From c03719e0cca1376fb333852af1b09f96d16cf446 Mon Sep 17 00:00:00 2001
From: Ludovic Moncla <300641+ludovicmoncla@users.noreply.github.com>
Date: Thu, 29 Sep 2022 14:03:42 +0200
Subject: [PATCH] Update Tutoriel-geoparsing.ipynb

---
 Tutoriel-geoparsing.ipynb | 4273 +++++++++++++++++++++++++++++++++++--
 1 file changed, 4097 insertions(+), 176 deletions(-)

diff --git a/Tutoriel-geoparsing.ipynb b/Tutoriel-geoparsing.ipynb
index 866711c..cb0a5bd 100644
--- a/Tutoriel-geoparsing.ipynb
+++ b/Tutoriel-geoparsing.ipynb
@@ -46,13 +46,6 @@
     "* Si vous exécutez ce notebook depuis Google Colab / Binder, vous devez exécuter la cellule suivante :"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "\n"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -75,7 +68,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -101,7 +94,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -114,7 +107,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -131,9 +124,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 4,
+   "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"
+     ]
+    }
+   ],
    "source": [
     "print(arques)"
    ]
@@ -160,7 +161,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -177,9 +178,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 3385 entries, 0 to 3384\n",
+      "Data columns (total 7 columns):\n",
+      " #   Column     Non-Null Count  Dtype \n",
+      "---  ------     --------------  ----- \n",
+      " 0   filename   3385 non-null   object\n",
+      " 1   volume     3385 non-null   int64 \n",
+      " 2   number     3385 non-null   int64 \n",
+      " 3   head       3384 non-null   object\n",
+      " 4   normClass  3384 non-null   object\n",
+      " 5   author     3384 non-null   object\n",
+      " 6   text       3385 non-null   object\n",
+      "dtypes: int64(2), object(5)\n",
+      "memory usage: 185.2+ KB\n"
+     ]
+    }
+   ],
    "source": [
     "data_artfl.info()"
    ]
@@ -195,7 +217,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -211,9 +233,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 3384 entries, 0 to 3384\n",
+      "Data columns (total 7 columns):\n",
+      " #   Column     Non-Null Count  Dtype \n",
+      "---  ------     --------------  ----- \n",
+      " 0   filename   3384 non-null   object\n",
+      " 1   volume     3384 non-null   int64 \n",
+      " 2   number     3384 non-null   int64 \n",
+      " 3   head       3384 non-null   object\n",
+      " 4   normClass  3384 non-null   object\n",
+      " 5   author     3384 non-null   object\n",
+      " 6   text       3384 non-null   object\n",
+      "dtypes: int64(2), object(5)\n",
+      "memory usage: 211.5+ KB\n"
+     ]
+    }
+   ],
    "source": [
     "data_artfl.info()"
    ]
@@ -227,9 +270,115 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 9,
+   "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>filename</th>\n",
+       "      <th>volume</th>\n",
+       "      <th>number</th>\n",
+       "      <th>head</th>\n",
+       "      <th>normClass</th>\n",
+       "      <th>author</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>volume07-1.tei</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Title Page</td>\n",
+       "      <td>unclassified</td>\n",
+       "      <td>unsigned</td>\n",
+       "      <td>ENCYCLOPÉDIE, ou DICTIONNAIRE RAISONNÉ DES SCI...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>volume07-10.tei</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10</td>\n",
+       "      <td>FOESNE ou FOUANE</td>\n",
+       "      <td>Marine | Pêche</td>\n",
+       "      <td>Bellin</td>\n",
+       "      <td>FOESNE ou FOUANE, sub. s. (Marine &amp; Pêche.) c'...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>volume07-100.tei</td>\n",
+       "      <td>7</td>\n",
+       "      <td>100</td>\n",
+       "      <td>Fond de la hune</td>\n",
+       "      <td>unclassified</td>\n",
+       "      <td>Bellin</td>\n",
+       "      <td>Fond de la hune ; ce sont les planches qu on p...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>volume07-1000.tei</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>Fronteau</td>\n",
+       "      <td>Bourrelier | Sellier</td>\n",
+       "      <td>Diderot</td>\n",
+       "      <td>* Fronteau, terme de Sellier-Bourrelier ; c'es...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>volume07-1001.tei</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1001</td>\n",
+       "      <td>FRONTIERE</td>\n",
+       "      <td>Géographie</td>\n",
+       "      <td>Diderot</td>\n",
+       "      <td>* FRONTIERE, s. f. (Géog.) se dit des limites,...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            filename  volume  number              head             normClass  \\\n",
+       "0     volume07-1.tei       7       1        Title Page          unclassified   \n",
+       "1    volume07-10.tei       7      10  FOESNE ou FOUANE        Marine | Pêche   \n",
+       "2   volume07-100.tei       7     100   Fond de la hune          unclassified   \n",
+       "3  volume07-1000.tei       7    1000          Fronteau  Bourrelier | Sellier   \n",
+       "4  volume07-1001.tei       7    1001         FRONTIERE            Géographie   \n",
+       "\n",
+       "     author                                               text  \n",
+       "0  unsigned  ENCYCLOPÉDIE, ou DICTIONNAIRE RAISONNÉ DES SCI...  \n",
+       "1    Bellin  FOESNE ou FOUANE, sub. s. (Marine & Pêche.) c'...  \n",
+       "2    Bellin  Fond de la hune ; ce sont les planches qu on p...  \n",
+       "3   Diderot  * Fronteau, terme de Sellier-Bourrelier ; c'es...  \n",
+       "4   Diderot  * FRONTIERE, s. f. (Géog.) se dit des limites,...  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "data_artfl.head()"
    ]
@@ -250,9 +399,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Il y a 3384 articles dans le jeu de données.\n"
+     ]
+    }
+   ],
    "source": [
     "n = data_artfl.shape[0]\n",
     "print('Il y a ' + str(n) + ' articles dans le jeu de données.')"
@@ -280,9 +437,67 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>filename</th>\n",
+       "      <th>volume</th>\n",
+       "      <th>number</th>\n",
+       "      <th>head</th>\n",
+       "      <th>normClass</th>\n",
+       "      <th>author</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>volume07-1002.tei</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1002</td>\n",
+       "      <td>FRONTIGNAN</td>\n",
+       "      <td>Géographie</td>\n",
+       "      <td>Jaucourt</td>\n",
+       "      <td>FRONTIGNAN, (Géog.) petite ville de France. au...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            filename  volume  number        head   normClass    author  \\\n",
+       "5  volume07-1002.tei       7    1002  FRONTIGNAN  Géographie  Jaucourt   \n",
+       "\n",
+       "                                                text  \n",
+       "5  FRONTIGNAN, (Géog.) petite ville de France. au...  "
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "frontignan = data_artfl.loc[data_artfl['head'] == 'FRONTIGNAN']\n",
     "frontignan"
@@ -297,9 +512,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "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('volume :', frontignan.volume.item())   # similaire à frontignan['volume'].item()\n",
     "print('number :', frontignan.number.item())\n",
@@ -317,9 +542,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "698 articles ont été rédigés par Jaucourt\n"
+     ]
+    }
+   ],
    "source": [
     "req = 'Jaucourt'\n",
     "d_Jaucourt = data_artfl.loc[data_artfl['author'] == req]\n",
@@ -337,9 +570,122 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>filename</th>\n",
+       "      <th>volume</th>\n",
+       "      <th>number</th>\n",
+       "      <th>head</th>\n",
+       "      <th>normClass</th>\n",
+       "      <th>author</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>volume07-1002.tei</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1002</td>\n",
+       "      <td>FRONTIGNAN</td>\n",
+       "      <td>Géographie</td>\n",
+       "      <td>Jaucourt</td>\n",
+       "      <td>FRONTIGNAN, (Géog.) petite ville de France. au...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>volume07-1024.tei</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1024</td>\n",
+       "      <td>FROWARD, le cap.</td>\n",
+       "      <td>Géographie</td>\n",
+       "      <td>Jaucourt</td>\n",
+       "      <td>FROWARD, le cap. (Géog.) &amp; par les François le...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>volume07-1027.tei</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>FRUGALITÉ</td>\n",
+       "      <td>Morale</td>\n",
+       "      <td>Jaucourt</td>\n",
+       "      <td>FRUGALITÉ, (Morale.) simplicité de moeurs &amp; de...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>volume07-1031.tei</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1031</td>\n",
+       "      <td>Fruit verreux</td>\n",
+       "      <td>Histoire naturelle</td>\n",
+       "      <td>Jaucourt</td>\n",
+       "      <td>Fruit verreux, (Hist. nat.) c'est le nom qu'on...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>volume07-1032.tei</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1032</td>\n",
+       "      <td>Fruit, (art de conserver le)</td>\n",
+       "      <td>Economie rustique</td>\n",
+       "      <td>Jaucourt</td>\n",
+       "      <td>Fruit, (art de conserver le) Economie rustiq. ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             filename  volume  number                           head  \\\n",
+       "5   volume07-1002.tei       7    1002                     FRONTIGNAN   \n",
+       "29  volume07-1024.tei       7    1024               FROWARD, le cap.   \n",
+       "32  volume07-1027.tei       7    1027                      FRUGALITÉ   \n",
+       "37  volume07-1031.tei       7    1031                  Fruit verreux   \n",
+       "38  volume07-1032.tei       7    1032  Fruit, (art de conserver le)    \n",
+       "\n",
+       "             normClass    author  \\\n",
+       "5           Géographie  Jaucourt   \n",
+       "29          Géographie  Jaucourt   \n",
+       "32              Morale  Jaucourt   \n",
+       "37  Histoire naturelle  Jaucourt   \n",
+       "38   Economie rustique  Jaucourt   \n",
+       "\n",
+       "                                                 text  \n",
+       "5   FRONTIGNAN, (Géog.) petite ville de France. au...  \n",
+       "29  FROWARD, le cap. (Géog.) & par les François le...  \n",
+       "32  FRUGALITÉ, (Morale.) simplicité de moeurs & de...  \n",
+       "37  Fruit verreux, (Hist. nat.) c'est le nom qu'on...  \n",
+       "38  Fruit, (art de conserver le) Economie rustiq. ...  "
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "d_Jaucourt.head()"
    ]
@@ -363,9 +709,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "496 articles sont classés en Géographie\n"
+     ]
+    }
+   ],
    "source": [
     "req = 'Géographie'\n",
     "d_geo = data_artfl[data_artfl['normClass'].str.contains(req, case=False)]\n",
@@ -376,9 +730,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 16,
+   "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",
@@ -405,9 +767,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "author\n",
+       "Anonymous5                 1\n",
+       "Beauzée & Douchet          1\n",
+       "Boucher d'Argis           14\n",
+       "Bouchu                     1\n",
+       "Desmarest                  1\n",
+       "Diderot                    2\n",
+       "Jaucourt                 141\n",
+       "Le Blond                   1\n",
+       "Le Blond & d'Alembert      1\n",
+       "Le Roy                     1\n",
+       "Lucotte5                   1\n",
+       "Mallet                     1\n",
+       "Quesnay                    1\n",
+       "Robert de Vaugondy         1\n",
+       "Tressan                    1\n",
+       "Voltaire                   2\n",
+       "d'Alembert                 2\n",
+       "d'Holbach                  1\n",
+       "unsigned                   3\n",
+       "Name: filename, dtype: int64"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "d_geo.groupby(['author'])[\"filename\"].count()"
    ]
@@ -458,7 +851,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -474,9 +867,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "426f9995072b4323ad02a7da9efaf52c",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Downloading https://raw.githubusercontent.com/stanfordnlp/stanza-resources/main/resources_1.4.1.json:   0%|   …"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2022-09-29 13:49:18 INFO: Downloading default packages for language: fr (French) ...\n",
+      "2022-09-29 13:49:18 INFO: File exists: /Users/lmoncla/stanza_resources/fr/default.zip\n",
+      "2022-09-29 13:49:20 INFO: Finished downloading models and saved to /Users/lmoncla/stanza_resources.\n"
+     ]
+    }
+   ],
    "source": [
     "stanza.download('fr')"
    ]
@@ -490,9 +907,52 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2022-09-29 13:49:24 INFO: Checking for updates to resources.json in case models have been updated.  Note: this behavior can be turned off with download_method=None or download_method=DownloadMethod.REUSE_RESOURCES\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "761c488f3d4945a19e2fcb1df6183934",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Downloading https://raw.githubusercontent.com/stanfordnlp/stanza-resources/main/resources_1.4.1.json:   0%|   …"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2022-09-29 13:49:24 WARNING: Language fr package default expects mwt, which has been added\n",
+      "2022-09-29 13:49:25 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",
+      "2022-09-29 13:49:25 INFO: Use device: cpu\n",
+      "2022-09-29 13:49:25 INFO: Loading: tokenize\n",
+      "2022-09-29 13:49:25 INFO: Loading: mwt\n",
+      "2022-09-29 13:49:25 INFO: Loading: ner\n",
+      "2022-09-29 13:49:26 INFO: Done loading processors!\n"
+     ]
+    }
+   ],
    "source": [
     "stanza_parser = stanza.Pipeline(lang='fr', processors='tokenize,ner')"
    ]
@@ -506,9 +966,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 21,
+   "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"
+     ]
+    }
+   ],
    "source": [
     "print(arques)"
    ]
@@ -522,7 +990,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -538,7 +1006,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -550,9 +1018,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ARQUES LOC\n",
+      "(Géog LOC\n",
+      "France LOC\n",
+      "Normandie LOC\n",
+      "pays de Caux LOC\n",
+      "Arques LOC\n"
+     ]
+    }
+   ],
    "source": [
     "# On utilise la fonction précédente pour afficher la liste des entités repérées\n",
     "show_ents(arques_stanza)"
@@ -580,9 +1061,51 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collecting fr-core-news-sm==3.4.0\n",
+      "  Downloading https://github.com/explosion/spacy-models/releases/download/fr_core_news_sm-3.4.0/fr_core_news_sm-3.4.0-py3-none-any.whl (16.3 MB)\n",
+      "\u001b[2K     \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m16.3/16.3 MB\u001b[0m \u001b[31m10.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0mm eta \u001b[36m0:00:01\u001b[0m0:01\u001b[0m:01\u001b[0m\n",
+      "\u001b[?25hRequirement already satisfied: spacy<3.5.0,>=3.4.0 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from fr-core-news-sm==3.4.0) (3.4.1)\n",
+      "Requirement already satisfied: packaging>=20.0 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (21.3)\n",
+      "Requirement already satisfied: numpy>=1.15.0 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (1.23.3)\n",
+      "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (2.0.6)\n",
+      "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (1.0.8)\n",
+      "Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (3.3.0)\n",
+      "Requirement already satisfied: thinc<8.2.0,>=8.1.0 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (8.1.0)\n",
+      "Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.9 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (3.0.10)\n",
+      "Requirement already satisfied: requests<3.0.0,>=2.13.0 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (2.28.1)\n",
+      "Requirement already satisfied: pydantic!=1.8,!=1.8.1,<1.10.0,>=1.7.4 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (1.9.2)\n",
+      "Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (4.64.1)\n",
+      "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (2.0.8)\n",
+      "Requirement already satisfied: wasabi<1.1.0,>=0.9.1 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (0.10.0)\n",
+      "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (3.0.7)\n",
+      "Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (1.0.3)\n",
+      "Requirement already satisfied: typer<0.5.0,>=0.3.0 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (0.4.2)\n",
+      "Requirement already satisfied: setuptools in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (65.4.0)\n",
+      "Requirement already satisfied: srsly<3.0.0,>=2.4.3 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (2.4.4)\n",
+      "Requirement already satisfied: pathy>=0.3.5 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (0.6.2)\n",
+      "Requirement already satisfied: jinja2 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (3.1.2)\n",
+      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from packaging>=20.0->spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (3.0.9)\n",
+      "Requirement already satisfied: smart-open<6.0.0,>=5.2.1 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from pathy>=0.3.5->spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (5.2.1)\n",
+      "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from pydantic!=1.8,!=1.8.1,<1.10.0,>=1.7.4->spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (4.3.0)\n",
+      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from requests<3.0.0,>=2.13.0->spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (1.26.11)\n",
+      "Requirement already satisfied: idna<4,>=2.5 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from requests<3.0.0,>=2.13.0->spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (3.4)\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from requests<3.0.0,>=2.13.0->spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (2022.9.24)\n",
+      "Requirement already satisfied: charset-normalizer<3,>=2 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from requests<3.0.0,>=2.13.0->spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (2.1.1)\n",
+      "Requirement already satisfied: blis<0.8.0,>=0.7.8 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from thinc<8.2.0,>=8.1.0->spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (0.7.8)\n",
+      "Requirement already satisfied: click<9.0.0,>=7.1.1 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from typer<0.5.0,>=0.3.0->spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (8.1.3)\n",
+      "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/Caskroom/miniforge/base/envs/tdm-geoparsing-py39/lib/python3.9/site-packages (from jinja2->spacy<3.5.0,>=3.4.0->fr-core-news-sm==3.4.0) (2.1.1)\n",
+      "\u001b[38;5;2m✔ Download and installation successful\u001b[0m\n",
+      "You can now load the package via spacy.load('fr_core_news_sm')\n"
+     ]
+    }
+   ],
    "source": [
     "!python -m spacy download fr_core_news_sm"
    ]
@@ -596,7 +1119,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -612,7 +1135,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -628,7 +1151,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -644,9 +1167,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Géog MISC\n",
+      "de France LOC\n",
+      "Normandie LOC\n",
+      "pays de Caux LOC\n",
+      "Arques LOC\n"
+     ]
+    }
+   ],
    "source": [
     "for ent in arques_spacy.ents:\n",
     "    print(ent.text, ent.label_)"
@@ -661,9 +1196,47 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">* ARQUES, (\n",
+       "<mark class=\"entity\" style=\"background: #ddd; 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\">MISC</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",
+       ". Long. 18. 50. lat. 49. 54.</div></span>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "displacy.render(arques_spacy, style=\"ent\", jupyter=True) "
    ]
@@ -698,7 +1271,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -714,7 +1287,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -737,9 +1310,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 33,
+   "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"
+     ]
+    }
+   ],
    "source": [
     "for ent in arques_perdido.named_entities:\n",
     "    print(ent.text, ent.tag)"
@@ -754,9 +1340,52 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 34,
+   "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"
+    }
+   ],
    "source": [
     "displacy.render(arques_perdido.to_spacy_doc(), style=\"ent\", jupyter=True)"
    ]
@@ -770,9 +1399,347 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 35,
+   "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",
+       "    *\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; height: 77px;\">\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; height: 60px;\">\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; height: 60px;\">\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; 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: 77px;\">\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; height: 60px;\">\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; height: 60px;\">\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; 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: 77px;\">\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; 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 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",
+       "    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; height: 60px;\">\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; height: 60px;\">\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; height: 77px;\">\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; height: 60px;\">\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; height: 60px;\">\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; height: 60px;\">\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; height: 60px;\">\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; height: 60px;\">\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; height: 60px;\">\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; height: 60px;\">\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; height: 60px;\">\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; height: 60px;\">\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; height: 60px;\">\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; height: 60px;\">\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; height: 60px;\">\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"
+    }
+   ],
    "source": [
     "displacy.render(arques_perdido.to_spacy_doc(), style=\"span\", jupyter=True)"
    ]
@@ -800,9 +1767,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 36,
+   "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"
+     ]
+    }
+   ],
    "source": [
     "beaufort = load_txt('data/edda-volume02-1365.txt')\n",
     "\n",
@@ -818,9 +1794,301 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 37,
+   "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; height: 60px;\">\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; height: 77px;\">\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; height: 60px;\">\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; 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: 77px;\">\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; 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 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",
+       "    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; height: 60px;\">\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; height: 77px;\">\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; height: 60px;\">\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; height: 60px;\">\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; height: 60px;\">\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; height: 60px;\">\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; height: 60px;\">\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; height: 60px;\">\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; height: 60px;\">\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; height: 60px;\">\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; height: 60px;\">\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; height: 60px;\">\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; height: 60px;\">\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; height: 60px;\">\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"
+    }
+   ],
    "source": [
     "beaufort_perdido = geoparser(beaufort)\n",
     "displacy.render(beaufort_perdido.to_spacy_doc(), style=\"ent\", jupyter=True)\n",
@@ -836,9 +2104,42 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 38,
+   "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'\n",
+       "<mark class=\"entity\" style=\"background: #ddd; 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\">PER</span>\n",
+       "</mark>\n",
+       ". Long. 24. 18. lat. 45. 40.</div></span>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "beaufort_spacy = spacy_parser(beaufort)\n",
     "displacy.render(beaufort_spacy, style=\"ent\", jupyter=True) "
@@ -854,9 +2155,37 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 39,
+   "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 rivière </br>d'Oron. Long. 24. 18. lat. 45. 40.</div></span>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "normalized_beaufort = beaufort.replace('riviere', 'rivière')\n",
     "\n",
@@ -882,9 +2211,42 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 40,
+   "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",
+       ". Long. 24. 18. lat. 45. 40.</div></span>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "normalized_beaufort = normalized_beaufort.replace('\\n', '')\n",
     "\n",
@@ -911,9 +2273,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Beaufort LOC\n",
+      "Géog LOC\n",
+      "Savoie LOC\n",
+      "Oron LOC\n"
+     ]
+    }
+   ],
    "source": [
     "beaufort_stanza = stanza_parser(beaufort)\n",
     "show_ents(beaufort_stanza)"
@@ -930,9 +2303,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 42,
+   "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"
+     ]
+    }
+   ],
    "source": [
     "lge_beaufort = load_txt('data/lge-beaufort.txt')\n",
     "print(lge_beaufort)"
@@ -947,7 +2340,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -957,9 +2350,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'BEAUFORT ou Beaufort-sur-Doron ou Saint-Maximede-Bf.aufort. Ch.-l. de cant. du dép. de la Savoie, arr. d’Albertville, au débouché de trois vallées dont les torrents forment le Doron de Beaufort ; 2,393 hab. Les superbes pâturages de la vallée nourrissent de nombreux troupeaux ; il se fait à Beaufort un commerce important de fromages et de bestiaux. Un assez grand nombre d’habitants quittent le pays pendant l’hiver. De l’ancien château de la Salle qu’Henri IV habita à deux reprises pendant la guerre qu’il soutint contre le duc de Savoie, il subsiste trois tours. Ancienne chapelle, reconstruite en 1841, qui est le but d’un pèlerinage très fréquenté. '"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "normalized_lge_beaufort = join_lines(lge_beaufort)\n",
     "normalized_lge_beaufort"
@@ -974,9 +2378,333 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 45,
+   "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-Maximede-Bf.aufort\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; 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"
+    }
+   ],
    "source": [
     "lge_beaufort_perdido = geoparser(normalized_lge_beaufort)\n",
     "displacy.render(lge_beaufort_perdido.to_spacy_doc(), style=\"span\", jupyter=True)"
@@ -991,9 +2719,62 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 46,
+   "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"
+    }
+   ],
    "source": [
     "lge_beaufort_spacy = spacy_parser(normalized_lge_beaufort)\n",
     "displacy.render(lge_beaufort_spacy, style=\"ent\", jupyter=True)"
@@ -1008,9 +2789,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "BEAUFORT LOC\n",
+      "Beaufort-sur-Doron LOC\n",
+      "Saint-Maximede-Bf.aufort LOC\n",
+      "Savoie LOC\n",
+      "Albertville LOC\n",
+      "Doron de Beaufort LOC\n",
+      "Beaufort LOC\n",
+      "château de la Salle LOC\n",
+      "Henri IV PER\n",
+      "duc de Savoie PER\n"
+     ]
+    }
+   ],
    "source": [
     "lge_beaufort_stanza = stanza_parser(normalized_lge_beaufort)\n",
     "show_ents(lge_beaufort_stanza)"
@@ -1051,9 +2849,59 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 48,
+   "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"
+    }
+   ],
    "source": [
     "print(arques)\n",
     "displacy.render(arques_perdido.to_spacy_doc(), style=\"ent\", jupyter=True)"
@@ -1068,9 +2916,150 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 49,
+   "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_47c1c45a907073125927fd03fbed8cd9 {\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_47c1c45a907073125927fd03fbed8cd9&quot; &gt;&lt;/div&gt;\n",
+       "        \n",
+       "&lt;/body&gt;\n",
+       "&lt;script&gt;    \n",
+       "    \n",
+       "            var map_47c1c45a907073125927fd03fbed8cd9 = L.map(\n",
+       "                &quot;map_47c1c45a907073125927fd03fbed8cd9&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_d3b784a4126cccdc3092bcbda0cc7987 = 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_47c1c45a907073125927fd03fbed8cd9);\n",
+       "        \n",
+       "    \n",
+       "            map_47c1c45a907073125927fd03fbed8cd9.fitBounds(\n",
+       "                [[43.509654, 0.313853], [50.739664, 3.363576]],\n",
+       "                {}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "\n",
+       "        function geo_json_a3e4c0b400df5357fc883c970024517f_onEachFeature(feature, layer) {\n",
+       "            layer.on({\n",
+       "            });\n",
+       "        };\n",
+       "        var geo_json_a3e4c0b400df5357fc883c970024517f = L.geoJson(null, {\n",
+       "                onEachFeature: geo_json_a3e4c0b400df5357fc883c970024517f_onEachFeature,\n",
+       "            \n",
+       "        });\n",
+       "\n",
+       "        function geo_json_a3e4c0b400df5357fc883c970024517f_add (data) {\n",
+       "            geo_json_a3e4c0b400df5357fc883c970024517f\n",
+       "                .addData(data)\n",
+       "                .addTo(map_47c1c45a907073125927fd03fbed8cd9);\n",
+       "        }\n",
+       "            geo_json_a3e4c0b400df5357fc883c970024517f_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;: &quot;en.3&quot;, &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;: &quot;en.7&quot;, &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;: &quot;en.9&quot;, &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;: &quot;en.13&quot;, &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;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;: &quot;en.17&quot;, &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_a3e4c0b400df5357fc883c970024517f.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 0x1630911c0>"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# afficher la carte des lieux localisés\n",
     "arques_perdido.get_folium_map()"
@@ -1096,9 +3085,150 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 50,
+   "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_31b60ebf88bf45dbd221c6efd6aa1d81 {\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_31b60ebf88bf45dbd221c6efd6aa1d81&quot; &gt;&lt;/div&gt;\n",
+       "        \n",
+       "&lt;/body&gt;\n",
+       "&lt;script&gt;    \n",
+       "    \n",
+       "            var map_31b60ebf88bf45dbd221c6efd6aa1d81 = L.map(\n",
+       "                &quot;map_31b60ebf88bf45dbd221c6efd6aa1d81&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_cb293adb9e57b7c9ece07508423a6773 = 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_31b60ebf88bf45dbd221c6efd6aa1d81);\n",
+       "        \n",
+       "    \n",
+       "            map_31b60ebf88bf45dbd221c6efd6aa1d81.fitBounds(\n",
+       "                [[43.509654, 0.313853], [50.739664, 3.363576]],\n",
+       "                {}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "\n",
+       "        function geo_json_7701b03570227b3b4a851b221ee87116_onEachFeature(feature, layer) {\n",
+       "            layer.on({\n",
+       "            });\n",
+       "        };\n",
+       "        var geo_json_7701b03570227b3b4a851b221ee87116 = L.geoJson(null, {\n",
+       "                onEachFeature: geo_json_7701b03570227b3b4a851b221ee87116_onEachFeature,\n",
+       "            \n",
+       "        });\n",
+       "\n",
+       "        function geo_json_7701b03570227b3b4a851b221ee87116_add (data) {\n",
+       "            geo_json_7701b03570227b3b4a851b221ee87116\n",
+       "                .addData(data)\n",
+       "                .addTo(map_31b60ebf88bf45dbd221c6efd6aa1d81);\n",
+       "        }\n",
+       "            geo_json_7701b03570227b3b4a851b221ee87116_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_7701b03570227b3b4a851b221ee87116.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 0x16cc3c070>"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "geocoder = Geocoder()\n",
     "doc = geocoder(['Arques', 'France', 'Normandie', 'Caux'])\n",
@@ -1121,9 +3251,150 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 51,
+   "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_ffb023baeedc20cf118cedb9e8ee33d6 {\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_ffb023baeedc20cf118cedb9e8ee33d6&quot; &gt;&lt;/div&gt;\n",
+       "        \n",
+       "&lt;/body&gt;\n",
+       "&lt;script&gt;    \n",
+       "    \n",
+       "            var map_ffb023baeedc20cf118cedb9e8ee33d6 = L.map(\n",
+       "                &quot;map_ffb023baeedc20cf118cedb9e8ee33d6&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_1e7f6c36ebbb1fbf7996fb3b11dea650 = 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_ffb023baeedc20cf118cedb9e8ee33d6);\n",
+       "        \n",
+       "    \n",
+       "            map_ffb023baeedc20cf118cedb9e8ee33d6.fitBounds(\n",
+       "                [[50.739664, 2.306207], [50.739664, 2.306207]],\n",
+       "                {}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "\n",
+       "        function geo_json_e44f36fa372044b310cdbdc8cd177a10_onEachFeature(feature, layer) {\n",
+       "            layer.on({\n",
+       "            });\n",
+       "        };\n",
+       "        var geo_json_e44f36fa372044b310cdbdc8cd177a10 = L.geoJson(null, {\n",
+       "                onEachFeature: geo_json_e44f36fa372044b310cdbdc8cd177a10_onEachFeature,\n",
+       "            \n",
+       "        });\n",
+       "\n",
+       "        function geo_json_e44f36fa372044b310cdbdc8cd177a10_add (data) {\n",
+       "            geo_json_e44f36fa372044b310cdbdc8cd177a10\n",
+       "                .addData(data)\n",
+       "                .addTo(map_ffb023baeedc20cf118cedb9e8ee33d6);\n",
+       "        }\n",
+       "            geo_json_e44f36fa372044b310cdbdc8cd177a10_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_e44f36fa372044b310cdbdc8cd177a10.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 0x163086a60>"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "geocoder = Geocoder()\n",
     "doc = geocoder('Arques')\n",
@@ -1143,9 +3414,150 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 52,
+   "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_451d894b9df3e170139c248313c42568 {\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_451d894b9df3e170139c248313c42568&quot; &gt;&lt;/div&gt;\n",
+       "        \n",
+       "&lt;/body&gt;\n",
+       "&lt;script&gt;    \n",
+       "    \n",
+       "            var map_451d894b9df3e170139c248313c42568 = L.map(\n",
+       "                &quot;map_451d894b9df3e170139c248313c42568&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_a5f3c5c578bda1d809925e223b5aae9b = 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_451d894b9df3e170139c248313c42568);\n",
+       "        \n",
+       "    \n",
+       "            map_451d894b9df3e170139c248313c42568.fitBounds(\n",
+       "                [[41.661452, -8.721672], [50.746125, 3.119602]],\n",
+       "                {}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "\n",
+       "        function geo_json_09e59b957292b7a5b999e789a5e3a1c9_onEachFeature(feature, layer) {\n",
+       "            layer.on({\n",
+       "            });\n",
+       "        };\n",
+       "        var geo_json_09e59b957292b7a5b999e789a5e3a1c9 = L.geoJson(null, {\n",
+       "                onEachFeature: geo_json_09e59b957292b7a5b999e789a5e3a1c9_onEachFeature,\n",
+       "            \n",
+       "        });\n",
+       "\n",
+       "        function geo_json_09e59b957292b7a5b999e789a5e3a1c9_add (data) {\n",
+       "            geo_json_09e59b957292b7a5b999e789a5e3a1c9\n",
+       "                .addData(data)\n",
+       "                .addTo(map_451d894b9df3e170139c248313c42568);\n",
+       "        }\n",
+       "            geo_json_09e59b957292b7a5b999e789a5e3a1c9_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_09e59b957292b7a5b999e789a5e3a1c9.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 0x16cbbc700>"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "geocoder = Geocoder(max_rows=10)\n",
     "doc = geocoder('Arques')\n",
@@ -1163,9 +3575,150 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 53,
+   "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_4fce587934bca14fd4725f3446e1ae4e {\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_4fce587934bca14fd4725f3446e1ae4e&quot; &gt;&lt;/div&gt;\n",
+       "        \n",
+       "&lt;/body&gt;\n",
+       "&lt;script&gt;    \n",
+       "    \n",
+       "            var map_4fce587934bca14fd4725f3446e1ae4e = L.map(\n",
+       "                &quot;map_4fce587934bca14fd4725f3446e1ae4e&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_7cdc0b6873d6668274efc9c6beab9093 = 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_4fce587934bca14fd4725f3446e1ae4e);\n",
+       "        \n",
+       "    \n",
+       "            map_4fce587934bca14fd4725f3446e1ae4e.fitBounds(\n",
+       "                [[42.734711, 1.544996], [42.734711, 1.544996]],\n",
+       "                {}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "\n",
+       "        function geo_json_ca070113cee12cb8f54698319bdbaf4c_onEachFeature(feature, layer) {\n",
+       "            layer.on({\n",
+       "            });\n",
+       "        };\n",
+       "        var geo_json_ca070113cee12cb8f54698319bdbaf4c = L.geoJson(null, {\n",
+       "                onEachFeature: geo_json_ca070113cee12cb8f54698319bdbaf4c_onEachFeature,\n",
+       "            \n",
+       "        });\n",
+       "\n",
+       "        function geo_json_ca070113cee12cb8f54698319bdbaf4c_add (data) {\n",
+       "            geo_json_ca070113cee12cb8f54698319bdbaf4c\n",
+       "                .addData(data)\n",
+       "                .addTo(map_4fce587934bca14fd4725f3446e1ae4e);\n",
+       "        }\n",
+       "            geo_json_ca070113cee12cb8f54698319bdbaf4c_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_ca070113cee12cb8f54698319bdbaf4c.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 0x16cd000a0>"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "geocoder = Geocoder(sources=['ign'])\n",
     "doc = geocoder('Arques')\n",
@@ -1183,9 +3736,150 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 54,
+   "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_cc364fd97b2f5dbe480e3049d7e17204 {\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_cc364fd97b2f5dbe480e3049d7e17204&quot; &gt;&lt;/div&gt;\n",
+       "        \n",
+       "&lt;/body&gt;\n",
+       "&lt;script&gt;    \n",
+       "    \n",
+       "            var map_cc364fd97b2f5dbe480e3049d7e17204 = L.map(\n",
+       "                &quot;map_cc364fd97b2f5dbe480e3049d7e17204&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_84dfd4c7653a693097b04a41115c9e65 = 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_cc364fd97b2f5dbe480e3049d7e17204);\n",
+       "        \n",
+       "    \n",
+       "            map_cc364fd97b2f5dbe480e3049d7e17204.fitBounds(\n",
+       "                [[42.734711, 0.253068], [50.733882, 2.799876]],\n",
+       "                {}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "\n",
+       "        function geo_json_9024b1099d68dd6a463d4e8aba72031f_onEachFeature(feature, layer) {\n",
+       "            layer.on({\n",
+       "            });\n",
+       "        };\n",
+       "        var geo_json_9024b1099d68dd6a463d4e8aba72031f = L.geoJson(null, {\n",
+       "                onEachFeature: geo_json_9024b1099d68dd6a463d4e8aba72031f_onEachFeature,\n",
+       "            \n",
+       "        });\n",
+       "\n",
+       "        function geo_json_9024b1099d68dd6a463d4e8aba72031f_add (data) {\n",
+       "            geo_json_9024b1099d68dd6a463d4e8aba72031f\n",
+       "                .addData(data)\n",
+       "                .addTo(map_cc364fd97b2f5dbe480e3049d7e17204);\n",
+       "        }\n",
+       "            geo_json_9024b1099d68dd6a463d4e8aba72031f_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_9024b1099d68dd6a463d4e8aba72031f.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 0x16cd00ac0>"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "geocoder = Geocoder(sources=['ign'], max_rows=10)\n",
     "doc = geocoder('Arques')\n",
@@ -1220,9 +3914,150 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 55,
+   "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_2d75079bd7be3f5ff11c5b214f71daf5 {\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_2d75079bd7be3f5ff11c5b214f71daf5&quot; &gt;&lt;/div&gt;\n",
+       "        \n",
+       "&lt;/body&gt;\n",
+       "&lt;script&gt;    \n",
+       "    \n",
+       "            var map_2d75079bd7be3f5ff11c5b214f71daf5 = L.map(\n",
+       "                &quot;map_2d75079bd7be3f5ff11c5b214f71daf5&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_5d09c7fa8a3eafe3c23fc7616c49f370 = 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_2d75079bd7be3f5ff11c5b214f71daf5);\n",
+       "        \n",
+       "    \n",
+       "            map_2d75079bd7be3f5ff11c5b214f71daf5.fitBounds(\n",
+       "                [[43.079622, -4.068862], [50.130325, 5.821841]],\n",
+       "                {}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "\n",
+       "        function geo_json_83aa75e5e44a20bec602f8d403e7f743_onEachFeature(feature, layer) {\n",
+       "            layer.on({\n",
+       "            });\n",
+       "        };\n",
+       "        var geo_json_83aa75e5e44a20bec602f8d403e7f743 = L.geoJson(null, {\n",
+       "                onEachFeature: geo_json_83aa75e5e44a20bec602f8d403e7f743_onEachFeature,\n",
+       "            \n",
+       "        });\n",
+       "\n",
+       "        function geo_json_83aa75e5e44a20bec602f8d403e7f743_add (data) {\n",
+       "            geo_json_83aa75e5e44a20bec602f8d403e7f743\n",
+       "                .addData(data)\n",
+       "                .addTo(map_2d75079bd7be3f5ff11c5b214f71daf5);\n",
+       "        }\n",
+       "            geo_json_83aa75e5e44a20bec602f8d403e7f743_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_83aa75e5e44a20bec602f8d403e7f743.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 0x17192b1f0>"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "geoparser = Geoparser(sources=['ign'], max_rows=10)\n",
     "doc = geoparser(arques)\n",
@@ -1262,9 +4097,141 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 56,
+   "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": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "dataset_choucas = load_choucas_perdido()\n",
     "data_choucas = dataset_choucas['data']\n",
@@ -1274,9 +4241,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "30"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "len(data_choucas)"
    ]
@@ -1290,7 +4268,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1300,27 +4278,341 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 59,
+   "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": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "doc.text"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 60,
+   "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"
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+   ],
    "source": [
     "displacy.render(doc.to_spacy_doc(), style=\"ent\", jupyter=True) "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
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+       "            L_NO_TOUCH = false;\n",
+       "            L_DISABLE_3D = false;\n",
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+       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
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+       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
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+       "        \n",
+       "&lt;/body&gt;\n",
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+       "            ).addTo(map_5ea0ecf64e99d6109ed4d6738e1c40f8);\n",
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+       "\n",
+       "        function geo_json_66881a4b6003bd449acecd7be8469df9_onEachFeature(feature, layer) {\n",
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+       "                .addTo(map_5ea0ecf64e99d6109ed4d6738e1c40f8);\n",
+       "        }\n",
+       "            geo_json_66881a4b6003bd449acecd7be8469df9_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_5ea0ecf64e99d6109ed4d6738e1c40f8.fitBounds(\n",
+       "                [[45.412971, 6.837532], [45.462018, 6.963285]],\n",
+       "                {}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "\n",
+       "        function geo_json_9f1e2176c6103b08b7b6a8e8c2cecd18_onEachFeature(feature, layer) {\n",
+       "            layer.on({\n",
+       "            });\n",
+       "        };\n",
+       "        var geo_json_9f1e2176c6103b08b7b6a8e8c2cecd18 = L.geoJson(null, {\n",
+       "                onEachFeature: geo_json_9f1e2176c6103b08b7b6a8e8c2cecd18_onEachFeature,\n",
+       "            \n",
+       "        });\n",
+       "\n",
+       "        function geo_json_9f1e2176c6103b08b7b6a8e8c2cecd18_add (data) {\n",
+       "            geo_json_9f1e2176c6103b08b7b6a8e8c2cecd18\n",
+       "                .addData(data)\n",
+       "                .addTo(map_5ea0ecf64e99d6109ed4d6738e1c40f8);\n",
+       "        }\n",
+       "            geo_json_9f1e2176c6103b08b7b6a8e8c2cecd18_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_9f1e2176c6103b08b7b6a8e8c2cecd18.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 0x16c67a700>"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "doc.get_folium_map()"
    ]
@@ -1341,7 +4633,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 62,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1351,9 +4643,150 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 63,
+   "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_21a97acea54abfbe91e9c9994eed4079 {\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_21a97acea54abfbe91e9c9994eed4079&quot; &gt;&lt;/div&gt;\n",
+       "        \n",
+       "&lt;/body&gt;\n",
+       "&lt;script&gt;    \n",
+       "    \n",
+       "            var map_21a97acea54abfbe91e9c9994eed4079 = L.map(\n",
+       "                &quot;map_21a97acea54abfbe91e9c9994eed4079&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_9b8a24d219a2c034ed07935c40ed8b0b = 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_21a97acea54abfbe91e9c9994eed4079);\n",
+       "        \n",
+       "    \n",
+       "            map_21a97acea54abfbe91e9c9994eed4079.fitBounds(\n",
+       "                [[38.674213, -91.338769], [53.582329, 21.987713]],\n",
+       "                {}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "\n",
+       "        function geo_json_8e9b0f759a719e7d42b0ffdbe2b3d617_onEachFeature(feature, layer) {\n",
+       "            layer.on({\n",
+       "            });\n",
+       "        };\n",
+       "        var geo_json_8e9b0f759a719e7d42b0ffdbe2b3d617 = L.geoJson(null, {\n",
+       "                onEachFeature: geo_json_8e9b0f759a719e7d42b0ffdbe2b3d617_onEachFeature,\n",
+       "            \n",
+       "        });\n",
+       "\n",
+       "        function geo_json_8e9b0f759a719e7d42b0ffdbe2b3d617_add (data) {\n",
+       "            geo_json_8e9b0f759a719e7d42b0ffdbe2b3d617\n",
+       "                .addData(data)\n",
+       "                .addTo(map_21a97acea54abfbe91e9c9994eed4079);\n",
+       "        }\n",
+       "            geo_json_8e9b0f759a719e7d42b0ffdbe2b3d617_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_8e9b0f759a719e7d42b0ffdbe2b3d617.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 0x16a7ea2e0>"
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "doc_geoparsed.get_folium_map()"
    ]
@@ -1371,9 +4804,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['Bellecote', 'Palet', 'Prariond', 'Fresse', 'col', 'berger', 'GR', 'Lognan', 'Claret', 'Grande', 'Nettes', 'Tichot', 'Plagne', 'Grassaz', 'Leisse', 'paquis', 'Grattaleu']\n"
+     ]
+    }
+   ],
    "source": [
     "places_list = list(set([ent.text for ent in doc_geoparsed.ne_place]))\n",
     "print(places_list)"
@@ -1388,9 +4829,169 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 65,
+   "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_b96edf9aaf803f839f4c51881311f7b4 {\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_b96edf9aaf803f839f4c51881311f7b4&quot; &gt;&lt;/div&gt;\n",
+       "        \n",
+       "&lt;/body&gt;\n",
+       "&lt;script&gt;    \n",
+       "    \n",
+       "            var map_b96edf9aaf803f839f4c51881311f7b4 = L.map(\n",
+       "                &quot;map_b96edf9aaf803f839f4c51881311f7b4&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_2a7f6de2ebc774a30f5749babecbd755 = 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_b96edf9aaf803f839f4c51881311f7b4);\n",
+       "        \n",
+       "    \n",
+       "\n",
+       "        function geo_json_019fc6ae18b2844c4bb07e6bf659848a_onEachFeature(feature, layer) {\n",
+       "            layer.on({\n",
+       "            });\n",
+       "        };\n",
+       "        var geo_json_019fc6ae18b2844c4bb07e6bf659848a = L.geoJson(null, {\n",
+       "                onEachFeature: geo_json_019fc6ae18b2844c4bb07e6bf659848a_onEachFeature,\n",
+       "            \n",
+       "        });\n",
+       "\n",
+       "        function geo_json_019fc6ae18b2844c4bb07e6bf659848a_add (data) {\n",
+       "            geo_json_019fc6ae18b2844c4bb07e6bf659848a\n",
+       "                .addData(data)\n",
+       "                .addTo(map_b96edf9aaf803f839f4c51881311f7b4);\n",
+       "        }\n",
+       "            geo_json_019fc6ae18b2844c4bb07e6bf659848a_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_b96edf9aaf803f839f4c51881311f7b4.fitBounds(\n",
+       "                [[43.157123, -1.244805], [50.823249, 7.211431]],\n",
+       "                {}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "\n",
+       "        function geo_json_39ddc672cf670aaf11ef9dfebbdcaa6c_onEachFeature(feature, layer) {\n",
+       "            layer.on({\n",
+       "            });\n",
+       "        };\n",
+       "        var geo_json_39ddc672cf670aaf11ef9dfebbdcaa6c = L.geoJson(null, {\n",
+       "                onEachFeature: geo_json_39ddc672cf670aaf11ef9dfebbdcaa6c_onEachFeature,\n",
+       "            \n",
+       "        });\n",
+       "\n",
+       "        function geo_json_39ddc672cf670aaf11ef9dfebbdcaa6c_add (data) {\n",
+       "            geo_json_39ddc672cf670aaf11ef9dfebbdcaa6c\n",
+       "                .addData(data)\n",
+       "                .addTo(map_b96edf9aaf803f839f4c51881311f7b4);\n",
+       "        }\n",
+       "            geo_json_39ddc672cf670aaf11ef9dfebbdcaa6c_add({&quot;features&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;: [-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;: [6.43923, 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;: [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;: [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;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;: [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;: [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;: [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;: [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;: [6.89952, 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;: [6.896874, 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;: [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;: [6.837532, 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;: [6.898275, 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;: [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;type&quot;: &quot;FeatureCollection&quot;});\n",
+       "\n",
+       "        \n",
+       "    \n",
+       "    geo_json_39ddc672cf670aaf11ef9dfebbdcaa6c.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 0x16c6f2c10>"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# instancier le geocoder avec le code pays\n",
     "geocoder = Geocoder(country_code = 'fr')\n",
@@ -1411,9 +5012,169 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 66,
+   "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_4880dc7582ec8e480f3d29533b468495 {\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_4880dc7582ec8e480f3d29533b468495&quot; &gt;&lt;/div&gt;\n",
+       "        \n",
+       "&lt;/body&gt;\n",
+       "&lt;script&gt;    \n",
+       "    \n",
+       "            var map_4880dc7582ec8e480f3d29533b468495 = L.map(\n",
+       "                &quot;map_4880dc7582ec8e480f3d29533b468495&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_985e5b7367602360f6cb871ada8df532 = 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_4880dc7582ec8e480f3d29533b468495);\n",
+       "        \n",
+       "    \n",
+       "\n",
+       "        function geo_json_54adca617bfc7404cbcd709c1e3f7082_onEachFeature(feature, layer) {\n",
+       "            layer.on({\n",
+       "            });\n",
+       "        };\n",
+       "        var geo_json_54adca617bfc7404cbcd709c1e3f7082 = L.geoJson(null, {\n",
+       "                onEachFeature: geo_json_54adca617bfc7404cbcd709c1e3f7082_onEachFeature,\n",
+       "            \n",
+       "        });\n",
+       "\n",
+       "        function geo_json_54adca617bfc7404cbcd709c1e3f7082_add (data) {\n",
+       "            geo_json_54adca617bfc7404cbcd709c1e3f7082\n",
+       "                .addData(data)\n",
+       "                .addTo(map_4880dc7582ec8e480f3d29533b468495);\n",
+       "        }\n",
+       "            geo_json_54adca617bfc7404cbcd709c1e3f7082_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_4880dc7582ec8e480f3d29533b468495.fitBounds(\n",
+       "                [[45.207191, 5.867346], [45.462018, 6.963285]],\n",
+       "                {}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "\n",
+       "        function geo_json_79549281d3608581e7def31653427ecb_onEachFeature(feature, layer) {\n",
+       "            layer.on({\n",
+       "            });\n",
+       "        };\n",
+       "        var geo_json_79549281d3608581e7def31653427ecb = L.geoJson(null, {\n",
+       "                onEachFeature: geo_json_79549281d3608581e7def31653427ecb_onEachFeature,\n",
+       "            \n",
+       "        });\n",
+       "\n",
+       "        function geo_json_79549281d3608581e7def31653427ecb_add (data) {\n",
+       "            geo_json_79549281d3608581e7def31653427ecb\n",
+       "                .addData(data)\n",
+       "                .addTo(map_4880dc7582ec8e480f3d29533b468495);\n",
+       "        }\n",
+       "            geo_json_79549281d3608581e7def31653427ecb_add({&quot;features&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;: [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;: [6.43923, 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;: [6.92583, 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;: [6.60536, 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;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;: [6.579058, 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;: [6.395829, 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;: [6.422623, 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;: [6.89952, 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;: [6.896874, 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;: [6.392506, 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;: [6.837532, 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;: [6.898275, 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;: [6.914334, 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;type&quot;: &quot;FeatureCollection&quot;});\n",
+       "\n",
+       "        \n",
+       "    \n",
+       "    geo_json_79549281d3608581e7def31653427ecb.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 0x16acb5dc0>"
+      ]
+     },
+     "execution_count": 66,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "bbox = [5.62216508714297, 45.051683489057, 7.18563279407213, 45.9384576816403] # zone d'intervention du PGHM Isère\n",
     "\n",
@@ -1437,9 +5198,169 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 67,
+   "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_16da498d11917f3f8ea4a73c52cd7bf1 {\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_16da498d11917f3f8ea4a73c52cd7bf1&quot; &gt;&lt;/div&gt;\n",
+       "        \n",
+       "&lt;/body&gt;\n",
+       "&lt;script&gt;    \n",
+       "    \n",
+       "            var map_16da498d11917f3f8ea4a73c52cd7bf1 = L.map(\n",
+       "                &quot;map_16da498d11917f3f8ea4a73c52cd7bf1&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_b57d9d344cedf4591a63862639f50b3f = 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_16da498d11917f3f8ea4a73c52cd7bf1);\n",
+       "        \n",
+       "    \n",
+       "\n",
+       "        function geo_json_45e768f5ba12bfc7c902b102bcbb4297_onEachFeature(feature, layer) {\n",
+       "            layer.on({\n",
+       "            });\n",
+       "        };\n",
+       "        var geo_json_45e768f5ba12bfc7c902b102bcbb4297 = L.geoJson(null, {\n",
+       "                onEachFeature: geo_json_45e768f5ba12bfc7c902b102bcbb4297_onEachFeature,\n",
+       "            \n",
+       "        });\n",
+       "\n",
+       "        function geo_json_45e768f5ba12bfc7c902b102bcbb4297_add (data) {\n",
+       "            geo_json_45e768f5ba12bfc7c902b102bcbb4297\n",
+       "                .addData(data)\n",
+       "                .addTo(map_16da498d11917f3f8ea4a73c52cd7bf1);\n",
+       "        }\n",
+       "            geo_json_45e768f5ba12bfc7c902b102bcbb4297_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_16da498d11917f3f8ea4a73c52cd7bf1.fitBounds(\n",
+       "                [[45.412971, 6.837532], [45.462018, 6.963285]],\n",
+       "                {}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "\n",
+       "        function geo_json_29cc78b2a51a8a413ceed49cd65e3b79_onEachFeature(feature, layer) {\n",
+       "            layer.on({\n",
+       "            });\n",
+       "        };\n",
+       "        var geo_json_29cc78b2a51a8a413ceed49cd65e3b79 = L.geoJson(null, {\n",
+       "                onEachFeature: geo_json_29cc78b2a51a8a413ceed49cd65e3b79_onEachFeature,\n",
+       "            \n",
+       "        });\n",
+       "\n",
+       "        function geo_json_29cc78b2a51a8a413ceed49cd65e3b79_add (data) {\n",
+       "            geo_json_29cc78b2a51a8a413ceed49cd65e3b79\n",
+       "                .addData(data)\n",
+       "                .addTo(map_16da498d11917f3f8ea4a73c52cd7bf1);\n",
+       "        }\n",
+       "            geo_json_29cc78b2a51a8a413ceed49cd65e3b79_add({&quot;features&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;: [6.863067, 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;: [6.92583, 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;: [6.89952, 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;: [6.896874, 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;: [6.837532, 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;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;type&quot;: &quot;FeatureCollection&quot;});\n",
+       "\n",
+       "        \n",
+       "    \n",
+       "    geo_json_29cc78b2a51a8a413ceed49cd65e3b79.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 0x16cd0adc0>"
+      ]
+     },
+     "execution_count": 67,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# appliquer la désambiguïsation \n",
     "doc_geocoded.cluster_disambiguation()\n",
-- 
GitLab