aliases = [&quot;name&quot;, &quot;source&quot;];\n",
-       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
-       "        String(\n",
-       "        fields.map(\n",
-       "        (v,i)=&gt;\n",
-       "        `&lt;tr&gt;\n",
-       "            &lt;th&gt;${aliases[i].toLocaleString()}&lt;/th&gt;\n",
-       "            \n",
-       "            &lt;td&gt;${handleObject(layer.feature.properties[v]).toLocaleString()}&lt;/td&gt;\n",
-       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
-       "    +&#x27;&lt;/table&gt;&#x27;;\n",
-       "    div.innerHTML=table;\n",
-       "    \n",
-       "    return div\n",
-       "    }\n",
-       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
-       "                     \n",
-       "&lt;/script&gt;\" 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 0x13f0388b0>"
-      ]
-     },
-     "execution_count": 64,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# appliquer la désambiguïsation \n",
     "doc_geocoded.cluster_disambiguation()\n",
@@ -5176,7 +1798,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.3"
+   "version": "3.9.13"
   },
   "vscode": {
    "interpreter": {