From 53ae9d7a6d4be4e943ffa7b323f98e0927c9a738 Mon Sep 17 00:00:00 2001
From: lmoncla <moncla.ludovic@gmail.com>
Date: Fri, 11 Feb 2022 08:51:34 +0100
Subject: [PATCH] update

---
 figures/schema.png       |  Bin 143302 -> 156786 bytes
 samplingGeoFR-EDdA.ipynb | 2040 +++++++++++++++++++-------------------
 2 files changed, 1029 insertions(+), 1011 deletions(-)

diff --git a/figures/schema.png b/figures/schema.png
index cb60773fb89e93902f97b28cd3d1d74eed79b798..a3ac8c4a4736ca997716793a7cd4b9b6ab815462 100644
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diff --git a/samplingGeoFR-EDdA.ipynb b/samplingGeoFR-EDdA.ipynb
index a67afbd..dc6f266 100644
--- a/samplingGeoFR-EDdA.ipynb
+++ b/samplingGeoFR-EDdA.ipynb
@@ -9,13 +9,12 @@
     "Ce notebook est proposé par [L. Moncla](https://ludovicmoncla.github.io/) et [D. Vigier](http://www.icar.cnrs.fr/membre/dvigier/) dans le cadre du projet [GEODE](https://geode-project.github.io/).\n",
     "\n",
     "Pour la publication proposée pour le numéro de Langue Française, on souhaite filtrer les articles de l'EDDA qui décrivent un lieu localisé en France. Un sous-ensemble de ces articles sera sélectionné aléatoirement et comparé au Trevoux.\n",
-    "On propose de faire 4 sous-groupes d'articles en fonction de leur auteur :\n",
+    "On propose de faire 3 sous-groupes d'articles en fonction de leur auteur :\n",
     "1. Diderot\n",
     "2. Jaucourt\n",
-    "3. Autre auteur\n",
     "4. Non signé\n",
     "\n",
-    "Une fois ces 4 sous-groupes sélectionné on fait une nouvelle sélection en fonction de la longueur de l'article (nombre de mots). On redécoupe en 4 sous-groupes en fonction des quartiles.\n"
+    "Une fois ces 3 sous-groupes sélectionnés on fait une nouvelle sélection en fonction de la longueur de l'article (nombre de mots). On redécoupe en 4 sous-groupes en fonction des quartiles et on obtient donc 12 sous-groupes dans lesquels on sélectionne 9 articles (soit 108 articles au total).\n"
    ]
   },
   {
@@ -27,7 +26,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -46,26 +45,23 @@
    "source": [
     "## 2. Récupération des données issues de PERDIDO\n",
     "\n",
-    "Les données sont issues du concordancier produit par Perdido."
+    "Les données sont issues du concordancier produit par l'outil d'annotation [Perdido](http://erig.univ-pau.fr/PERDIDO/) à partir du corpus de l'Encyclopédie fournit par l'[ARTFL](https://encyclopedie.uchicago.edu/)."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
     "# on charge les données du csv dans un dataframe\n",
-    "# fichier TSV généré par le script /Users/lmoncla/Nextcloud/Recherche/Projets/2019-MSH_GéoDISCO/Scripts/parsers/concordancierPERDIDO.py\n",
-    "\n",
-    "#data = pd.read_csv('../Data/statsPERDIDO_EDDAGeo.tsv', sep='\\t')\n",
-    "data = pd.read_csv('../Data/statsPERDIDO_EDDA_21_10_11.tsv', sep='\\t')\n",
+    "data = pd.read_csv('../../Data/statsPERDIDO_EDDAGeo.tsv', sep='\\t')\n",
     "data = data.sort_values(by=['volume', 'number'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -112,112 +108,112 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>6861</th>\n",
-       "      <td>volume01-1</td>\n",
-       "      <td>1</td>\n",
+       "      <th>913</th>\n",
+       "      <td>volume01-350</td>\n",
        "      <td>1</td>\n",
-       "      <td>ENCYCLOPÉDIE, DICTIONNAIRE RAISONNÉ DES SCIENC...</td>\n",
-       "      <td>Title Page</td>\n",
-       "      <td>unclassified</td>\n",
-       "      <td>unsigned</td>\n",
-       "      <td>129</td>\n",
-       "      <td>24</td>\n",
-       "      <td>10</td>\n",
-       "      <td>4</td>\n",
-       "      <td>8</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
+       "      <td>350</td>\n",
+       "      <td>* Abyde, (Géog. anc.) ville d'Egypte.</td>\n",
+       "      <td>Abyde</td>\n",
+       "      <td>Géographie ancienne</td>\n",
+       "      <td>Diderot</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>ville</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>22907</th>\n",
-       "      <td>volume01-2</td>\n",
+       "      <th>7458</th>\n",
+       "      <td>volume01-539</td>\n",
        "      <td>1</td>\n",
+       "      <td>539</td>\n",
+       "      <td>ACÉ, s. f. (Geog. anc.) ville de Phénicie. Voy...</td>\n",
+       "      <td>ACÉ</td>\n",
+       "      <td>Géographie ancienne</td>\n",
+       "      <td>unsigned</td>\n",
+       "      <td>10</td>\n",
        "      <td>2</td>\n",
-       "      <td>A MONSEIGNEUR LE COMTE D'ARGENSON, MINISTRE ET...</td>\n",
-       "      <td>A MONSEIGNEUR LE COMTE D'ARGENSON</td>\n",
-       "      <td>unclassified</td>\n",
-       "      <td>Diderot &amp; d'Alembert</td>\n",
-       "      <td>252</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>2</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>ville</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>13935</th>\n",
-       "      <td>volume01-3</td>\n",
+       "      <th>11935</th>\n",
+       "      <td>volume01-561</td>\n",
        "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>DISCOURS PRÉLIMINAIRE DES EDITEURS. L'Encyclop...</td>\n",
-       "      <td>DISCOURS PRÉLIMINAIRE DES EDITEURS</td>\n",
-       "      <td>unclassified</td>\n",
-       "      <td>d'Alembert</td>\n",
-       "      <td>49007</td>\n",
-       "      <td>1013</td>\n",
-       "      <td>379</td>\n",
-       "      <td>177</td>\n",
-       "      <td>279</td>\n",
-       "      <td>6</td>\n",
-       "      <td>19</td>\n",
+       "      <td>561</td>\n",
+       "      <td>* ACHAIE, s. m. (Geog. anc.) C'est le nom d'un...</td>\n",
+       "      <td>ACHAIE</td>\n",
+       "      <td>Géographie ancienne</td>\n",
+       "      <td>Diderot</td>\n",
+       "      <td>46</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
        "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>17096</th>\n",
-       "      <td>volume01-4</td>\n",
+       "      <th>10142</th>\n",
+       "      <td>volume01-581</td>\n",
        "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>ENCYCLOPÉDIE, DICTIONNAIRE RAISONNÉ DES SCIENC...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>10</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",
+       "      <td>581</td>\n",
+       "      <td>* ACHERON, s. m. (Géog. anc. &amp; Myth.) C'étoit ...</td>\n",
+       "      <td>ACHERON</td>\n",
+       "      <td>Géographie ancienne | Mythologie</td>\n",
+       "      <td>Diderot</td>\n",
+       "      <td>49</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6</td>\n",
        "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
        "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>20692</th>\n",
-       "      <td>volume01-5</td>\n",
+       "      <th>1400</th>\n",
+       "      <td>volume01-582</td>\n",
        "      <td>1</td>\n",
-       "      <td>5</td>\n",
-       "      <td>A, a &amp; a s.m. (ordre Encyclopéd. Entend. Scien...</td>\n",
-       "      <td>A, a &amp; a</td>\n",
-       "      <td>Grammaire</td>\n",
-       "      <td>Dumarsais5</td>\n",
-       "      <td>856</td>\n",
-       "      <td>28</td>\n",
-       "      <td>8</td>\n",
-       "      <td>11</td>\n",
+       "      <td>582</td>\n",
+       "      <td>* ACHERUSE, s. f. (Géog. Hist. anc. &amp; Myth.) l...</td>\n",
+       "      <td>ACHERUSE</td>\n",
+       "      <td>Géographie | Histoire ancienne | Mythologie</td>\n",
+       "      <td>Diderot</td>\n",
+       "      <td>112</td>\n",
        "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>hydronyme</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
@@ -226,50 +222,43 @@
        "</div>"
       ],
       "text/plain": [
-       "         filename  volume  number  \\\n",
-       "6861   volume01-1       1       1   \n",
-       "22907  volume01-2       1       2   \n",
-       "13935  volume01-3       1       3   \n",
-       "17096  volume01-4       1       4   \n",
-       "20692  volume01-5       1       5   \n",
-       "\n",
-       "                                                 content  \\\n",
-       "6861   ENCYCLOPÉDIE, DICTIONNAIRE RAISONNÉ DES SCIENC...   \n",
-       "22907  A MONSEIGNEUR LE COMTE D'ARGENSON, MINISTRE ET...   \n",
-       "13935  DISCOURS PRÉLIMINAIRE DES EDITEURS. L'Encyclop...   \n",
-       "17096  ENCYCLOPÉDIE, DICTIONNAIRE RAISONNÉ DES SCIENC...   \n",
-       "20692  A, a & a s.m. (ordre Encyclopéd. Entend. Scien...   \n",
+       "           filename  volume  number  \\\n",
+       "913    volume01-350       1     350   \n",
+       "7458   volume01-539       1     539   \n",
+       "11935  volume01-561       1     561   \n",
+       "10142  volume01-581       1     581   \n",
+       "1400   volume01-582       1     582   \n",
        "\n",
-       "                                 headword     normClass                author  \\\n",
-       "6861                           Title Page  unclassified              unsigned   \n",
-       "22907   A MONSEIGNEUR LE COMTE D'ARGENSON  unclassified  Diderot & d'Alembert   \n",
-       "13935  DISCOURS PRÉLIMINAIRE DES EDITEURS  unclassified            d'Alembert   \n",
-       "17096                                 NaN           NaN                   NaN   \n",
-       "20692                            A, a & a     Grammaire            Dumarsais5   \n",
+       "                                                 content  headword  \\\n",
+       "913                * Abyde, (Géog. anc.) ville d'Egypte.     Abyde   \n",
+       "7458   ACÉ, s. f. (Geog. anc.) ville de Phénicie. Voy...       ACÉ   \n",
+       "11935  * ACHAIE, s. m. (Geog. anc.) C'est le nom d'un...    ACHAIE   \n",
+       "10142  * ACHERON, s. m. (Géog. anc. & Myth.) C'étoit ...   ACHERON   \n",
+       "1400   * ACHERUSE, s. f. (Géog. Hist. anc. & Myth.) l...  ACHERUSE   \n",
        "\n",
-       "       nb Words  nb EN  nb Name EDDA  nb Person  nb ENE  nb ENE Place  \\\n",
-       "6861        129     24            10          4       8             4   \n",
-       "22907       252      5             0          0       3             0   \n",
-       "13935     49007   1013           379        177     279             6   \n",
-       "17096        10      0             0          0       0             0   \n",
-       "20692       856     28             8         11       7             1   \n",
+       "                                         normClass    author  nb Words  nb EN  \\\n",
+       "913                            Géographie ancienne   Diderot         6      2   \n",
+       "7458                           Géographie ancienne  unsigned        10      2   \n",
+       "11935                          Géographie ancienne   Diderot        46      7   \n",
+       "10142             Géographie ancienne | Mythologie   Diderot        49      7   \n",
+       "1400   Géographie | Histoire ancienne | Mythologie   Diderot       112      7   \n",
        "\n",
-       "       nb ENE Person  nb EN geocoded  nb EN EDDA geocoded type  latlong  \\\n",
-       "6861               0               0                    0  NaN    False   \n",
-       "22907              2               0                    0  NaN    False   \n",
-       "13935             19               0                    0  NaN    False   \n",
-       "17096              0               0                    0  NaN    False   \n",
-       "20692              1               0                    0  NaN    False   \n",
+       "       nb Name EDDA  nb Person  nb ENE  nb ENE Place  nb ENE Person  \\\n",
+       "913               2          0       1             1              0   \n",
+       "7458              1          0       1             1              0   \n",
+       "11935             5          0       3             3              0   \n",
+       "10142             6          0       3             3              0   \n",
+       "1400              4          1       1             1              0   \n",
        "\n",
-       "       latlong value  \n",
-       "6861             NaN  \n",
-       "22907            NaN  \n",
-       "13935            NaN  \n",
-       "17096            NaN  \n",
-       "20692            NaN  "
+       "       nb EN geocoded  nb EN EDDA geocoded       type  latlong  latlong value  \n",
+       "913                 1                    1      ville    False            NaN  \n",
+       "7458                0                    0      ville    False            NaN  \n",
+       "11935               1                    1        NaN    False            NaN  \n",
+       "10142               3                    2        NaN    False            NaN  \n",
+       "1400                1                    1  hydronyme    False            NaN  "
       ]
      },
-     "execution_count": 53,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -281,16 +270,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "74165"
+       "14452"
       ]
      },
-     "execution_count": 54,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -309,7 +298,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -335,7 +324,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -368,7 +357,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -377,7 +366,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -386,7 +375,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -395,7 +384,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -404,7 +393,7 @@
        "(1450, 21)"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -415,7 +404,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -424,7 +413,7 @@
        "(1415, 21)"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -435,7 +424,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -461,7 +450,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -470,7 +459,7 @@
        "(172, 21)"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -482,7 +471,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -701,7 +690,7 @@
        "[5 rows x 21 columns]"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -719,7 +708,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -728,7 +717,7 @@
        "(716, 21)"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -747,7 +736,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -756,7 +745,7 @@
        "(2, 21)"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -768,7 +757,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -897,7 +886,7 @@
        "[2 rows x 21 columns]"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -906,6 +895,35 @@
     "data_other"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_jaucourt = pd.concat([data_jaucourt, data_other])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(720, 21)"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_jaucourt.shape"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -915,7 +933,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -924,7 +942,7 @@
        "(525, 21)"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -945,7 +963,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -956,7 +974,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
@@ -964,7 +982,7 @@
      "output_type": "stream",
      "text": [
       "Diderot (172 articles) : q1 : 15.0 - q2 : 19.0 - q3 : 24.0\n",
-      "Jaucourt (716 articles) : q1 : 42.0 - q2 : 71.0 - q3 : 165.0\n",
+      "Jaucourt (720 articles) : q1 : 42.0 - q2 : 71.0 - q3 : 165.25\n",
       "Unsigned (525 articles) : q1 : 15.0 - q2 : 21.0 - q3 : 32.0\n"
      ]
     }
@@ -977,7 +995,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -989,7 +1007,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
@@ -1006,7 +1024,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1018,14 +1036,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "176 178 182 180\n"
+      "175 181 184 180\n"
      ]
     }
    ],
@@ -1035,7 +1053,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1047,7 +1065,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
@@ -1071,7 +1089,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1111,7 +1129,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1124,7 +1142,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1137,7 +1155,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 45,
    "metadata": {
     "scrolled": true
    },
@@ -1189,22 +1207,22 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>volume02-1504</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1504</td>\n",
-       "      <td>* BEIRE, (Géog.) petite ville de France, en Bo...</td>\n",
-       "      <td>BEIRE</td>\n",
+       "      <td>volume01-5200</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5200</td>\n",
+       "      <td>* AYMARGUES, (Géog.) ville de France dans le L...</td>\n",
+       "      <td>AYMARGUES</td>\n",
        "      <td>Géographie</td>\n",
        "      <td>Diderot</td>\n",
-       "      <td>12</td>\n",
-       "      <td>4</td>\n",
+       "      <td>11</td>\n",
        "      <td>4</td>\n",
+       "      <td>3</td>\n",
        "      <td>...</td>\n",
        "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "      <td>ville</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
@@ -1213,22 +1231,22 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>volume01-2599</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2599</td>\n",
-       "      <td>* ANDONVILLE, (Géog. mod.) ville de France, gé...</td>\n",
-       "      <td>ANDONVILLE</td>\n",
-       "      <td>Géographie moderne</td>\n",
-       "      <td>Diderot</td>\n",
-       "      <td>12</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3</td>\n",
+       "      <td>volume02-2119</td>\n",
        "      <td>2</td>\n",
-       "      <td>0</td>\n",
+       "      <td>2119</td>\n",
+       "      <td>* BILLY, (Géogr.) petite ville de France dans ...</td>\n",
+       "      <td>BILLY</td>\n",
+       "      <td>Géographie</td>\n",
+       "      <td>Diderot</td>\n",
+       "      <td>9</td>\n",
        "      <td>3</td>\n",
        "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>ville</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
@@ -1237,22 +1255,22 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>volume01-1065</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1065</td>\n",
-       "      <td>* Afrique, (Géog. mod.) petite ville de France...</td>\n",
-       "      <td>Afrique</td>\n",
-       "      <td>Géographie moderne</td>\n",
+       "      <td>volume02-712</td>\n",
+       "      <td>2</td>\n",
+       "      <td>712</td>\n",
+       "      <td>* BARGEMONT (Géog.) ville de France, au dioces...</td>\n",
+       "      <td>BARGEMONT</td>\n",
+       "      <td>Géographie</td>\n",
        "      <td>Diderot</td>\n",
-       "      <td>12</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>...</td>\n",
+       "      <td>9</td>\n",
+       "      <td>3</td>\n",
        "      <td>2</td>\n",
+       "      <td>...</td>\n",
        "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "      <td>ville</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
@@ -1261,62 +1279,62 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>volume02-1391</td>\n",
+       "      <td>volume02-960</td>\n",
        "      <td>2</td>\n",
-       "      <td>1391</td>\n",
-       "      <td>* BEAUVOISIS ou BEAUVAISIS, (Géog.) petit pays...</td>\n",
-       "      <td>BEAUVOISIS ou BEAUVAISIS</td>\n",
+       "      <td>960</td>\n",
+       "      <td>* BASSEMPOIN (Géog.), petite ville de France, ...</td>\n",
+       "      <td>BASSEMPOIN</td>\n",
        "      <td>Géographie</td>\n",
        "      <td>Diderot</td>\n",
-       "      <td>13</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
+       "      <td>9</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "      <td>...</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>2</td>\n",
        "      <td>2</td>\n",
-       "      <td>pays</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>pays</td>\n",
+       "      <td>ville</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>volume01-4843</td>\n",
+       "      <td>volume01-3079</td>\n",
        "      <td>1</td>\n",
-       "      <td>4843</td>\n",
-       "      <td>* AUBETERRE (Géog.) ville de France, dans l'An...</td>\n",
-       "      <td>AUBETERRE</td>\n",
-       "      <td>Géographie</td>\n",
-       "      <td>Diderot</td>\n",
-       "      <td>17</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
+       "      <td>3079</td>\n",
+       "      <td>* ANTRAIN ou ENTRAINS, (Géog. mod.) petite vil...</td>\n",
+       "      <td>ANTRAIN ou ENTRAINS</td>\n",
+       "      <td>Géographie moderne</td>\n",
+       "      <td>Diderot</td>\n",
+       "      <td>15</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
        "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
        "      <td>0</td>\n",
        "      <td>3</td>\n",
-       "      <td>2</td>\n",
+       "      <td>3</td>\n",
        "      <td>ville</td>\n",
-       "      <td>True</td>\n",
+       "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
        "      <td>ville</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>volume01-3831</td>\n",
+       "      <td>volume01-2527</td>\n",
        "      <td>1</td>\n",
-       "      <td>3831</td>\n",
-       "      <td>* ARGENCES, (Géog.) bourg de France en basse N...</td>\n",
-       "      <td>ARGENCES</td>\n",
-       "      <td>Géographie</td>\n",
+       "      <td>2527</td>\n",
+       "      <td>* ANCENIS, (Géog. mod.) ville de France dans l...</td>\n",
+       "      <td>ANCENIS</td>\n",
+       "      <td>Géographie moderne</td>\n",
        "      <td>Diderot</td>\n",
-       "      <td>17</td>\n",
+       "      <td>18</td>\n",
        "      <td>3</td>\n",
        "      <td>3</td>\n",
        "      <td>...</td>\n",
@@ -1329,52 +1347,52 @@
        "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>bourg</td>\n",
+       "      <td>ville</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
-       "      <td>volume01-5034</td>\n",
-       "      <td>1</td>\n",
-       "      <td>5034</td>\n",
-       "      <td>* AUNEAU (Géographie.) petite ville de France,...</td>\n",
-       "      <td>AUNEAU</td>\n",
+       "      <td>volume02-938</td>\n",
+       "      <td>2</td>\n",
+       "      <td>938</td>\n",
+       "      <td>* BASSANO, (Géog.) petite ville d'Italie, dans...</td>\n",
+       "      <td>BASSANO</td>\n",
        "      <td>Géographie</td>\n",
        "      <td>Diderot</td>\n",
-       "      <td>16</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
+       "      <td>18</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
        "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "      <td>0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "      <td>ville</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>ville</td>\n",
+       "      <td>riviere</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
-       "      <td>volume01-3079</td>\n",
+       "      <td>volume01-5191</td>\n",
        "      <td>1</td>\n",
-       "      <td>3079</td>\n",
-       "      <td>* ANTRAIN ou ENTRAINS, (Géog. mod.) petite vil...</td>\n",
-       "      <td>ANTRAIN ou ENTRAINS</td>\n",
-       "      <td>Géographie moderne</td>\n",
+       "      <td>5191</td>\n",
+       "      <td>* AY, (Géog.) petite ville de France, en Champ...</td>\n",
+       "      <td>AY</td>\n",
+       "      <td>Géographie</td>\n",
        "      <td>Diderot</td>\n",
-       "      <td>15</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
        "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>2</td>\n",
        "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
        "      <td>ville</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
        "      <td>ville</td>\n",
@@ -1405,66 +1423,66 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
-       "      <td>volume01-1279</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1279</td>\n",
-       "      <td>* Aigle, (Géog.) petite ville de France dans l...</td>\n",
-       "      <td>Aigle</td>\n",
+       "      <td>volume02-149</td>\n",
+       "      <td>2</td>\n",
+       "      <td>149</td>\n",
+       "      <td>* BAGNERES, (Géog.) ville de France, au comté ...</td>\n",
+       "      <td>BAGNERES</td>\n",
        "      <td>Géographie</td>\n",
        "      <td>Diderot</td>\n",
-       "      <td>19</td>\n",
+       "      <td>20</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "      <td>...</td>\n",
        "      <td>2</td>\n",
        "      <td>2</td>\n",
        "      <td>0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "      <td>ville</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
        "      <td>ville</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
-       "      <td>volume02-705</td>\n",
+       "      <td>volume02-1676</td>\n",
        "      <td>2</td>\n",
-       "      <td>705</td>\n",
-       "      <td>* BARENTON (Géog.) petite ville de France, dan...</td>\n",
-       "      <td>BARENTON</td>\n",
+       "      <td>1676</td>\n",
+       "      <td>* BERAY, (Géog.) ville de France dans la haute...</td>\n",
+       "      <td>BERAY</td>\n",
        "      <td>Géographie</td>\n",
        "      <td>Diderot</td>\n",
-       "      <td>20</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
        "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>ville</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
        "      <td>ville</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
-       "      <td>volume01-2810</td>\n",
+       "      <td>volume01-3767</td>\n",
        "      <td>1</td>\n",
-       "      <td>2810</td>\n",
-       "      <td>* ANNONAY, (Géog. mod.) petite ville de France...</td>\n",
-       "      <td>ANNONAY</td>\n",
-       "      <td>Géographie moderne</td>\n",
+       "      <td>3767</td>\n",
+       "      <td>* Ardes, (Géog.) ville de France dans la basse...</td>\n",
+       "      <td>Ardes</td>\n",
+       "      <td>Géographie</td>\n",
        "      <td>Diderot</td>\n",
-       "      <td>20</td>\n",
+       "      <td>19</td>\n",
+       "      <td>3</td>\n",
        "      <td>3</td>\n",
-       "      <td>2</td>\n",
        "      <td>...</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>2</td>\n",
@@ -1477,45 +1495,45 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
-       "      <td>volume02-1614</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1614</td>\n",
-       "      <td>* BENAUGE, (Géog.) petite contrée de la Guienn...</td>\n",
-       "      <td>BENAUGE</td>\n",
+       "      <td>volume01-5060</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5060</td>\n",
+       "      <td>* AVRANCHES, (Géog.) ville de France en basse ...</td>\n",
+       "      <td>AVRANCHES</td>\n",
        "      <td>Géographie</td>\n",
        "      <td>Diderot</td>\n",
-       "      <td>24</td>\n",
-       "      <td>5</td>\n",
+       "      <td>30</td>\n",
        "      <td>5</td>\n",
+       "      <td>4</td>\n",
        "      <td>...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
        "      <td>4</td>\n",
        "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>pays</td>\n",
-       "      <td>False</td>\n",
+       "      <td>ville</td>\n",
+       "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>province</td>\n",
+       "      <td>ville</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
-       "      <td>volume01-1565</td>\n",
+       "      <td>volume01-4083</td>\n",
        "      <td>1</td>\n",
-       "      <td>1565</td>\n",
-       "      <td>* ALBI, (Géog.) ville de France, capitale de  ...</td>\n",
-       "      <td>ALBI</td>\n",
+       "      <td>4083</td>\n",
+       "      <td>* ARQUES, (Géog.) petite ville de France, en N...</td>\n",
+       "      <td>ARQUES</td>\n",
        "      <td>Géographie</td>\n",
        "      <td>Diderot</td>\n",
-       "      <td>25</td>\n",
-       "      <td>4</td>\n",
+       "      <td>24</td>\n",
+       "      <td>5</td>\n",
        "      <td>4</td>\n",
        "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "      <td>0</td>\n",
-       "      <td>2</td>\n",
+       "      <td>3</td>\n",
        "      <td>2</td>\n",
        "      <td>ville</td>\n",
        "      <td>True</td>\n",
@@ -1525,311 +1543,311 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
-       "      <td>volume01-5144</td>\n",
-       "      <td>1</td>\n",
-       "      <td>5144</td>\n",
-       "      <td>* AUTUN, (Géog.) ville de France au duché de B...</td>\n",
-       "      <td>AUTUN</td>\n",
+       "      <td>volume02-935</td>\n",
+       "      <td>2</td>\n",
+       "      <td>935</td>\n",
+       "      <td>* BASQUES (les) s. m. pl. Géog. petit pays de ...</td>\n",
+       "      <td>BASQUES (les)</td>\n",
        "      <td>Géographie</td>\n",
        "      <td>Diderot</td>\n",
-       "      <td>27</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
+       "      <td>37</td>\n",
+       "      <td>8</td>\n",
+       "      <td>6</td>\n",
        "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>ville</td>\n",
-       "      <td>True</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>pays</td>\n",
+       "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>ville</td>\n",
+       "      <td>pays</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
-       "      <td>volume02-1564</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1564</td>\n",
-       "      <td>* BELLE-ISLE, (Géog.) île de France à six lieu...</td>\n",
-       "      <td>BELLE-ISLE</td>\n",
+       "      <td>volume01-3871</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3871</td>\n",
+       "      <td>* ARGUENON, (Géog.) petite riviere de France, ...</td>\n",
+       "      <td>ARGUENON</td>\n",
        "      <td>Géographie</td>\n",
        "      <td>Diderot</td>\n",
-       "      <td>28</td>\n",
+       "      <td>30</td>\n",
+       "      <td>6</td>\n",
        "      <td>4</td>\n",
-       "      <td>3</td>\n",
        "      <td>...</td>\n",
        "      <td>3</td>\n",
        "      <td>3</td>\n",
        "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>île</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4</td>\n",
+       "      <td>hydronyme</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>île</td>\n",
+       "      <td>riviere</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
-       "      <td>volume15-2668</td>\n",
-       "      <td>15</td>\n",
-       "      <td>2668</td>\n",
-       "      <td>STRENGENBACH ou STRENGBACH, le, (Géog. mod.) r...</td>\n",
-       "      <td>STRENGENBACH ou STRENGBACH, le</td>\n",
+       "      <td>volume14-4967</td>\n",
+       "      <td>14</td>\n",
+       "      <td>4967</td>\n",
+       "      <td>SEILLANS, (Géog. mod.) petite ville, ou pour m...</td>\n",
+       "      <td>SEILLANS</td>\n",
        "      <td>Géographie moderne</td>\n",
        "      <td>Jaucourt</td>\n",
-       "      <td>30</td>\n",
-       "      <td>6</td>\n",
-       "      <td>3</td>\n",
+       "      <td>28</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
        "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
        "      <td>0</td>\n",
        "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>hydronyme</td>\n",
+       "      <td>4</td>\n",
+       "      <td>ville</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>riviere</td>\n",
+       "      <td>bourg</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
-       "      <td>volume15-4368</td>\n",
-       "      <td>15</td>\n",
-       "      <td>4368</td>\n",
-       "      <td>TARDÉNOIS, le (Géog. mod.) en latin du moyen â...</td>\n",
-       "      <td>TARDÉNOIS, le</td>\n",
+       "      <td>volume14-3175</td>\n",
+       "      <td>14</td>\n",
+       "      <td>3175</td>\n",
+       "      <td>SAIRE la, (Géog. mod.) petite riviere de Franc...</td>\n",
+       "      <td>SAIRE la</td>\n",
        "      <td>Géographie moderne</td>\n",
        "      <td>Jaucourt</td>\n",
-       "      <td>34</td>\n",
-       "      <td>7</td>\n",
-       "      <td>6</td>\n",
+       "      <td>39</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
        "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>hydronyme</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>pays</td>\n",
+       "      <td>riviere</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
-       "      <td>volume07-2017</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2017</td>\n",
-       "      <td>Germain-Laval, (Saint-) Géog. ville de France ...</td>\n",
-       "      <td>Germain-Laval, (Saint-)</td>\n",
-       "      <td>Géographie</td>\n",
+       "      <td>volume16-3126</td>\n",
+       "      <td>16</td>\n",
+       "      <td>3126</td>\n",
+       "      <td>Treves, (Géog. mod.) petite ville ou plutôt bo...</td>\n",
+       "      <td>Treves</td>\n",
+       "      <td>Géographie moderne</td>\n",
        "      <td>Jaucourt</td>\n",
-       "      <td>38</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
+       "      <td>23</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>ville</td>\n",
-       "      <td>True</td>\n",
+       "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
        "      <td>ville</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
-       "      <td>volume16-4274</td>\n",
-       "      <td>16</td>\n",
-       "      <td>4274</td>\n",
-       "      <td>Valence, (Géog. mod.) nos géographes disent pe...</td>\n",
-       "      <td>Valence</td>\n",
-       "      <td>Géographie moderne</td>\n",
+       "      <td>volume08-2163</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2163</td>\n",
+       "      <td>James sainte, (Géog.) petite ville de France e...</td>\n",
+       "      <td>James sainte</td>\n",
+       "      <td>Géographie</td>\n",
        "      <td>Jaucourt</td>\n",
-       "      <td>32</td>\n",
-       "      <td>5</td>\n",
-       "      <td>3</td>\n",
+       "      <td>33</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4</td>\n",
        "      <td>...</td>\n",
+       "      <td>3</td>\n",
        "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>False</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>ville</td>\n",
+       "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
        "      <td>ville</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
-       "      <td>volume10-381</td>\n",
-       "      <td>10</td>\n",
-       "      <td>381</td>\n",
-       "      <td>MARCELLIN, S. (Géog.) petite ville de France e...</td>\n",
-       "      <td>MARCELLIN</td>\n",
-       "      <td>Géographie</td>\n",
+       "      <td>volume17-1715</td>\n",
+       "      <td>17</td>\n",
+       "      <td>1715</td>\n",
+       "      <td>VOUGLE, (Géog. mod.) bourg de France dans le P...</td>\n",
+       "      <td>VOUGLE</td>\n",
+       "      <td>Géographie moderne</td>\n",
        "      <td>Jaucourt</td>\n",
-       "      <td>55</td>\n",
-       "      <td>9</td>\n",
+       "      <td>51</td>\n",
+       "      <td>8</td>\n",
        "      <td>5</td>\n",
        "      <td>...</td>\n",
        "      <td>3</td>\n",
        "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "      <td>ville</td>\n",
-       "      <td>True</td>\n",
+       "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>ville</td>\n",
+       "      <td>bourg</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
-       "      <td>volume13-514</td>\n",
-       "      <td>13</td>\n",
-       "      <td>514</td>\n",
-       "      <td>PORTO-CROS, (Géog. mod.) petite île de France ...</td>\n",
-       "      <td>PORTO-CROS</td>\n",
+       "      <td>volume17-437</td>\n",
+       "      <td>17</td>\n",
+       "      <td>437</td>\n",
+       "      <td>VERT, le, (Géog. mod.) nom de deux petites  ri...</td>\n",
+       "      <td>VERT, le</td>\n",
        "      <td>Géographie moderne</td>\n",
        "      <td>Jaucourt</td>\n",
-       "      <td>48</td>\n",
-       "      <td>5</td>\n",
-       "      <td>4</td>\n",
+       "      <td>59</td>\n",
+       "      <td>8</td>\n",
+       "      <td>6</td>\n",
        "      <td>...</td>\n",
        "      <td>3</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
+       "      <td>4</td>\n",
        "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>île</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>île</td>\n",
+       "      <td>rivieres</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
-       "      <td>volume12-3457</td>\n",
-       "      <td>12</td>\n",
-       "      <td>3457</td>\n",
-       "      <td>PLOERMEL, (Géog. mod.) petite ville de France ...</td>\n",
-       "      <td>PLOERMEL</td>\n",
+       "      <td>volume15-3971</td>\n",
+       "      <td>15</td>\n",
+       "      <td>3971</td>\n",
+       "      <td>TAILLEBOURG, (Géog. mod.) en latin du moyen âg...</td>\n",
+       "      <td>TAILLEBOURG</td>\n",
        "      <td>Géographie moderne</td>\n",
        "      <td>Jaucourt</td>\n",
-       "      <td>46</td>\n",
+       "      <td>42</td>\n",
+       "      <td>7</td>\n",
        "      <td>5</td>\n",
-       "      <td>4</td>\n",
        "      <td>...</td>\n",
        "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>ville</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>ville</td>\n",
+       "      <td>bourg</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
-       "      <td>volume14-2693</td>\n",
-       "      <td>14</td>\n",
-       "      <td>2693</td>\n",
-       "      <td>RUFFEC, (Géog. mod.) petite ville de France, d...</td>\n",
-       "      <td>RUFFEC</td>\n",
+       "      <td>volume11-3664</td>\n",
+       "      <td>11</td>\n",
+       "      <td>3664</td>\n",
+       "      <td>PAINBOEUF, (Géog. mod.) bourgade de France, da...</td>\n",
+       "      <td>PAINBOEUF</td>\n",
        "      <td>Géographie moderne</td>\n",
        "      <td>Jaucourt</td>\n",
-       "      <td>47</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
+       "      <td>51</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
        "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
        "      <td>2</td>\n",
        "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
        "      <td>ville</td>\n",
-       "      <td>True</td>\n",
+       "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>ville</td>\n",
+       "      <td>bourgade</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
-       "      <td>volume17-1439</td>\n",
-       "      <td>17</td>\n",
-       "      <td>1439</td>\n",
-       "      <td>VODABLE, (Géog. mod.) bourg de France dans l'A...</td>\n",
-       "      <td>VODABLE</td>\n",
+       "      <td>volume14-3817</td>\n",
+       "      <td>14</td>\n",
+       "      <td>3817</td>\n",
+       "      <td>SARTE, la, (Géog. mod.) en latin moderne Sarta...</td>\n",
+       "      <td>SARTE, la</td>\n",
        "      <td>Géographie moderne</td>\n",
        "      <td>Jaucourt</td>\n",
-       "      <td>76</td>\n",
-       "      <td>8</td>\n",
-       "      <td>7</td>\n",
+       "      <td>77</td>\n",
+       "      <td>12</td>\n",
+       "      <td>10</td>\n",
        "      <td>...</td>\n",
        "      <td>4</td>\n",
        "      <td>3</td>\n",
        "      <td>0</td>\n",
-       "      <td>6</td>\n",
-       "      <td>6</td>\n",
-       "      <td>ville</td>\n",
-       "      <td>True</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>bourg</td>\n",
+       "      <td>riviere</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
-       "      <td>volume13-208</td>\n",
+       "      <td>volume13-4</td>\n",
        "      <td>13</td>\n",
-       "      <td>208</td>\n",
-       "      <td>PONTIVY, (Géog. mod.) petite ville de France, ...</td>\n",
-       "      <td>PONTIVY</td>\n",
+       "      <td>4</td>\n",
+       "      <td>POMEGUE, (Géog. mod.) île de France, sur la cô...</td>\n",
+       "      <td>POMEGUE</td>\n",
        "      <td>Géographie moderne</td>\n",
        "      <td>Jaucourt</td>\n",
-       "      <td>145</td>\n",
-       "      <td>15</td>\n",
-       "      <td>10</td>\n",
+       "      <td>103</td>\n",
+       "      <td>8</td>\n",
+       "      <td>8</td>\n",
        "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
        "      <td>0</td>\n",
-       "      <td>11</td>\n",
-       "      <td>9</td>\n",
-       "      <td>ville</td>\n",
-       "      <td>True</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>île</td>\n",
+       "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>ville</td>\n",
+       "      <td>île</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
-       "      <td>volume09-524</td>\n",
-       "      <td>9</td>\n",
-       "      <td>524</td>\n",
-       "      <td>KAYSERBERG, (Géog.) c'est-à-dire mont de l'emp...</td>\n",
-       "      <td>KAYSERBERG</td>\n",
+       "      <td>volume10-1378</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1378</td>\n",
+       "      <td>MÉHUN-SUR LOIRE, (Géogr.) petite ville de Fran...</td>\n",
+       "      <td>MÉHUN-SUR LOIRE</td>\n",
        "      <td>Géographie</td>\n",
        "      <td>Jaucourt</td>\n",
-       "      <td>130</td>\n",
-       "      <td>17</td>\n",
-       "      <td>7</td>\n",
+       "      <td>139</td>\n",
+       "      <td>18</td>\n",
+       "      <td>4</td>\n",
        "      <td>...</td>\n",
-       "      <td>7</td>\n",
+       "      <td>4</td>\n",
        "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
        "      <td>2</td>\n",
-       "      <td>6</td>\n",
-       "      <td>4</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>ville</td>\n",
        "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
@@ -1837,118 +1855,118 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
-       "      <td>volume11-1060</td>\n",
-       "      <td>11</td>\n",
-       "      <td>1060</td>\n",
-       "      <td>Nogent-le-Rotrou, (Géog.) gros bourg de France...</td>\n",
-       "      <td>Nogent-le-Rotrou</td>\n",
-       "      <td>Géographie</td>\n",
+       "      <td>volume13-3057</td>\n",
+       "      <td>13</td>\n",
+       "      <td>3057</td>\n",
+       "      <td>RABASTENS, (Géog. mod.) en latin du moyen âge ...</td>\n",
+       "      <td>RABASTENS</td>\n",
+       "      <td>Géographie moderne</td>\n",
        "      <td>Jaucourt</td>\n",
-       "      <td>123</td>\n",
-       "      <td>17</td>\n",
-       "      <td>7</td>\n",
+       "      <td>115</td>\n",
+       "      <td>13</td>\n",
+       "      <td>8</td>\n",
        "      <td>...</td>\n",
-       "      <td>9</td>\n",
-       "      <td>2</td>\n",
+       "      <td>5</td>\n",
        "      <td>2</td>\n",
+       "      <td>0</td>\n",
        "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "      <td>ville</td>\n",
+       "      <td>4</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>bourg</td>\n",
+       "      <td>ville</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
-       "      <td>volume12-2242</td>\n",
-       "      <td>12</td>\n",
-       "      <td>2242</td>\n",
-       "      <td>PICARDIE, la, (Géog. mod.) province de France,...</td>\n",
-       "      <td>PICARDIE, la</td>\n",
+       "      <td>volume14-3508</td>\n",
+       "      <td>14</td>\n",
+       "      <td>3508</td>\n",
+       "      <td>SANCERRE, (Géog. mod.) ville de France, en Ber...</td>\n",
+       "      <td>SANCERRE</td>\n",
        "      <td>Géographie moderne</td>\n",
        "      <td>Jaucourt</td>\n",
-       "      <td>432</td>\n",
-       "      <td>60</td>\n",
-       "      <td>35</td>\n",
+       "      <td>451</td>\n",
+       "      <td>45</td>\n",
+       "      <td>22</td>\n",
        "      <td>...</td>\n",
+       "      <td>17</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1</td>\n",
        "      <td>14</td>\n",
-       "      <td>5</td>\n",
-       "      <td>3</td>\n",
-       "      <td>16</td>\n",
-       "      <td>11</td>\n",
-       "      <td>pays</td>\n",
-       "      <td>False</td>\n",
+       "      <td>14</td>\n",
+       "      <td>ville</td>\n",
+       "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>province</td>\n",
+       "      <td>ville</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
-       "      <td>volume11-3735</td>\n",
-       "      <td>11</td>\n",
-       "      <td>3735</td>\n",
-       "      <td>Palais, (Géograph. mod.) petite place forte de...</td>\n",
-       "      <td>Palais</td>\n",
+       "      <td>volume16-4405</td>\n",
+       "      <td>16</td>\n",
+       "      <td>4405</td>\n",
+       "      <td>VANNES, (Géog. mod.) ville de France dans la B...</td>\n",
+       "      <td>VANNES</td>\n",
        "      <td>Géographie moderne</td>\n",
        "      <td>Jaucourt</td>\n",
-       "      <td>515</td>\n",
-       "      <td>42</td>\n",
+       "      <td>344</td>\n",
+       "      <td>33</td>\n",
        "      <td>17</td>\n",
        "      <td>...</td>\n",
-       "      <td>16</td>\n",
-       "      <td>6</td>\n",
-       "      <td>2</td>\n",
-       "      <td>8</td>\n",
+       "      <td>14</td>\n",
        "      <td>7</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>3</td>\n",
+       "      <td>15</td>\n",
+       "      <td>15</td>\n",
+       "      <td>ville</td>\n",
        "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>place</td>\n",
+       "      <td>ville</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
-       "      <td>volume14-2568</td>\n",
-       "      <td>14</td>\n",
-       "      <td>2568</td>\n",
-       "      <td>ROUSSILLON, le, (Géog. mod.) en latin Ruscinon...</td>\n",
-       "      <td>ROUSSILLON, le</td>\n",
-       "      <td>Géographie moderne</td>\n",
+       "      <td>volume07-2016</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>Germain-en-Laye, (Saint-) Géog. petite ville d...</td>\n",
+       "      <td>Germain-en-Laye, (Saint-)</td>\n",
+       "      <td>Géographie</td>\n",
        "      <td>Jaucourt</td>\n",
-       "      <td>554</td>\n",
-       "      <td>54</td>\n",
-       "      <td>35</td>\n",
+       "      <td>250</td>\n",
+       "      <td>23</td>\n",
+       "      <td>9</td>\n",
        "      <td>...</td>\n",
-       "      <td>22</td>\n",
+       "      <td>8</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
        "      <td>9</td>\n",
-       "      <td>3</td>\n",
-       "      <td>16</td>\n",
-       "      <td>14</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>False</td>\n",
+       "      <td>7</td>\n",
+       "      <td>ville</td>\n",
+       "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>province</td>\n",
+       "      <td>île</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
-       "      <td>volume17-636</td>\n",
-       "      <td>17</td>\n",
-       "      <td>636</td>\n",
-       "      <td>Vic-le-comte, (Géog. mod.) petite ville de Fra...</td>\n",
-       "      <td>Vic-le-comte</td>\n",
+       "      <td>volume16-2448</td>\n",
+       "      <td>16</td>\n",
+       "      <td>2448</td>\n",
+       "      <td>TOURS, (Géog. mod.) ville de France, capitale ...</td>\n",
+       "      <td>TOURS</td>\n",
        "      <td>Géographie moderne</td>\n",
        "      <td>Jaucourt</td>\n",
-       "      <td>274</td>\n",
-       "      <td>19</td>\n",
-       "      <td>9</td>\n",
+       "      <td>2156</td>\n",
+       "      <td>169</td>\n",
+       "      <td>84</td>\n",
        "      <td>...</td>\n",
-       "      <td>9</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
+       "      <td>63</td>\n",
+       "      <td>23</td>\n",
        "      <td>8</td>\n",
-       "      <td>4</td>\n",
+       "      <td>60</td>\n",
+       "      <td>56</td>\n",
        "      <td>ville</td>\n",
        "      <td>True</td>\n",
        "      <td>NaN</td>\n",
@@ -1957,22 +1975,22 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
-       "      <td>volume02-6579</td>\n",
-       "      <td>2</td>\n",
-       "      <td>6579</td>\n",
-       "      <td>CERNIN, (Saint) Géog. petite ville de France, ...</td>\n",
-       "      <td>CERNIN (Saint)</td>\n",
+       "      <td>volume01-5217</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5217</td>\n",
+       "      <td>AZAY-LE-RIDEAU, (Géog.) petite ville de France...</td>\n",
+       "      <td>AZAY-LE-RIDEAU</td>\n",
        "      <td>Géographie</td>\n",
        "      <td>unsigned</td>\n",
-       "      <td>10</td>\n",
-       "      <td>3</td>\n",
+       "      <td>11</td>\n",
+       "      <td>4</td>\n",
        "      <td>3</td>\n",
        "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
        "      <td>2</td>\n",
        "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
        "      <td>ville</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
@@ -1981,21 +1999,21 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
-       "      <td>volume02-4075</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4075</td>\n",
-       "      <td>Bruges, (Géog.) petite ville de France, dans l...</td>\n",
-       "      <td>Bruges</td>\n",
-       "      <td>Géographie</td>\n",
+       "      <td>volume03-344</td>\n",
+       "      <td>3</td>\n",
+       "      <td>344</td>\n",
+       "      <td>CHAMOUZAY, (Géog. mod.) petite ville de France...</td>\n",
+       "      <td>CHAMOUZAY</td>\n",
+       "      <td>Géographie moderne</td>\n",
        "      <td>unsigned</td>\n",
-       "      <td>14</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
+       "      <td>9</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "      <td>...</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>3</td>\n",
+       "      <td>2</td>\n",
        "      <td>2</td>\n",
        "      <td>ville</td>\n",
        "      <td>False</td>\n",
@@ -2005,19 +2023,19 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
-       "      <td>volume02-4564</td>\n",
+       "      <td>volume02-4130</td>\n",
        "      <td>2</td>\n",
-       "      <td>4564</td>\n",
-       "      <td>CADENAC, (Géog.) petite ville de France dans l...</td>\n",
-       "      <td>CADENAC</td>\n",
+       "      <td>4130</td>\n",
+       "      <td>BRUYUIERE, (la) Géog. petite ville de France d...</td>\n",
+       "      <td>BRUYUIERE, la</td>\n",
        "      <td>Géographie</td>\n",
        "      <td>unsigned</td>\n",
        "      <td>14</td>\n",
        "      <td>4</td>\n",
-       "      <td>3</td>\n",
+       "      <td>4</td>\n",
        "      <td>...</td>\n",
        "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -2029,22 +2047,22 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
-       "      <td>volume02-6305</td>\n",
-       "      <td>2</td>\n",
-       "      <td>6305</td>\n",
-       "      <td>CAYLAR, (le) Géog. petite ville de France, dan...</td>\n",
-       "      <td>CAYLAR (le)</td>\n",
-       "      <td>Géographie</td>\n",
+       "      <td>volume03-2714</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2714</td>\n",
+       "      <td>COEUVRES, (Géog. mod.) petite ville de France ...</td>\n",
+       "      <td>COEUVRES</td>\n",
+       "      <td>Géographie moderne</td>\n",
        "      <td>unsigned</td>\n",
-       "      <td>12</td>\n",
+       "      <td>15</td>\n",
        "      <td>3</td>\n",
        "      <td>3</td>\n",
        "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
        "      <td>ville</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
@@ -2053,86 +2071,86 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
-       "      <td>volume03-3769</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3769</td>\n",
-       "      <td>CONDOM, (Géog. mod.) ville de France en Gascog...</td>\n",
-       "      <td>CONDOM</td>\n",
-       "      <td>Géographie moderne</td>\n",
+       "      <td>volume02-5053</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5053</td>\n",
+       "      <td>CAMPIGNOLE, (Géog.) ville de France, dans la p...</td>\n",
+       "      <td>CAMPIGNOLE</td>\n",
+       "      <td>Géographie</td>\n",
        "      <td>unsigned</td>\n",
-       "      <td>19</td>\n",
-       "      <td>5</td>\n",
+       "      <td>15</td>\n",
        "      <td>4</td>\n",
+       "      <td>3</td>\n",
        "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
        "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
        "      <td>2</td>\n",
        "      <td>ville</td>\n",
-       "      <td>True</td>\n",
+       "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
        "      <td>ville</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
-       "      <td>volume17-2104</td>\n",
-       "      <td>17</td>\n",
-       "      <td>2104</td>\n",
-       "      <td>WASSELONNE, (Géog. mod.) bourg ou petite ville...</td>\n",
-       "      <td>WASSELONNE</td>\n",
+       "      <td>volume04-880</td>\n",
+       "      <td>4</td>\n",
+       "      <td>880</td>\n",
+       "      <td>CORBEIL, (Géog. mod.) ville de France dans l'î...</td>\n",
+       "      <td>CORBEIL</td>\n",
        "      <td>Géographie moderne</td>\n",
        "      <td>unsigned</td>\n",
-       "      <td>19</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
+       "      <td>20</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "      <td>...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
        "      <td>ville</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>bourg</td>\n",
+       "      <td>ville</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>38</th>\n",
-       "      <td>volume04-2909</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2909</td>\n",
-       "      <td>CUSSET, (Géog. mod.) petite ville de France en...</td>\n",
-       "      <td>CUSSET</td>\n",
-       "      <td>Géographie moderne</td>\n",
+       "      <td>volume02-5900</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5900</td>\n",
+       "      <td>CASAUBON, (Géog.) petite ville de France dans ...</td>\n",
+       "      <td>CASAUBON</td>\n",
+       "      <td>Géographie</td>\n",
        "      <td>unsigned</td>\n",
-       "      <td>15</td>\n",
-       "      <td>3</td>\n",
+       "      <td>16</td>\n",
        "      <td>3</td>\n",
+       "      <td>2</td>\n",
        "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
        "      <td>2</td>\n",
        "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>ville</td>\n",
-       "      <td>True</td>\n",
+       "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
        "      <td>ville</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>39</th>\n",
-       "      <td>volume02-3396</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3396</td>\n",
-       "      <td>BOUTONNE, (Géog.) riviere de France, qui prend...</td>\n",
-       "      <td>BOUTONNE</td>\n",
+       "      <td>volume01-1365</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1365</td>\n",
+       "      <td>Aiguillon, (Géog.) ville de France en Guyenne ...</td>\n",
+       "      <td>Aiguillon</td>\n",
        "      <td>Géographie</td>\n",
        "      <td>unsigned</td>\n",
-       "      <td>18</td>\n",
+       "      <td>16</td>\n",
        "      <td>4</td>\n",
        "      <td>3</td>\n",
        "      <td>...</td>\n",
@@ -2140,54 +2158,54 @@
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>hydronyme</td>\n",
-       "      <td>False</td>\n",
+       "      <td>1</td>\n",
+       "      <td>ville</td>\n",
+       "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>riviere</td>\n",
+       "      <td>ville</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
-       "      <td>volume03-2391</td>\n",
+       "      <td>volume03-2982</td>\n",
        "      <td>3</td>\n",
-       "      <td>2391</td>\n",
-       "      <td>Clermont, (Géog. mod.) petite ville de France,...</td>\n",
-       "      <td>Clermont</td>\n",
+       "      <td>2982</td>\n",
+       "      <td>COLMAR, (Géog. mod.) ville considérable de Fra...</td>\n",
+       "      <td>COLMAR</td>\n",
        "      <td>Géographie moderne</td>\n",
        "      <td>unsigned</td>\n",
-       "      <td>28</td>\n",
-       "      <td>7</td>\n",
-       "      <td>5</td>\n",
+       "      <td>29</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
        "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
        "      <td>0</td>\n",
-       "      <td>4</td>\n",
        "      <td>3</td>\n",
+       "      <td>2</td>\n",
        "      <td>ville</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
        "      <td>ville</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
-       "      <td>volume02-3250</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3250</td>\n",
-       "      <td>Bourg-en-Bresse, (Géog.) ville de France, capi...</td>\n",
-       "      <td>Bourg-en-Bresse</td>\n",
-       "      <td>Géographie</td>\n",
+       "      <td>volume03-3618</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3618</td>\n",
+       "      <td>CONCHES, (Géog. mod.) petite ville de France e...</td>\n",
+       "      <td>CONCHES</td>\n",
+       "      <td>Géographie moderne</td>\n",
        "      <td>unsigned</td>\n",
-       "      <td>27</td>\n",
+       "      <td>22</td>\n",
        "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3</td>\n",
        "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
        "      <td>0</td>\n",
-       "      <td>3</td>\n",
+       "      <td>2</td>\n",
        "      <td>2</td>\n",
        "      <td>ville</td>\n",
        "      <td>True</td>\n",
@@ -2197,119 +2215,119 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>42</th>\n",
-       "      <td>volume09-2586</td>\n",
-       "      <td>9</td>\n",
-       "      <td>2586</td>\n",
-       "      <td>LIMOURS, (Géog.) petite ville de France dans l...</td>\n",
-       "      <td>LIMOURS</td>\n",
-       "      <td>Géographie</td>\n",
+       "      <td>volume17-2170</td>\n",
+       "      <td>17</td>\n",
+       "      <td>2170</td>\n",
+       "      <td>WEPE, la, (Géog. mod.) petit pays de France, d...</td>\n",
+       "      <td>WEPE, la</td>\n",
+       "      <td>Géographie moderne</td>\n",
        "      <td>unsigned</td>\n",
-       "      <td>26</td>\n",
-       "      <td>5</td>\n",
+       "      <td>24</td>\n",
+       "      <td>6</td>\n",
        "      <td>4</td>\n",
        "      <td>...</td>\n",
        "      <td>3</td>\n",
        "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>ville</td>\n",
-       "      <td>True</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>pays</td>\n",
+       "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>ville</td>\n",
+       "      <td>pays</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
-       "      <td>volume17-575</td>\n",
-       "      <td>17</td>\n",
-       "      <td>575</td>\n",
-       "      <td>VEUDRE, (Géog. mod.) petite ville ou bourg de ...</td>\n",
-       "      <td>VEUDRE</td>\n",
-       "      <td>Géographie moderne</td>\n",
+       "      <td>volume02-1563</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1563</td>\n",
+       "      <td>Bellegarde, (Géog.) ville de France dans le Ro...</td>\n",
+       "      <td>Bellegarde</td>\n",
+       "      <td>Géographie</td>\n",
        "      <td>unsigned</td>\n",
-       "      <td>23</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
+       "      <td>28</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
        "      <td>...</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
        "      <td>ville</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
        "      <td>ville</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
-       "      <td>volume10-3018</td>\n",
-       "      <td>10</td>\n",
-       "      <td>3018</td>\n",
-       "      <td>MONT-TRICHARD, (Géog.) ancienne petite ville d...</td>\n",
-       "      <td>MONT-TRICHARD</td>\n",
-       "      <td>Géographie</td>\n",
+       "      <td>volume13-226</td>\n",
+       "      <td>13</td>\n",
+       "      <td>226</td>\n",
+       "      <td>POPERINGUE, (Géog. mod.) bourg de France en Fl...</td>\n",
+       "      <td>POPERINGUE</td>\n",
+       "      <td>Géographie moderne</td>\n",
        "      <td>unsigned</td>\n",
-       "      <td>42</td>\n",
-       "      <td>7</td>\n",
-       "      <td>3</td>\n",
+       "      <td>81</td>\n",
+       "      <td>8</td>\n",
+       "      <td>5</td>\n",
        "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
+       "      <td>3</td>\n",
        "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>2</td>\n",
        "      <td>2</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>ville</td>\n",
        "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>ville</td>\n",
+       "      <td>bourg</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45</th>\n",
-       "      <td>volume14-4758</td>\n",
-       "      <td>14</td>\n",
-       "      <td>4758</td>\n",
-       "      <td>SECLIN, (Géog. mod.) en latin moderne Sacilium...</td>\n",
-       "      <td>SECLIN</td>\n",
-       "      <td>Géographie moderne</td>\n",
+       "      <td>volume10-2106</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2106</td>\n",
+       "      <td>MÉZIERES, en latin moderne Macerioe, (Géog.) v...</td>\n",
+       "      <td>MÉZIERES</td>\n",
+       "      <td>Géographie</td>\n",
        "      <td>unsigned</td>\n",
-       "      <td>46</td>\n",
+       "      <td>103</td>\n",
+       "      <td>17</td>\n",
        "      <td>7</td>\n",
-       "      <td>3</td>\n",
        "      <td>...</td>\n",
-       "      <td>4</td>\n",
+       "      <td>8</td>\n",
        "      <td>2</td>\n",
-       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
        "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>False</td>\n",
+       "      <td>ville</td>\n",
+       "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
-       "      <td>bourg</td>\n",
+       "      <td>ville</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
-       "      <td>volume10-1805</td>\n",
+       "      <td>volume10-2186</td>\n",
        "      <td>10</td>\n",
-       "      <td>1805</td>\n",
-       "      <td>MERY-SUR-SEINE, (Géog.) petite ville de France...</td>\n",
-       "      <td>MERY-SUR-SEINE</td>\n",
+       "      <td>2186</td>\n",
+       "      <td>MIHIEL, Saint-(Géog.) ville de France au duché...</td>\n",
+       "      <td>MIHIEL, Saint</td>\n",
        "      <td>Géographie</td>\n",
        "      <td>unsigned</td>\n",
-       "      <td>36</td>\n",
+       "      <td>62</td>\n",
+       "      <td>10</td>\n",
        "      <td>6</td>\n",
-       "      <td>4</td>\n",
        "      <td>...</td>\n",
+       "      <td>5</td>\n",
        "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4</td>\n",
        "      <td>3</td>\n",
-       "      <td>ville</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
@@ -2317,23 +2335,23 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
-       "      <td>volume11-3255</td>\n",
-       "      <td>11</td>\n",
-       "      <td>3255</td>\n",
-       "      <td>OUESSANT, (Géog. mod.) île de France dans l'Oc...</td>\n",
-       "      <td>OUESSANT</td>\n",
+       "      <td>volume04-4203</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4203</td>\n",
+       "      <td>DENIS, (Saint) Géog. mod. petite ville de l'îl...</td>\n",
+       "      <td>DENIS (Saint)</td>\n",
        "      <td>Géographie moderne</td>\n",
        "      <td>unsigned</td>\n",
-       "      <td>420</td>\n",
-       "      <td>8</td>\n",
+       "      <td>48</td>\n",
        "      <td>6</td>\n",
+       "      <td>3</td>\n",
        "      <td>...</td>\n",
-       "      <td>4</td>\n",
+       "      <td>3</td>\n",
        "      <td>3</td>\n",
        "      <td>0</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>île</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>ville</td>\n",
        "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>True</td>\n",
@@ -2346,309 +2364,309 @@
       ],
       "text/plain": [
        "         filename  volume  number  \\\n",
-       "0   volume02-1504       2    1504   \n",
-       "1   volume01-2599       1    2599   \n",
-       "2   volume01-1065       1    1065   \n",
-       "3   volume02-1391       2    1391   \n",
-       "4   volume01-4843       1    4843   \n",
-       "5   volume01-3831       1    3831   \n",
-       "6   volume01-5034       1    5034   \n",
-       "7   volume01-3079       1    3079   \n",
+       "0   volume01-5200       1    5200   \n",
+       "1   volume02-2119       2    2119   \n",
+       "2    volume02-712       2     712   \n",
+       "3    volume02-960       2     960   \n",
+       "4   volume01-3079       1    3079   \n",
+       "5   volume01-2527       1    2527   \n",
+       "6    volume02-938       2     938   \n",
+       "7   volume01-5191       1    5191   \n",
        "8    volume02-363       2     363   \n",
-       "9   volume01-1279       1    1279   \n",
-       "10   volume02-705       2     705   \n",
-       "11  volume01-2810       1    2810   \n",
-       "12  volume02-1614       2    1614   \n",
-       "13  volume01-1565       1    1565   \n",
-       "14  volume01-5144       1    5144   \n",
-       "15  volume02-1564       2    1564   \n",
-       "16  volume15-2668      15    2668   \n",
-       "17  volume15-4368      15    4368   \n",
-       "18  volume07-2017       7    2017   \n",
-       "19  volume16-4274      16    4274   \n",
-       "20   volume10-381      10     381   \n",
-       "21   volume13-514      13     514   \n",
-       "22  volume12-3457      12    3457   \n",
-       "23  volume14-2693      14    2693   \n",
-       "24  volume17-1439      17    1439   \n",
-       "25   volume13-208      13     208   \n",
-       "26   volume09-524       9     524   \n",
-       "27  volume11-1060      11    1060   \n",
-       "28  volume12-2242      12    2242   \n",
-       "29  volume11-3735      11    3735   \n",
-       "30  volume14-2568      14    2568   \n",
-       "31   volume17-636      17     636   \n",
-       "32  volume02-6579       2    6579   \n",
-       "33  volume02-4075       2    4075   \n",
-       "34  volume02-4564       2    4564   \n",
-       "35  volume02-6305       2    6305   \n",
-       "36  volume03-3769       3    3769   \n",
-       "37  volume17-2104      17    2104   \n",
-       "38  volume04-2909       4    2909   \n",
-       "39  volume02-3396       2    3396   \n",
-       "40  volume03-2391       3    2391   \n",
-       "41  volume02-3250       2    3250   \n",
-       "42  volume09-2586       9    2586   \n",
-       "43   volume17-575      17     575   \n",
-       "44  volume10-3018      10    3018   \n",
-       "45  volume14-4758      14    4758   \n",
-       "46  volume10-1805      10    1805   \n",
-       "47  volume11-3255      11    3255   \n",
+       "9    volume02-149       2     149   \n",
+       "10  volume02-1676       2    1676   \n",
+       "11  volume01-3767       1    3767   \n",
+       "12  volume01-5060       1    5060   \n",
+       "13  volume01-4083       1    4083   \n",
+       "14   volume02-935       2     935   \n",
+       "15  volume01-3871       1    3871   \n",
+       "16  volume14-4967      14    4967   \n",
+       "17  volume14-3175      14    3175   \n",
+       "18  volume16-3126      16    3126   \n",
+       "19  volume08-2163       8    2163   \n",
+       "20  volume17-1715      17    1715   \n",
+       "21   volume17-437      17     437   \n",
+       "22  volume15-3971      15    3971   \n",
+       "23  volume11-3664      11    3664   \n",
+       "24  volume14-3817      14    3817   \n",
+       "25     volume13-4      13       4   \n",
+       "26  volume10-1378      10    1378   \n",
+       "27  volume13-3057      13    3057   \n",
+       "28  volume14-3508      14    3508   \n",
+       "29  volume16-4405      16    4405   \n",
+       "30  volume07-2016       7    2016   \n",
+       "31  volume16-2448      16    2448   \n",
+       "32  volume01-5217       1    5217   \n",
+       "33   volume03-344       3     344   \n",
+       "34  volume02-4130       2    4130   \n",
+       "35  volume03-2714       3    2714   \n",
+       "36  volume02-5053       2    5053   \n",
+       "37   volume04-880       4     880   \n",
+       "38  volume02-5900       2    5900   \n",
+       "39  volume01-1365       1    1365   \n",
+       "40  volume03-2982       3    2982   \n",
+       "41  volume03-3618       3    3618   \n",
+       "42  volume17-2170      17    2170   \n",
+       "43  volume02-1563       2    1563   \n",
+       "44   volume13-226      13     226   \n",
+       "45  volume10-2106      10    2106   \n",
+       "46  volume10-2186      10    2186   \n",
+       "47  volume04-4203       4    4203   \n",
        "\n",
        "                                              content  \\\n",
-       "0   * BEIRE, (Géog.) petite ville de France, en Bo...   \n",
-       "1   * ANDONVILLE, (Géog. mod.) ville de France, gé...   \n",
-       "2   * Afrique, (Géog. mod.) petite ville de France...   \n",
-       "3   * BEAUVOISIS ou BEAUVAISIS, (Géog.) petit pays...   \n",
-       "4   * AUBETERRE (Géog.) ville de France, dans l'An...   \n",
-       "5   * ARGENCES, (Géog.) bourg de France en basse N...   \n",
-       "6   * AUNEAU (Géographie.) petite ville de France,...   \n",
-       "7   * ANTRAIN ou ENTRAINS, (Géog. mod.) petite vil...   \n",
+       "0   * AYMARGUES, (Géog.) ville de France dans le L...   \n",
+       "1   * BILLY, (Géogr.) petite ville de France dans ...   \n",
+       "2   * BARGEMONT (Géog.) ville de France, au dioces...   \n",
+       "3   * BASSEMPOIN (Géog.), petite ville de France, ...   \n",
+       "4   * ANTRAIN ou ENTRAINS, (Géog. mod.) petite vil...   \n",
+       "5   * ANCENIS, (Géog. mod.) ville de France dans l...   \n",
+       "6   * BASSANO, (Géog.) petite ville d'Italie, dans...   \n",
+       "7   * AY, (Géog.) petite ville de France, en Champ...   \n",
        "8   * BALLON (Géog.) ville de France, au diocese d...   \n",
-       "9   * Aigle, (Géog.) petite ville de France dans l...   \n",
-       "10  * BARENTON (Géog.) petite ville de France, dan...   \n",
-       "11  * ANNONAY, (Géog. mod.) petite ville de France...   \n",
-       "12  * BENAUGE, (Géog.) petite contrée de la Guienn...   \n",
-       "13  * ALBI, (Géog.) ville de France, capitale de  ...   \n",
-       "14  * AUTUN, (Géog.) ville de France au duché de B...   \n",
-       "15  * BELLE-ISLE, (Géog.) île de France à six lieu...   \n",
-       "16  STRENGENBACH ou STRENGBACH, le, (Géog. mod.) r...   \n",
-       "17  TARDÉNOIS, le (Géog. mod.) en latin du moyen â...   \n",
-       "18  Germain-Laval, (Saint-) Géog. ville de France ...   \n",
-       "19  Valence, (Géog. mod.) nos géographes disent pe...   \n",
-       "20  MARCELLIN, S. (Géog.) petite ville de France e...   \n",
-       "21  PORTO-CROS, (Géog. mod.) petite île de France ...   \n",
-       "22  PLOERMEL, (Géog. mod.) petite ville de France ...   \n",
-       "23  RUFFEC, (Géog. mod.) petite ville de France, d...   \n",
-       "24  VODABLE, (Géog. mod.) bourg de France dans l'A...   \n",
-       "25  PONTIVY, (Géog. mod.) petite ville de France, ...   \n",
-       "26  KAYSERBERG, (Géog.) c'est-à-dire mont de l'emp...   \n",
-       "27  Nogent-le-Rotrou, (Géog.) gros bourg de France...   \n",
-       "28  PICARDIE, la, (Géog. mod.) province de France,...   \n",
-       "29  Palais, (Géograph. mod.) petite place forte de...   \n",
-       "30  ROUSSILLON, le, (Géog. mod.) en latin Ruscinon...   \n",
-       "31  Vic-le-comte, (Géog. mod.) petite ville de Fra...   \n",
-       "32  CERNIN, (Saint) Géog. petite ville de France, ...   \n",
-       "33  Bruges, (Géog.) petite ville de France, dans l...   \n",
-       "34  CADENAC, (Géog.) petite ville de France dans l...   \n",
-       "35  CAYLAR, (le) Géog. petite ville de France, dan...   \n",
-       "36  CONDOM, (Géog. mod.) ville de France en Gascog...   \n",
-       "37  WASSELONNE, (Géog. mod.) bourg ou petite ville...   \n",
-       "38  CUSSET, (Géog. mod.) petite ville de France en...   \n",
-       "39  BOUTONNE, (Géog.) riviere de France, qui prend...   \n",
-       "40  Clermont, (Géog. mod.) petite ville de France,...   \n",
-       "41  Bourg-en-Bresse, (Géog.) ville de France, capi...   \n",
-       "42  LIMOURS, (Géog.) petite ville de France dans l...   \n",
-       "43  VEUDRE, (Géog. mod.) petite ville ou bourg de ...   \n",
-       "44  MONT-TRICHARD, (Géog.) ancienne petite ville d...   \n",
-       "45  SECLIN, (Géog. mod.) en latin moderne Sacilium...   \n",
-       "46  MERY-SUR-SEINE, (Géog.) petite ville de France...   \n",
-       "47  OUESSANT, (Géog. mod.) île de France dans l'Oc...   \n",
+       "9   * BAGNERES, (Géog.) ville de France, au comté ...   \n",
+       "10  * BERAY, (Géog.) ville de France dans la haute...   \n",
+       "11  * Ardes, (Géog.) ville de France dans la basse...   \n",
+       "12  * AVRANCHES, (Géog.) ville de France en basse ...   \n",
+       "13  * ARQUES, (Géog.) petite ville de France, en N...   \n",
+       "14  * BASQUES (les) s. m. pl. Géog. petit pays de ...   \n",
+       "15  * ARGUENON, (Géog.) petite riviere de France, ...   \n",
+       "16  SEILLANS, (Géog. mod.) petite ville, ou pour m...   \n",
+       "17  SAIRE la, (Géog. mod.) petite riviere de Franc...   \n",
+       "18  Treves, (Géog. mod.) petite ville ou plutôt bo...   \n",
+       "19  James sainte, (Géog.) petite ville de France e...   \n",
+       "20  VOUGLE, (Géog. mod.) bourg de France dans le P...   \n",
+       "21  VERT, le, (Géog. mod.) nom de deux petites  ri...   \n",
+       "22  TAILLEBOURG, (Géog. mod.) en latin du moyen âg...   \n",
+       "23  PAINBOEUF, (Géog. mod.) bourgade de France, da...   \n",
+       "24  SARTE, la, (Géog. mod.) en latin moderne Sarta...   \n",
+       "25  POMEGUE, (Géog. mod.) île de France, sur la cô...   \n",
+       "26  MÉHUN-SUR LOIRE, (Géogr.) petite ville de Fran...   \n",
+       "27  RABASTENS, (Géog. mod.) en latin du moyen âge ...   \n",
+       "28  SANCERRE, (Géog. mod.) ville de France, en Ber...   \n",
+       "29  VANNES, (Géog. mod.) ville de France dans la B...   \n",
+       "30  Germain-en-Laye, (Saint-) Géog. petite ville d...   \n",
+       "31  TOURS, (Géog. mod.) ville de France, capitale ...   \n",
+       "32  AZAY-LE-RIDEAU, (Géog.) petite ville de France...   \n",
+       "33  CHAMOUZAY, (Géog. mod.) petite ville de France...   \n",
+       "34  BRUYUIERE, (la) Géog. petite ville de France d...   \n",
+       "35  COEUVRES, (Géog. mod.) petite ville de France ...   \n",
+       "36  CAMPIGNOLE, (Géog.) ville de France, dans la p...   \n",
+       "37  CORBEIL, (Géog. mod.) ville de France dans l'î...   \n",
+       "38  CASAUBON, (Géog.) petite ville de France dans ...   \n",
+       "39  Aiguillon, (Géog.) ville de France en Guyenne ...   \n",
+       "40  COLMAR, (Géog. mod.) ville considérable de Fra...   \n",
+       "41  CONCHES, (Géog. mod.) petite ville de France e...   \n",
+       "42  WEPE, la, (Géog. mod.) petit pays de France, d...   \n",
+       "43  Bellegarde, (Géog.) ville de France dans le Ro...   \n",
+       "44  POPERINGUE, (Géog. mod.) bourg de France en Fl...   \n",
+       "45  MÉZIERES, en latin moderne Macerioe, (Géog.) v...   \n",
+       "46  MIHIEL, Saint-(Géog.) ville de France au duché...   \n",
+       "47  DENIS, (Saint) Géog. mod. petite ville de l'îl...   \n",
        "\n",
-       "                          headword           normClass    author  nb Words  \\\n",
-       "0                            BEIRE          Géographie   Diderot        12   \n",
-       "1                       ANDONVILLE  Géographie moderne   Diderot        12   \n",
-       "2                          Afrique  Géographie moderne   Diderot        12   \n",
-       "3         BEAUVOISIS ou BEAUVAISIS          Géographie   Diderot        13   \n",
-       "4                        AUBETERRE          Géographie   Diderot        17   \n",
-       "5                         ARGENCES          Géographie   Diderot        17   \n",
-       "6                           AUNEAU          Géographie   Diderot        16   \n",
-       "7              ANTRAIN ou ENTRAINS  Géographie moderne   Diderot        15   \n",
-       "8                           BALLON          Géographie   Diderot        22   \n",
-       "9                            Aigle          Géographie   Diderot        19   \n",
-       "10                        BARENTON          Géographie   Diderot        20   \n",
-       "11                         ANNONAY  Géographie moderne   Diderot        20   \n",
-       "12                         BENAUGE          Géographie   Diderot        24   \n",
-       "13                            ALBI          Géographie   Diderot        25   \n",
-       "14                           AUTUN          Géographie   Diderot        27   \n",
-       "15                      BELLE-ISLE          Géographie   Diderot        28   \n",
-       "16  STRENGENBACH ou STRENGBACH, le  Géographie moderne  Jaucourt        30   \n",
-       "17                   TARDÉNOIS, le  Géographie moderne  Jaucourt        34   \n",
-       "18         Germain-Laval, (Saint-)          Géographie  Jaucourt        38   \n",
-       "19                         Valence  Géographie moderne  Jaucourt        32   \n",
-       "20                       MARCELLIN          Géographie  Jaucourt        55   \n",
-       "21                      PORTO-CROS  Géographie moderne  Jaucourt        48   \n",
-       "22                        PLOERMEL  Géographie moderne  Jaucourt        46   \n",
-       "23                          RUFFEC  Géographie moderne  Jaucourt        47   \n",
-       "24                         VODABLE  Géographie moderne  Jaucourt        76   \n",
-       "25                         PONTIVY  Géographie moderne  Jaucourt       145   \n",
-       "26                      KAYSERBERG          Géographie  Jaucourt       130   \n",
-       "27                Nogent-le-Rotrou          Géographie  Jaucourt       123   \n",
-       "28                    PICARDIE, la  Géographie moderne  Jaucourt       432   \n",
-       "29                          Palais  Géographie moderne  Jaucourt       515   \n",
-       "30                  ROUSSILLON, le  Géographie moderne  Jaucourt       554   \n",
-       "31                    Vic-le-comte  Géographie moderne  Jaucourt       274   \n",
-       "32                  CERNIN (Saint)          Géographie  unsigned        10   \n",
-       "33                          Bruges          Géographie  unsigned        14   \n",
-       "34                         CADENAC          Géographie  unsigned        14   \n",
-       "35                     CAYLAR (le)          Géographie  unsigned        12   \n",
-       "36                          CONDOM  Géographie moderne  unsigned        19   \n",
-       "37                      WASSELONNE  Géographie moderne  unsigned        19   \n",
-       "38                          CUSSET  Géographie moderne  unsigned        15   \n",
-       "39                        BOUTONNE          Géographie  unsigned        18   \n",
-       "40                        Clermont  Géographie moderne  unsigned        28   \n",
-       "41                 Bourg-en-Bresse          Géographie  unsigned        27   \n",
-       "42                         LIMOURS          Géographie  unsigned        26   \n",
-       "43                          VEUDRE  Géographie moderne  unsigned        23   \n",
-       "44                   MONT-TRICHARD          Géographie  unsigned        42   \n",
-       "45                          SECLIN  Géographie moderne  unsigned        46   \n",
-       "46                  MERY-SUR-SEINE          Géographie  unsigned        36   \n",
-       "47                        OUESSANT  Géographie moderne  unsigned       420   \n",
+       "                     headword           normClass    author  nb Words  nb EN  \\\n",
+       "0                   AYMARGUES          Géographie   Diderot        11      4   \n",
+       "1                       BILLY          Géographie   Diderot         9      3   \n",
+       "2                   BARGEMONT          Géographie   Diderot         9      3   \n",
+       "3                  BASSEMPOIN          Géographie   Diderot         9      3   \n",
+       "4         ANTRAIN ou ENTRAINS  Géographie moderne   Diderot        15      5   \n",
+       "5                     ANCENIS  Géographie moderne   Diderot        18      3   \n",
+       "6                     BASSANO          Géographie   Diderot        18      5   \n",
+       "7                          AY          Géographie   Diderot        18      4   \n",
+       "8                      BALLON          Géographie   Diderot        22      4   \n",
+       "9                    BAGNERES          Géographie   Diderot        20      5   \n",
+       "10                      BERAY          Géographie   Diderot        21      2   \n",
+       "11                      Ardes          Géographie   Diderot        19      3   \n",
+       "12                  AVRANCHES          Géographie   Diderot        30      5   \n",
+       "13                     ARQUES          Géographie   Diderot        24      5   \n",
+       "14             BASQUES (les)           Géographie   Diderot        37      8   \n",
+       "15                   ARGUENON          Géographie   Diderot        30      6   \n",
+       "16                   SEILLANS  Géographie moderne  Jaucourt        28      4   \n",
+       "17                   SAIRE la  Géographie moderne  Jaucourt        39      5   \n",
+       "18                     Treves  Géographie moderne  Jaucourt        23      3   \n",
+       "19               James sainte          Géographie  Jaucourt        33      6   \n",
+       "20                     VOUGLE  Géographie moderne  Jaucourt        51      8   \n",
+       "21                   VERT, le  Géographie moderne  Jaucourt        59      8   \n",
+       "22                TAILLEBOURG  Géographie moderne  Jaucourt        42      7   \n",
+       "23                  PAINBOEUF  Géographie moderne  Jaucourt        51      7   \n",
+       "24                  SARTE, la  Géographie moderne  Jaucourt        77     12   \n",
+       "25                    POMEGUE  Géographie moderne  Jaucourt       103      8   \n",
+       "26            MÉHUN-SUR LOIRE          Géographie  Jaucourt       139     18   \n",
+       "27                  RABASTENS  Géographie moderne  Jaucourt       115     13   \n",
+       "28                   SANCERRE  Géographie moderne  Jaucourt       451     45   \n",
+       "29                     VANNES  Géographie moderne  Jaucourt       344     33   \n",
+       "30  Germain-en-Laye, (Saint-)          Géographie  Jaucourt       250     23   \n",
+       "31                      TOURS  Géographie moderne  Jaucourt      2156    169   \n",
+       "32             AZAY-LE-RIDEAU          Géographie  unsigned        11      4   \n",
+       "33                  CHAMOUZAY  Géographie moderne  unsigned         9      3   \n",
+       "34              BRUYUIERE, la          Géographie  unsigned        14      4   \n",
+       "35                   COEUVRES  Géographie moderne  unsigned        15      3   \n",
+       "36                 CAMPIGNOLE          Géographie  unsigned        15      4   \n",
+       "37                    CORBEIL  Géographie moderne  unsigned        20      3   \n",
+       "38                   CASAUBON          Géographie  unsigned        16      3   \n",
+       "39                  Aiguillon          Géographie  unsigned        16      4   \n",
+       "40                     COLMAR  Géographie moderne  unsigned        29      4   \n",
+       "41                    CONCHES  Géographie moderne  unsigned        22      4   \n",
+       "42                   WEPE, la  Géographie moderne  unsigned        24      6   \n",
+       "43                 Bellegarde          Géographie  unsigned        28      6   \n",
+       "44                 POPERINGUE  Géographie moderne  unsigned        81      8   \n",
+       "45                   MÉZIERES          Géographie  unsigned       103     17   \n",
+       "46              MIHIEL, Saint          Géographie  unsigned        62     10   \n",
+       "47              DENIS (Saint)  Géographie moderne  unsigned        48      6   \n",
        "\n",
-       "    nb EN  nb Name EDDA  ...  nb ENE  nb ENE Place  nb ENE Person  \\\n",
-       "0       4             4  ...       2             2              0   \n",
-       "1       4             4  ...       3             2              0   \n",
-       "2       4             4  ...       2             2              0   \n",
-       "3       4             4  ...       1             1              0   \n",
-       "4       4             2  ...       1             1              0   \n",
-       "5       3             3  ...       1             1              0   \n",
-       "6       4             4  ...       2             2              0   \n",
-       "7       5             5  ...       2             2              0   \n",
-       "8       4             4  ...       3             2              0   \n",
-       "9       5             5  ...       2             2              0   \n",
-       "10      5             5  ...       3             3              0   \n",
-       "11      3             2  ...       1             1              0   \n",
-       "12      5             5  ...       4             4              0   \n",
-       "13      4             4  ...       1             1              0   \n",
-       "14      4             3  ...       2             2              0   \n",
-       "15      4             3  ...       3             3              0   \n",
-       "16      6             3  ...       1             1              0   \n",
-       "17      7             6  ...       2             1              1   \n",
-       "18      4             2  ...       2             2              0   \n",
-       "19      5             3  ...       2             2              0   \n",
-       "20      9             5  ...       3             2              1   \n",
-       "21      5             4  ...       3             2              0   \n",
-       "22      5             4  ...       2             2              0   \n",
-       "23      4             3  ...       1             1              0   \n",
-       "24      8             7  ...       4             3              0   \n",
-       "25     15            10  ...       3             3              0   \n",
-       "26     17             7  ...       7             2              2   \n",
-       "27     17             7  ...       9             2              2   \n",
-       "28     60            35  ...      14             5              3   \n",
-       "29     42            17  ...      16             6              2   \n",
-       "30     54            35  ...      22             9              3   \n",
-       "31     19             9  ...       9             3              1   \n",
-       "32      3             3  ...       1             1              0   \n",
-       "33      4             2  ...       2             1              0   \n",
-       "34      4             3  ...       2             2              0   \n",
-       "35      3             3  ...       2             2              0   \n",
-       "36      5             4  ...       2             2              0   \n",
-       "37      4             2  ...       1             1              0   \n",
-       "38      3             3  ...       1             1              0   \n",
-       "39      4             3  ...       1             1              0   \n",
-       "40      7             5  ...       1             1              0   \n",
-       "41      4             2  ...       3             3              0   \n",
-       "42      5             4  ...       3             2              1   \n",
-       "43      4             4  ...       1             1              0   \n",
-       "44      7             3  ...       2             1              1   \n",
-       "45      7             3  ...       4             2              0   \n",
-       "46      6             4  ...       2             1              0   \n",
-       "47      8             6  ...       4             3              0   \n",
+       "    nb Name EDDA  ...  nb ENE  nb ENE Place  nb ENE Person  nb EN geocoded  \\\n",
+       "0              3  ...       2             1              0               2   \n",
+       "1              3  ...       1             1              0               1   \n",
+       "2              2  ...       2             1              0               2   \n",
+       "3              3  ...       1             1              0               2   \n",
+       "4              5  ...       2             2              0               3   \n",
+       "5              3  ...       1             1              0               2   \n",
+       "6              5  ...       3             3              0               3   \n",
+       "7              3  ...       1             1              0               2   \n",
+       "8              4  ...       3             2              0               1   \n",
+       "9              5  ...       2             2              0               3   \n",
+       "10             2  ...       1             1              0               1   \n",
+       "11             3  ...       2             1              0               2   \n",
+       "12             4  ...       2             2              0               4   \n",
+       "13             4  ...       3             3              0               3   \n",
+       "14             6  ...       3             3              0               4   \n",
+       "15             4  ...       3             3              0               5   \n",
+       "16             4  ...       2             2              0               4   \n",
+       "17             3  ...       3             3              0               5   \n",
+       "18             3  ...       1             1              0               1   \n",
+       "19             4  ...       3             2              1               4   \n",
+       "20             5  ...       3             2              0               3   \n",
+       "21             6  ...       3             1              0               4   \n",
+       "22             5  ...       2             1              0               2   \n",
+       "23             7  ...       2             2              0               6   \n",
+       "24            10  ...       4             3              0               3   \n",
+       "25             8  ...       7             5              0               4   \n",
+       "26             4  ...       4             2              0               3   \n",
+       "27             8  ...       5             2              0               4   \n",
+       "28            22  ...      17             8              1              14   \n",
+       "29            17  ...      14             7              3              15   \n",
+       "30             9  ...       8             5              0               9   \n",
+       "31            84  ...      63            23              8              60   \n",
+       "32             3  ...       2             2              0               4   \n",
+       "33             3  ...       1             1              0               2   \n",
+       "34             4  ...       2             1              0               1   \n",
+       "35             3  ...       1             1              0               2   \n",
+       "36             3  ...       3             3              0               2   \n",
+       "37             3  ...       2             2              0               1   \n",
+       "38             2  ...       2             2              0               1   \n",
+       "39             3  ...       1             1              0               2   \n",
+       "40             3  ...       2             2              0               3   \n",
+       "41             3  ...       2             2              0               2   \n",
+       "42             4  ...       3             2              0               2   \n",
+       "43             6  ...       1             1              0               2   \n",
+       "44             5  ...       3             1              0               2   \n",
+       "45             7  ...       8             2              5               5   \n",
+       "46             6  ...       5             2              3               2   \n",
+       "47             3  ...       3             3              0               2   \n",
        "\n",
-       "    nb EN geocoded  nb EN EDDA geocoded       type latlong  latlong value  \\\n",
-       "0                2                    2      ville   False            NaN   \n",
-       "1                3                    3      ville   False            NaN   \n",
-       "2                3                    3      ville   False            NaN   \n",
-       "3                2                    2       pays   False            NaN   \n",
-       "4                3                    2      ville    True            NaN   \n",
-       "5                2                    2      ville    True            NaN   \n",
-       "6                4                    4      ville   False            NaN   \n",
-       "7                3                    3      ville   False            NaN   \n",
-       "8                1                    1      ville    True            NaN   \n",
-       "9                4                    4      ville   False            NaN   \n",
-       "10               5                    5      ville   False            NaN   \n",
-       "11               2                    2      ville    True            NaN   \n",
-       "12               3                    3       pays   False            NaN   \n",
-       "13               2                    2      ville    True            NaN   \n",
-       "14               2                    2      ville    True            NaN   \n",
-       "15               3                    3        île   False            NaN   \n",
-       "16               4                    2  hydronyme   False            NaN   \n",
-       "17               2                    2        NaN   False            NaN   \n",
-       "18               2                    2      ville    True            NaN   \n",
-       "19               2                    2        NaN   False            NaN   \n",
-       "20               2                    2      ville    True            NaN   \n",
-       "21               3                    2        île   False            NaN   \n",
-       "22               4                    4      ville    True            NaN   \n",
-       "23               2                    2      ville    True            NaN   \n",
-       "24               6                    6      ville    True            NaN   \n",
-       "25              11                    9      ville    True            NaN   \n",
-       "26               6                    4        NaN    True            NaN   \n",
-       "27               4                    3      ville    True            NaN   \n",
-       "28              16                   11       pays   False            NaN   \n",
-       "29               8                    7        NaN    True            NaN   \n",
-       "30              16                   14        NaN   False            NaN   \n",
-       "31               8                    4      ville    True            NaN   \n",
-       "32               2                    2      ville   False            NaN   \n",
-       "33               3                    2      ville   False            NaN   \n",
-       "34               1                    1      ville   False            NaN   \n",
-       "35               1                    1      ville   False            NaN   \n",
-       "36               3                    2      ville    True            NaN   \n",
-       "37               3                    2      ville   False            NaN   \n",
-       "38               2                    2      ville    True            NaN   \n",
-       "39               2                    2  hydronyme   False            NaN   \n",
-       "40               4                    3      ville   False            NaN   \n",
-       "41               3                    2      ville    True            NaN   \n",
-       "42               3                    3      ville    True            NaN   \n",
-       "43               1                    1      ville   False            NaN   \n",
-       "44               2                    2        NaN    True            NaN   \n",
-       "45               4                    2        NaN   False            NaN   \n",
-       "46               4                    3      ville    True            NaN   \n",
-       "47               5                    5        île    True            NaN   \n",
+       "    nb EN EDDA geocoded       type latlong  latlong value  de France  \\\n",
+       "0                     1      ville   False            NaN       True   \n",
+       "1                     1      ville   False            NaN       True   \n",
+       "2                     1      ville   False            NaN       True   \n",
+       "3                     2        NaN   False            NaN       True   \n",
+       "4                     3      ville   False            NaN       True   \n",
+       "5                     2      ville    True            NaN       True   \n",
+       "6                     3      ville   False            NaN       True   \n",
+       "7                     2      ville    True            NaN       True   \n",
+       "8                     1      ville    True            NaN       True   \n",
+       "9                     3      ville    True            NaN       True   \n",
+       "10                    1      ville    True            NaN       True   \n",
+       "11                    2      ville    True            NaN       True   \n",
+       "12                    4      ville    True            NaN       True   \n",
+       "13                    2      ville    True            NaN       True   \n",
+       "14                    3       pays   False            NaN       True   \n",
+       "15                    4  hydronyme   False            NaN       True   \n",
+       "16                    4      ville   False            NaN       True   \n",
+       "17                    3  hydronyme   False            NaN       True   \n",
+       "18                    1      ville   False            NaN       True   \n",
+       "19                    3      ville    True            NaN       True   \n",
+       "20                    3      ville   False            NaN       True   \n",
+       "21                    3        NaN   False            NaN       True   \n",
+       "22                    2        NaN    True            NaN       True   \n",
+       "23                    6      ville   False            NaN       True   \n",
+       "24                    3        NaN   False            NaN       True   \n",
+       "25                    4        île   False            NaN       True   \n",
+       "26                    2      ville    True            NaN       True   \n",
+       "27                    4        NaN    True            NaN       True   \n",
+       "28                   14      ville    True            NaN       True   \n",
+       "29                   15      ville    True            NaN       True   \n",
+       "30                    7      ville    True            NaN       True   \n",
+       "31                   56      ville    True            NaN       True   \n",
+       "32                    3      ville   False            NaN       True   \n",
+       "33                    2      ville   False            NaN       True   \n",
+       "34                    1      ville   False            NaN       True   \n",
+       "35                    2      ville   False            NaN       True   \n",
+       "36                    2      ville   False            NaN       True   \n",
+       "37                    1      ville    True            NaN       True   \n",
+       "38                    1      ville   False            NaN       True   \n",
+       "39                    1      ville    True            NaN       True   \n",
+       "40                    2      ville    True            NaN       True   \n",
+       "41                    2      ville    True            NaN       True   \n",
+       "42                    2       pays   False            NaN       True   \n",
+       "43                    2      ville    True            NaN       True   \n",
+       "44                    2      ville    True            NaN       True   \n",
+       "45                    4      ville    True            NaN       True   \n",
+       "46                    2        NaN    True            NaN       True   \n",
+       "47                    1      ville    True            NaN       True   \n",
        "\n",
-       "    de France  classifieur de France  \n",
-       "0        True                  ville  \n",
-       "1        True                  ville  \n",
-       "2        True                  ville  \n",
-       "3        True                   pays  \n",
-       "4        True                  ville  \n",
-       "5        True                  bourg  \n",
-       "6        True                  ville  \n",
-       "7        True                  ville  \n",
-       "8        True                  ville  \n",
-       "9        True                  ville  \n",
-       "10       True                  ville  \n",
-       "11       True                  ville  \n",
-       "12       True               province  \n",
-       "13       True                  ville  \n",
-       "14       True                  ville  \n",
-       "15       True                    île  \n",
-       "16       True                riviere  \n",
-       "17       True                   pays  \n",
-       "18       True                  ville  \n",
-       "19       True                  ville  \n",
-       "20       True                  ville  \n",
-       "21       True                    île  \n",
-       "22       True                  ville  \n",
-       "23       True                  ville  \n",
-       "24       True                  bourg  \n",
-       "25       True                  ville  \n",
-       "26       True                  ville  \n",
-       "27       True                  bourg  \n",
-       "28       True               province  \n",
-       "29       True                  place  \n",
-       "30       True               province  \n",
-       "31       True                  ville  \n",
-       "32       True                  ville  \n",
-       "33       True                  ville  \n",
-       "34       True                  ville  \n",
-       "35       True                  ville  \n",
-       "36       True                  ville  \n",
-       "37       True                  bourg  \n",
-       "38       True                  ville  \n",
-       "39       True                riviere  \n",
-       "40       True                  ville  \n",
-       "41       True                  ville  \n",
-       "42       True                  ville  \n",
-       "43       True                  ville  \n",
-       "44       True                  ville  \n",
-       "45       True                  bourg  \n",
-       "46       True                  ville  \n",
-       "47       True                    île  \n",
+       "    classifieur de France  \n",
+       "0                   ville  \n",
+       "1                   ville  \n",
+       "2                   ville  \n",
+       "3                   ville  \n",
+       "4                   ville  \n",
+       "5                   ville  \n",
+       "6                 riviere  \n",
+       "7                   ville  \n",
+       "8                   ville  \n",
+       "9                   ville  \n",
+       "10                  ville  \n",
+       "11                  ville  \n",
+       "12                  ville  \n",
+       "13                  ville  \n",
+       "14                   pays  \n",
+       "15                riviere  \n",
+       "16                  bourg  \n",
+       "17                riviere  \n",
+       "18                  ville  \n",
+       "19                  ville  \n",
+       "20                  bourg  \n",
+       "21               rivieres  \n",
+       "22                  bourg  \n",
+       "23               bourgade  \n",
+       "24                riviere  \n",
+       "25                    île  \n",
+       "26                  ville  \n",
+       "27                  ville  \n",
+       "28                  ville  \n",
+       "29                  ville  \n",
+       "30                    île  \n",
+       "31                  ville  \n",
+       "32                  ville  \n",
+       "33                  ville  \n",
+       "34                  ville  \n",
+       "35                  ville  \n",
+       "36                  ville  \n",
+       "37                  ville  \n",
+       "38                  ville  \n",
+       "39                  ville  \n",
+       "40                  ville  \n",
+       "41                  ville  \n",
+       "42                   pays  \n",
+       "43                  ville  \n",
+       "44                  bourg  \n",
+       "45                  ville  \n",
+       "46                  ville  \n",
+       "47                    île  \n",
        "\n",
        "[48 rows x 21 columns]"
       ]
      },
-     "execution_count": 39,
+     "execution_count": 45,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2666,12 +2684,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [],
    "source": [
-    "sample5.to_csv('../Data/FranceGEOArticles-Sample4-23.08.17.tsv', sep='\\t', index=False)\n",
-    "#sample10.to_csv('../Data/FranceGEOArticles-Sample10-21.08.17.tsv', sep='\\t', index=False)"
+    "sample5.to_csv('../../Data/FranceGEOArticles-Sample4-22.02.09.tsv', sep='\\t', index=False)\n",
+    "#sample10.to_csv('../../Data/FranceGEOArticles-Sample10-21.08.17.tsv', sep='\\t', index=False)"
    ]
   },
   {
-- 
GitLab