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@@ -0,0 +1,3077 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Analyse des dialogues dans l'Avare de Molière"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "import urllib.request\n",
+    "from pathlib import Path\n",
+    "from xml.etree import ElementTree"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "L’[Observatoire de la vie littéraire (OBVIL)](http://obvil.sorbonne-universite.site/obvil/presentation) promeut une approche de l'analyse des textes littéraires fondée sur le numérique. Dans le cadre du Projet Molière, des pièces de cet auteur ont été numérisées et sont accessibles librement dans différents formats utilisables par un programme informatique.\n",
+    "\n",
+    "Pour l'Avare de Molière, voici les formats disponibles : TEI, epub, kindle, markdown, Texte iramuteq, Texte dit/Paroles, TXM, html complet avec table des matières, fragment html.\n",
+    "\n",
+    "Ici nous utilisons le format [TEI](https://fr.wikipedia.org/wiki/Text_Encoding_Initiative), plus approprier pour l'analyse des dialogues."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_url = \"https://dramacode.github.io/moliere/moliere_avare.xml\"\n",
+    "data_file = \"moliere_avare.xml\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Nous téléchargeons le fichier si il n'est pas disponible localement, cela est utile pour travailler sans acces internet ou dans le cas où les données changent ou deviennent inaccessibles."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    " if not Path(data_file).exists():\n",
+    "    urllib.request.urlretrieve(data_url, data_file)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Nous chargeons le TEI dans un dataset pandas. Le fichier XML est composé de lignes de dialogue organisées en scene puis en acte. Le dataframe doit avoir la structure suivante :\n",
+    "\n",
+    "| Colonne | Description                             |\n",
+    "| :------ | :-------------------------------------- |\n",
+    "| act     | L'acte dans lequel se passe le dialogue |\n",
+    "| scene   | La scene                                |\n",
+    "| dialog  | L'identifiant de la ligne de dialog     |\n",
+    "| speaker | La personne qui parle                   |\n",
+    "| text    | Le text du dialogue                     |"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>act</th>\n",
+       "      <th>scene</th>\n",
+       "      <th>dialog</th>\n",
+       "      <th>speaker</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>I01-1</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Hé quoi, charmante Élise, vous devenez mélanco...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>I01-2</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Non, Valère, je ne puis pas me repentir de tou...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>I01-3</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Hé que pouvez-vous craindre, Élise, dans les b...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>I01-4</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Hélas ! cent choses à la fois : L'emportement ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>I01-5</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Ah ! ne me faites pas ce tort, de juger de moi...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>I01-6</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Ah ! Valère, chacun tient les mêmes discours.\\...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>I01-7</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Puisque les seules actions font connaître ce q...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>I01-8</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Hélas ! qu'avec facilité on se laisse persuade...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>I01-9</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Mais pourquoi cette inquiétude ?</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>I01-10</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Je n'aurais rien à craindre, si tout le monde ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>I01-11</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>De tout ce que vous avez dit, ce n'est que par...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>I01-12</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Ah ! Valère, ne bougez d'ici, je vous prie ; e...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>I01-13</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Vous voyez comme je m'y prends, et les adroite...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>I01-14</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Mais que ne tâchez-vous aussi à gagner l'appui...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>I01-15</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>On ne peut pas ménager l'un et l'autre ; et l'...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>I01-16</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Je ne sais si j'aurai la force de lui faire ce...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>I02-1</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Je suis bien aise de vous trouver seule, ma Sœ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>I02-2</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Me voilà prête à vous ouïr, mon Frère. \\nQu'av...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>I02-3</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Bien des choses, ma Sœur, enveloppées dans un ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>I02-4</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Vous aimez ?</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>I02-5</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Oui, j'aime.\\nMais avant que d'aller plus loin...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>I02-6</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Vous êtes-vous engagé, mon Frère, avec celle q...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>I02-7</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Non ; mais j'y suis résolu ; et je vous conjur...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>I02-8</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Suis-je, mon Frère, une si étrange personne ?</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>I02-9</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Non, ma Sœur, mais vous n'aimez pas.\\nVous ign...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>I02-10</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Hélas ! mon Frère, ne parlons point de ma sage...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>I02-11</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Ah ! plût au Ciel que votre âme comme la mienne…</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>I02-12</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Finissons auparavant votre affaire, et me dite...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>I02-13</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Une jeune personne qui loge depuis peu en ces ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>I02-14</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>J'en vois beaucoup, mon Frère, dans les choses...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>929</th>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>V05-39</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Maître Jacques.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>930</th>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>V05-40</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>C'est toi qui le dis ?</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>931</th>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>V05-41</td>\n",
+       "      <td>maitre-jacques</td>\n",
+       "      <td>Vous voyez que je ne dis rien.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>932</th>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>V05-42</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Oui. Voilà Monsieur le Commissaire qui a reçu ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>933</th>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>V05-43</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Pouvez-vous me croire capable d'une action si ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>934</th>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>V05-44</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Capable, ou non capable, je veux ravoir mon ar...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>935</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-1</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Ne vous tourmentez point, mon Père, et n'accus...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>936</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-2</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Où est-il ?</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>937</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-3</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Ne vous en mettez point en peine. \\nIl est en ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>938</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-4</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>N'en a-t-on rien ôté ?</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>939</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-5</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Rien du tout. \\nVoyez si c'est votre dessein d...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>940</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-6</td>\n",
+       "      <td>mariane</td>\n",
+       "      <td>Mais vous ne savez pas, que ce n'est pas assez...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>941</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-7</td>\n",
+       "      <td>anselme</td>\n",
+       "      <td>Le Ciel, mes Enfants, ne me redonne point à vo...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>942</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-8</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Il faut, pour me donner conseil, que je voie m...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>943</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-9</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Vous la verrez saine et entière.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>944</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-10</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Je n'ai point d'argent à donner en mariage à m...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>945</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-11</td>\n",
+       "      <td>anselme</td>\n",
+       "      <td>Hé bien, j'en ai pour eux, que cela ne vous in...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>946</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-12</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Vous obligerez-vous à faire tous les frais de ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>947</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-13</td>\n",
+       "      <td>anselme</td>\n",
+       "      <td>Oui, je m'y oblige.\\nÊtes-vous satisfait ?</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>948</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-14</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Oui, pourvu que pour les Noces vous me fassiez...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>949</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-15</td>\n",
+       "      <td>anselme</td>\n",
+       "      <td>D'accord. \\nAllons jouir de l'allégresse que c...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>950</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-16</td>\n",
+       "      <td>commissaire</td>\n",
+       "      <td>Holà, Messieurs, holà.\\nTout doucement, s'il v...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>951</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-17</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Nous n'avons que faire de vos écritures.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>952</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-18</td>\n",
+       "      <td>commissaire</td>\n",
+       "      <td>Oui.\\nMais je ne prétends pas, moi, les avoir ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>953</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-19</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Pour votre paiement, voilà un Homme que je vou...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>954</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-20</td>\n",
+       "      <td>maitre-jacques</td>\n",
+       "      <td>Hélas ! comment faut-il donc faire ? \\nOn me d...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>955</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-21</td>\n",
+       "      <td>anselme</td>\n",
+       "      <td>Seigneur Harpagon, il faut lui pardonner cette...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>956</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-22</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Vous payerez donc le Commissaire ?</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>957</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-23</td>\n",
+       "      <td>anselme</td>\n",
+       "      <td>Soit. \\nAllons vite faire part de notre joie à...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>958</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>V06-24</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Et moi, voir ma chère Cassette.</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>959 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    act scene  dialog         speaker  \\\n",
+       "0     1     1   I01-1          valere   \n",
+       "1     1     1   I01-2           elise   \n",
+       "2     1     1   I01-3          valere   \n",
+       "3     1     1   I01-4           elise   \n",
+       "4     1     1   I01-5          valere   \n",
+       "5     1     1   I01-6           elise   \n",
+       "6     1     1   I01-7          valere   \n",
+       "7     1     1   I01-8           elise   \n",
+       "8     1     1   I01-9          valere   \n",
+       "9     1     1  I01-10           elise   \n",
+       "10    1     1  I01-11          valere   \n",
+       "11    1     1  I01-12           elise   \n",
+       "12    1     1  I01-13          valere   \n",
+       "13    1     1  I01-14           elise   \n",
+       "14    1     1  I01-15          valere   \n",
+       "15    1     1  I01-16           elise   \n",
+       "16    1     2   I02-1         cleante   \n",
+       "17    1     2   I02-2           elise   \n",
+       "18    1     2   I02-3         cleante   \n",
+       "19    1     2   I02-4           elise   \n",
+       "20    1     2   I02-5         cleante   \n",
+       "21    1     2   I02-6           elise   \n",
+       "22    1     2   I02-7         cleante   \n",
+       "23    1     2   I02-8           elise   \n",
+       "24    1     2   I02-9         cleante   \n",
+       "25    1     2  I02-10           elise   \n",
+       "26    1     2  I02-11         cleante   \n",
+       "27    1     2  I02-12           elise   \n",
+       "28    1     2  I02-13         cleante   \n",
+       "29    1     2  I02-14           elise   \n",
+       "..   ..   ...     ...             ...   \n",
+       "929   5     5  V05-39        harpagon   \n",
+       "930   5     5  V05-40          valere   \n",
+       "931   5     5  V05-41  maitre-jacques   \n",
+       "932   5     5  V05-42        harpagon   \n",
+       "933   5     5  V05-43          valere   \n",
+       "934   5     5  V05-44        harpagon   \n",
+       "935   5     6   V06-1         cleante   \n",
+       "936   5     6   V06-2        harpagon   \n",
+       "937   5     6   V06-3         cleante   \n",
+       "938   5     6   V06-4        harpagon   \n",
+       "939   5     6   V06-5         cleante   \n",
+       "940   5     6   V06-6         mariane   \n",
+       "941   5     6   V06-7         anselme   \n",
+       "942   5     6   V06-8        harpagon   \n",
+       "943   5     6   V06-9         cleante   \n",
+       "944   5     6  V06-10        harpagon   \n",
+       "945   5     6  V06-11         anselme   \n",
+       "946   5     6  V06-12        harpagon   \n",
+       "947   5     6  V06-13         anselme   \n",
+       "948   5     6  V06-14        harpagon   \n",
+       "949   5     6  V06-15         anselme   \n",
+       "950   5     6  V06-16     commissaire   \n",
+       "951   5     6  V06-17        harpagon   \n",
+       "952   5     6  V06-18     commissaire   \n",
+       "953   5     6  V06-19        harpagon   \n",
+       "954   5     6  V06-20  maitre-jacques   \n",
+       "955   5     6  V06-21         anselme   \n",
+       "956   5     6  V06-22        harpagon   \n",
+       "957   5     6  V06-23         anselme   \n",
+       "958   5     6  V06-24        harpagon   \n",
+       "\n",
+       "                                                  text  \n",
+       "0    Hé quoi, charmante Élise, vous devenez mélanco...  \n",
+       "1    Non, Valère, je ne puis pas me repentir de tou...  \n",
+       "2    Hé que pouvez-vous craindre, Élise, dans les b...  \n",
+       "3    Hélas ! cent choses à la fois : L'emportement ...  \n",
+       "4    Ah ! ne me faites pas ce tort, de juger de moi...  \n",
+       "5    Ah ! Valère, chacun tient les mêmes discours.\\...  \n",
+       "6    Puisque les seules actions font connaître ce q...  \n",
+       "7    Hélas ! qu'avec facilité on se laisse persuade...  \n",
+       "8                    Mais pourquoi cette inquiétude ?   \n",
+       "9    Je n'aurais rien à craindre, si tout le monde ...  \n",
+       "10   De tout ce que vous avez dit, ce n'est que par...  \n",
+       "11   Ah ! Valère, ne bougez d'ici, je vous prie ; e...  \n",
+       "12   Vous voyez comme je m'y prends, et les adroite...  \n",
+       "13   Mais que ne tâchez-vous aussi à gagner l'appui...  \n",
+       "14   On ne peut pas ménager l'un et l'autre ; et l'...  \n",
+       "15   Je ne sais si j'aurai la force de lui faire ce...  \n",
+       "16   Je suis bien aise de vous trouver seule, ma Sœ...  \n",
+       "17   Me voilà prête à vous ouïr, mon Frère. \\nQu'av...  \n",
+       "18   Bien des choses, ma Sœur, enveloppées dans un ...  \n",
+       "19                                       Vous aimez ?   \n",
+       "20   Oui, j'aime.\\nMais avant que d'aller plus loin...  \n",
+       "21   Vous êtes-vous engagé, mon Frère, avec celle q...  \n",
+       "22   Non ; mais j'y suis résolu ; et je vous conjur...  \n",
+       "23      Suis-je, mon Frère, une si étrange personne ?   \n",
+       "24   Non, ma Sœur, mais vous n'aimez pas.\\nVous ign...  \n",
+       "25   Hélas ! mon Frère, ne parlons point de ma sage...  \n",
+       "26    Ah ! plût au Ciel que votre âme comme la mienne…  \n",
+       "27   Finissons auparavant votre affaire, et me dite...  \n",
+       "28   Une jeune personne qui loge depuis peu en ces ...  \n",
+       "29   J'en vois beaucoup, mon Frère, dans les choses...  \n",
+       "..                                                 ...  \n",
+       "929                                   Maître Jacques.   \n",
+       "930                            C'est toi qui le dis ?   \n",
+       "931                    Vous voyez que je ne dis rien.   \n",
+       "932  Oui. Voilà Monsieur le Commissaire qui a reçu ...  \n",
+       "933  Pouvez-vous me croire capable d'une action si ...  \n",
+       "934  Capable, ou non capable, je veux ravoir mon ar...  \n",
+       "935  Ne vous tourmentez point, mon Père, et n'accus...  \n",
+       "936                                       Où est-il ?   \n",
+       "937  Ne vous en mettez point en peine. \\nIl est en ...  \n",
+       "938                            N'en a-t-on rien ôté ?   \n",
+       "939  Rien du tout. \\nVoyez si c'est votre dessein d...  \n",
+       "940  Mais vous ne savez pas, que ce n'est pas assez...  \n",
+       "941  Le Ciel, mes Enfants, ne me redonne point à vo...  \n",
+       "942  Il faut, pour me donner conseil, que je voie m...  \n",
+       "943                  Vous la verrez saine et entière.   \n",
+       "944  Je n'ai point d'argent à donner en mariage à m...  \n",
+       "945  Hé bien, j'en ai pour eux, que cela ne vous in...  \n",
+       "946  Vous obligerez-vous à faire tous les frais de ...  \n",
+       "947        Oui, je m'y oblige.\\nÊtes-vous satisfait ?   \n",
+       "948  Oui, pourvu que pour les Noces vous me fassiez...  \n",
+       "949  D'accord. \\nAllons jouir de l'allégresse que c...  \n",
+       "950  Holà, Messieurs, holà.\\nTout doucement, s'il v...  \n",
+       "951          Nous n'avons que faire de vos écritures.   \n",
+       "952  Oui.\\nMais je ne prétends pas, moi, les avoir ...  \n",
+       "953  Pour votre paiement, voilà un Homme que je vou...  \n",
+       "954  Hélas ! comment faut-il donc faire ? \\nOn me d...  \n",
+       "955  Seigneur Harpagon, il faut lui pardonner cette...  \n",
+       "956                Vous payerez donc le Commissaire ?   \n",
+       "957  Soit. \\nAllons vite faire part de notre joie à...  \n",
+       "958                   Et moi, voir ma chère Cassette.   \n",
+       "\n",
+       "[959 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "namespaces = {\"ns0\": \"http://www.tei-c.org/ns/1.0\", \"xml\": \"http://www.w3.org/XML/1998/namespace\"}\n",
+    "cols = [\"act\", \"scene\", \"dialog\", \"speaker\", \"text\"]\n",
+    "rows = []\n",
+    "  \n",
+    "# Parsing the XML file\n",
+    "tree = ElementTree.parse(data_file).getroot()\n",
+    "\n",
+    "for act in tree.findall(\".//*[@type='act']\"):  # Use Xpath\n",
+    "    act_id = act.attrib['n']\n",
+    "    \n",
+    "    for scene in act.findall(\"*[@type='scene']\"):\n",
+    "        scene_id = scene.attrib['n']\n",
+    "        \n",
+    "        for dialog in scene.findall(\"ns0:sp\", namespaces=namespaces):\n",
+    "            dialog_id = dialog.attrib['{http://www.w3.org/XML/1998/namespace}id']\n",
+    "            speaker = dialog.attrib[\"who\"]\n",
+    "            text = '\\n'.join([sentence.text or '' for sentence in dialog.findall(\".//ns0:s\", namespaces=namespaces)])\n",
+    "\n",
+    "            rows.append({\n",
+    "                \"act\": act_id,\n",
+    "                \"scene\": scene_id,\n",
+    "                \"dialog\": dialog_id,\n",
+    "                \"speaker\": speaker,\n",
+    "                \"text\": text\n",
+    "            })\n",
+    "  \n",
+    "data = pd.DataFrame(rows, columns=cols)\n",
+    "data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Classification des personnages par temps de paroles\n",
+    "Nous commençons par indexé l'acte"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>act</th>\n",
+       "      <th>scene</th>\n",
+       "      <th>speaker</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dialog</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>I01-1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Hé quoi, charmante Élise, vous devenez mélanco...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-10</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Je n'aurais rien à craindre, si tout le monde ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-11</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>De tout ce que vous avez dit, ce n'est que par...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-12</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Ah ! Valère, ne bougez d'ici, je vous prie ; e...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-13</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Vous voyez comme je m'y prends, et les adroite...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-14</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Mais que ne tâchez-vous aussi à gagner l'appui...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-15</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>On ne peut pas ménager l'un et l'autre ; et l'...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-16</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Je ne sais si j'aurai la force de lui faire ce...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Non, Valère, je ne puis pas me repentir de tou...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Hé que pouvez-vous craindre, Élise, dans les b...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-4</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Hélas ! cent choses à la fois : L'emportement ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-5</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Ah ! ne me faites pas ce tort, de juger de moi...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-6</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Ah ! Valère, chacun tient les mêmes discours.\\...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-7</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Puisque les seules actions font connaître ce q...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-8</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Hélas ! qu'avec facilité on se laisse persuade...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-9</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Mais pourquoi cette inquiétude ?</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Je suis bien aise de vous trouver seule, ma Sœ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-10</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Hélas ! mon Frère, ne parlons point de ma sage...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-11</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Ah ! plût au Ciel que votre âme comme la mienne…</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-12</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Finissons auparavant votre affaire, et me dite...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-13</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Une jeune personne qui loge depuis peu en ces ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-14</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>J'en vois beaucoup, mon Frère, dans les choses...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-15</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>J'ai découvert sous main, qu'elles ne sont pas...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-16</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Oui, je conçois assez, mon Frère, quel doit êt...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-17</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Ah ! ma Sœur, il est plus grand qu'on ne peut ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-18</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Il est bien vrai que tous les jours il nous do...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-19</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>J'entends sa voix. \\nÉloignons-nous un peu, po...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Me voilà prête à vous ouïr, mon Frère. \\nQu'av...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Bien des choses, ma Sœur, enveloppées dans un ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-4</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Vous aimez ?</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V05-44</th>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Capable, ou non capable, je veux ravoir mon ar...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V05-5</th>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>anselme</td>\n",
+       "      <td>Ce n'est pas mon dessein de me faire épouser p...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V05-6</th>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Voilà Monsieur, qui est un honnête Commissaire...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V05-7</th>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Je ne vois pas quel crime on me peut faire de ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V05-8</th>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Je me moque de tous ces contes ; et le Monde a...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V05-9</th>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Sachez que j'ai le cœur trop bon, pour me pare...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-1</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Ne vous tourmentez point, mon Père, et n'accus...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-10</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Je n'ai point d'argent à donner en mariage à m...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-11</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>anselme</td>\n",
+       "      <td>Hé bien, j'en ai pour eux, que cela ne vous in...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-12</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Vous obligerez-vous à faire tous les frais de ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-13</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>anselme</td>\n",
+       "      <td>Oui, je m'y oblige.\\nÊtes-vous satisfait ?</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-14</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Oui, pourvu que pour les Noces vous me fassiez...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-15</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>anselme</td>\n",
+       "      <td>D'accord. \\nAllons jouir de l'allégresse que c...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-16</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>commissaire</td>\n",
+       "      <td>Holà, Messieurs, holà.\\nTout doucement, s'il v...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-17</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Nous n'avons que faire de vos écritures.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-18</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>commissaire</td>\n",
+       "      <td>Oui.\\nMais je ne prétends pas, moi, les avoir ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-19</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Pour votre paiement, voilà un Homme que je vou...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-2</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Où est-il ?</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-20</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>maitre-jacques</td>\n",
+       "      <td>Hélas ! comment faut-il donc faire ? \\nOn me d...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-21</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>anselme</td>\n",
+       "      <td>Seigneur Harpagon, il faut lui pardonner cette...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-22</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Vous payerez donc le Commissaire ?</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-23</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>anselme</td>\n",
+       "      <td>Soit. \\nAllons vite faire part de notre joie à...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-24</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Et moi, voir ma chère Cassette.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-3</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Ne vous en mettez point en peine. \\nIl est en ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>N'en a-t-on rien ôté ?</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-5</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Rien du tout. \\nVoyez si c'est votre dessein d...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-6</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>mariane</td>\n",
+       "      <td>Mais vous ne savez pas, que ce n'est pas assez...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-7</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>anselme</td>\n",
+       "      <td>Le Ciel, mes Enfants, ne me redonne point à vo...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-8</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Il faut, pour me donner conseil, que je voie m...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-9</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Vous la verrez saine et entière.</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>959 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       act scene         speaker  \\\n",
+       "dialog                             \n",
+       "I01-1    1     1          valere   \n",
+       "I01-10   1     1           elise   \n",
+       "I01-11   1     1          valere   \n",
+       "I01-12   1     1           elise   \n",
+       "I01-13   1     1          valere   \n",
+       "I01-14   1     1           elise   \n",
+       "I01-15   1     1          valere   \n",
+       "I01-16   1     1           elise   \n",
+       "I01-2    1     1           elise   \n",
+       "I01-3    1     1          valere   \n",
+       "I01-4    1     1           elise   \n",
+       "I01-5    1     1          valere   \n",
+       "I01-6    1     1           elise   \n",
+       "I01-7    1     1          valere   \n",
+       "I01-8    1     1           elise   \n",
+       "I01-9    1     1          valere   \n",
+       "I02-1    1     2         cleante   \n",
+       "I02-10   1     2           elise   \n",
+       "I02-11   1     2         cleante   \n",
+       "I02-12   1     2           elise   \n",
+       "I02-13   1     2         cleante   \n",
+       "I02-14   1     2           elise   \n",
+       "I02-15   1     2         cleante   \n",
+       "I02-16   1     2           elise   \n",
+       "I02-17   1     2         cleante   \n",
+       "I02-18   1     2           elise   \n",
+       "I02-19   1     2         cleante   \n",
+       "I02-2    1     2           elise   \n",
+       "I02-3    1     2         cleante   \n",
+       "I02-4    1     2           elise   \n",
+       "...     ..   ...             ...   \n",
+       "V05-44   5     5        harpagon   \n",
+       "V05-5    5     5         anselme   \n",
+       "V05-6    5     5        harpagon   \n",
+       "V05-7    5     5          valere   \n",
+       "V05-8    5     5        harpagon   \n",
+       "V05-9    5     5          valere   \n",
+       "V06-1    5     6         cleante   \n",
+       "V06-10   5     6        harpagon   \n",
+       "V06-11   5     6         anselme   \n",
+       "V06-12   5     6        harpagon   \n",
+       "V06-13   5     6         anselme   \n",
+       "V06-14   5     6        harpagon   \n",
+       "V06-15   5     6         anselme   \n",
+       "V06-16   5     6     commissaire   \n",
+       "V06-17   5     6        harpagon   \n",
+       "V06-18   5     6     commissaire   \n",
+       "V06-19   5     6        harpagon   \n",
+       "V06-2    5     6        harpagon   \n",
+       "V06-20   5     6  maitre-jacques   \n",
+       "V06-21   5     6         anselme   \n",
+       "V06-22   5     6        harpagon   \n",
+       "V06-23   5     6         anselme   \n",
+       "V06-24   5     6        harpagon   \n",
+       "V06-3    5     6         cleante   \n",
+       "V06-4    5     6        harpagon   \n",
+       "V06-5    5     6         cleante   \n",
+       "V06-6    5     6         mariane   \n",
+       "V06-7    5     6         anselme   \n",
+       "V06-8    5     6        harpagon   \n",
+       "V06-9    5     6         cleante   \n",
+       "\n",
+       "                                                     text  \n",
+       "dialog                                                     \n",
+       "I01-1   Hé quoi, charmante Élise, vous devenez mélanco...  \n",
+       "I01-10  Je n'aurais rien à craindre, si tout le monde ...  \n",
+       "I01-11  De tout ce que vous avez dit, ce n'est que par...  \n",
+       "I01-12  Ah ! Valère, ne bougez d'ici, je vous prie ; e...  \n",
+       "I01-13  Vous voyez comme je m'y prends, et les adroite...  \n",
+       "I01-14  Mais que ne tâchez-vous aussi à gagner l'appui...  \n",
+       "I01-15  On ne peut pas ménager l'un et l'autre ; et l'...  \n",
+       "I01-16  Je ne sais si j'aurai la force de lui faire ce...  \n",
+       "I01-2   Non, Valère, je ne puis pas me repentir de tou...  \n",
+       "I01-3   Hé que pouvez-vous craindre, Élise, dans les b...  \n",
+       "I01-4   Hélas ! cent choses à la fois : L'emportement ...  \n",
+       "I01-5   Ah ! ne me faites pas ce tort, de juger de moi...  \n",
+       "I01-6   Ah ! Valère, chacun tient les mêmes discours.\\...  \n",
+       "I01-7   Puisque les seules actions font connaître ce q...  \n",
+       "I01-8   Hélas ! qu'avec facilité on se laisse persuade...  \n",
+       "I01-9                   Mais pourquoi cette inquiétude ?   \n",
+       "I02-1   Je suis bien aise de vous trouver seule, ma Sœ...  \n",
+       "I02-10  Hélas ! mon Frère, ne parlons point de ma sage...  \n",
+       "I02-11   Ah ! plût au Ciel que votre âme comme la mienne…  \n",
+       "I02-12  Finissons auparavant votre affaire, et me dite...  \n",
+       "I02-13  Une jeune personne qui loge depuis peu en ces ...  \n",
+       "I02-14  J'en vois beaucoup, mon Frère, dans les choses...  \n",
+       "I02-15  J'ai découvert sous main, qu'elles ne sont pas...  \n",
+       "I02-16  Oui, je conçois assez, mon Frère, quel doit êt...  \n",
+       "I02-17  Ah ! ma Sœur, il est plus grand qu'on ne peut ...  \n",
+       "I02-18  Il est bien vrai que tous les jours il nous do...  \n",
+       "I02-19  J'entends sa voix. \\nÉloignons-nous un peu, po...  \n",
+       "I02-2   Me voilà prête à vous ouïr, mon Frère. \\nQu'av...  \n",
+       "I02-3   Bien des choses, ma Sœur, enveloppées dans un ...  \n",
+       "I02-4                                       Vous aimez ?   \n",
+       "...                                                   ...  \n",
+       "V05-44  Capable, ou non capable, je veux ravoir mon ar...  \n",
+       "V05-5   Ce n'est pas mon dessein de me faire épouser p...  \n",
+       "V05-6   Voilà Monsieur, qui est un honnête Commissaire...  \n",
+       "V05-7   Je ne vois pas quel crime on me peut faire de ...  \n",
+       "V05-8   Je me moque de tous ces contes ; et le Monde a...  \n",
+       "V05-9   Sachez que j'ai le cœur trop bon, pour me pare...  \n",
+       "V06-1   Ne vous tourmentez point, mon Père, et n'accus...  \n",
+       "V06-10  Je n'ai point d'argent à donner en mariage à m...  \n",
+       "V06-11  Hé bien, j'en ai pour eux, que cela ne vous in...  \n",
+       "V06-12  Vous obligerez-vous à faire tous les frais de ...  \n",
+       "V06-13        Oui, je m'y oblige.\\nÊtes-vous satisfait ?   \n",
+       "V06-14  Oui, pourvu que pour les Noces vous me fassiez...  \n",
+       "V06-15  D'accord. \\nAllons jouir de l'allégresse que c...  \n",
+       "V06-16  Holà, Messieurs, holà.\\nTout doucement, s'il v...  \n",
+       "V06-17          Nous n'avons que faire de vos écritures.   \n",
+       "V06-18  Oui.\\nMais je ne prétends pas, moi, les avoir ...  \n",
+       "V06-19  Pour votre paiement, voilà un Homme que je vou...  \n",
+       "V06-2                                        Où est-il ?   \n",
+       "V06-20  Hélas ! comment faut-il donc faire ? \\nOn me d...  \n",
+       "V06-21  Seigneur Harpagon, il faut lui pardonner cette...  \n",
+       "V06-22                Vous payerez donc le Commissaire ?   \n",
+       "V06-23  Soit. \\nAllons vite faire part de notre joie à...  \n",
+       "V06-24                   Et moi, voir ma chère Cassette.   \n",
+       "V06-3   Ne vous en mettez point en peine. \\nIl est en ...  \n",
+       "V06-4                             N'en a-t-on rien ôté ?   \n",
+       "V06-5   Rien du tout. \\nVoyez si c'est votre dessein d...  \n",
+       "V06-6   Mais vous ne savez pas, que ce n'est pas assez...  \n",
+       "V06-7   Le Ciel, mes Enfants, ne me redonne point à vo...  \n",
+       "V06-8   Il faut, pour me donner conseil, que je voie m...  \n",
+       "V06-9                   Vous la verrez saine et entière.   \n",
+       "\n",
+       "[959 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sorted_data = data.set_index('dialog').sort_index()\n",
+    "sorted_data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On affiche le nombre de dialog par personnages en regarder le nombre de ligne où ils apparaissent "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "harpagon          354\n",
+       "cleante           161\n",
+       "valere            101\n",
+       "maitre-jacques     85\n",
+       "la-fleche          66\n",
+       "frosine            60\n",
+       "elise              51\n",
+       "mariane            31\n",
+       "anselme            20\n",
+       "commissaire        17\n",
+       "la-merluche         5\n",
+       "maitre-simon        5\n",
+       "brindavoine         3\n",
+       "Name: speaker, dtype: int64"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sorted_data['speaker'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On regarde maintenant par acte / scene"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "act  scene  speaker       \n",
+       "1    1      elise              8\n",
+       "            valere             8\n",
+       "     2      cleante           10\n",
+       "            elise              9\n",
+       "     3      harpagon          34\n",
+       "            la-fleche         33\n",
+       "     4      harpagon          53\n",
+       "            cleante           29\n",
+       "            elise             23\n",
+       "     5      valere            22\n",
+       "            harpagon          20\n",
+       "            elise              4\n",
+       "2    1      cleante           21\n",
+       "            la-fleche         20\n",
+       "     2      harpagon           9\n",
+       "            cleante            6\n",
+       "            maitre-simon       5\n",
+       "            la-fleche          1\n",
+       "     3      frosine            1\n",
+       "            harpagon           1\n",
+       "     4      la-fleche          6\n",
+       "            frosine            5\n",
+       "     5      frosine           35\n",
+       "            harpagon          35\n",
+       "3    1      harpagon          36\n",
+       "            maitre-jacques    27\n",
+       "            valere            11\n",
+       "            cleante            3\n",
+       "            la-merluche        2\n",
+       "            brindavoine        1\n",
+       "                              ..\n",
+       "4    4      harpagon           8\n",
+       "     5      cleante           19\n",
+       "            harpagon          18\n",
+       "     6      la-fleche          6\n",
+       "            cleante            5\n",
+       "     7      harpagon           1\n",
+       "5    1      commissaire        7\n",
+       "            harpagon           6\n",
+       "     2      maitre-jacques    24\n",
+       "            harpagon          19\n",
+       "            commissaire        8\n",
+       "     3      harpagon          30\n",
+       "            valere            30\n",
+       "            maitre-jacques     2\n",
+       "     4      harpagon           4\n",
+       "            elise              2\n",
+       "            frosine            1\n",
+       "            maitre-jacques     1\n",
+       "            valere             1\n",
+       "     5      valere            15\n",
+       "            anselme           14\n",
+       "            harpagon          11\n",
+       "            mariane            3\n",
+       "            maitre-jacques     1\n",
+       "     6      harpagon          10\n",
+       "            anselme            6\n",
+       "            cleante            4\n",
+       "            commissaire        2\n",
+       "            maitre-jacques     1\n",
+       "            mariane            1\n",
+       "Name: speaker, Length: 95, dtype: int64"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sorted_data.groupby(['act', 'scene'])['speaker'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Nombre de mots de chaque personnage\n",
+    "\n",
+    "On va rejouté une colonne pour visualiser le nombre de mots de chaque dialogue"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>act</th>\n",
+       "      <th>scene</th>\n",
+       "      <th>speaker</th>\n",
+       "      <th>text</th>\n",
+       "      <th>word_count</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dialog</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>I01-1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Hé quoi, charmante Élise, vous devenez mélanco...</td>\n",
+       "      <td>326</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-10</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Je n'aurais rien à craindre, si tout le monde ...</td>\n",
+       "      <td>1170</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-11</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>De tout ce que vous avez dit, ce n'est que par...</td>\n",
+       "      <td>727</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-12</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Ah ! Valère, ne bougez d'ici, je vous prie ; e...</td>\n",
+       "      <td>110</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-13</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Vous voyez comme je m'y prends, et les adroite...</td>\n",
+       "      <td>1105</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-14</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Mais que ne tâchez-vous aussi à gagner l'appui...</td>\n",
+       "      <td>119</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-15</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>On ne peut pas ménager l'un et l'autre ; et l'...</td>\n",
+       "      <td>446</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-16</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Je ne sais si j'aurai la force de lui faire ce...</td>\n",
+       "      <td>62</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Non, Valère, je ne puis pas me repentir de tou...</td>\n",
+       "      <td>325</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Hé que pouvez-vous craindre, Élise, dans les b...</td>\n",
+       "      <td>76</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-4</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Hélas ! cent choses à la fois : L'emportement ...</td>\n",
+       "      <td>297</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-5</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Ah ! ne me faites pas ce tort, de juger de moi...</td>\n",
+       "      <td>219</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-6</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Ah ! Valère, chacun tient les mêmes discours.\\...</td>\n",
+       "      <td>156</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-7</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Puisque les seules actions font connaître ce q...</td>\n",
+       "      <td>392</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-8</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Hélas ! qu'avec facilité on se laisse persuade...</td>\n",
+       "      <td>330</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I01-9</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Mais pourquoi cette inquiétude ?</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Je suis bien aise de vous trouver seule, ma Sœ...</td>\n",
+       "      <td>115</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-10</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Hélas ! mon Frère, ne parlons point de ma sage...</td>\n",
+       "      <td>201</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-11</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Ah ! plût au Ciel que votre âme comme la mienne…</td>\n",
+       "      <td>48</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-12</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Finissons auparavant votre affaire, et me dite...</td>\n",
+       "      <td>78</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-13</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Une jeune personne qui loge depuis peu en ces ...</td>\n",
+       "      <td>795</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-14</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>J'en vois beaucoup, mon Frère, dans les choses...</td>\n",
+       "      <td>133</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-15</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>J'ai découvert sous main, qu'elles ne sont pas...</td>\n",
+       "      <td>567</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-16</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Oui, je conçois assez, mon Frère, quel doit êt...</td>\n",
+       "      <td>64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-17</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Ah ! ma Sœur, il est plus grand qu'on ne peut ...</td>\n",
+       "      <td>1111</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-18</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Il est bien vrai que tous les jours il nous do...</td>\n",
+       "      <td>117</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-19</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>J'entends sa voix. \\nÉloignons-nous un peu, po...</td>\n",
+       "      <td>160</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Me voilà prête à vous ouïr, mon Frère. \\nQu'av...</td>\n",
+       "      <td>65</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Bien des choses, ma Sœur, enveloppées dans un ...</td>\n",
+       "      <td>57</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I02-4</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>elise</td>\n",
+       "      <td>Vous aimez ?</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V05-44</th>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Capable, ou non capable, je veux ravoir mon ar...</td>\n",
+       "      <td>52</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V05-5</th>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>anselme</td>\n",
+       "      <td>Ce n'est pas mon dessein de me faire épouser p...</td>\n",
+       "      <td>191</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V05-6</th>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Voilà Monsieur, qui est un honnête Commissaire...</td>\n",
+       "      <td>193</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V05-7</th>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Je ne vois pas quel crime on me peut faire de ...</td>\n",
+       "      <td>196</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V05-8</th>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Je me moque de tous ces contes ; et le Monde a...</td>\n",
+       "      <td>243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V05-9</th>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>valere</td>\n",
+       "      <td>Sachez que j'ai le cœur trop bon, pour me pare...</td>\n",
+       "      <td>149</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-1</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Ne vous tourmentez point, mon Père, et n'accus...</td>\n",
+       "      <td>232</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-10</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Je n'ai point d'argent à donner en mariage à m...</td>\n",
+       "      <td>58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-11</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>anselme</td>\n",
+       "      <td>Hé bien, j'en ai pour eux, que cela ne vous in...</td>\n",
+       "      <td>60</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-12</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Vous obligerez-vous à faire tous les frais de ...</td>\n",
+       "      <td>66</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-13</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>anselme</td>\n",
+       "      <td>Oui, je m'y oblige.\\nÊtes-vous satisfait ?</td>\n",
+       "      <td>42</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-14</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Oui, pourvu que pour les Noces vous me fassiez...</td>\n",
+       "      <td>63</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-15</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>anselme</td>\n",
+       "      <td>D'accord. \\nAllons jouir de l'allégresse que c...</td>\n",
+       "      <td>76</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-16</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>commissaire</td>\n",
+       "      <td>Holà, Messieurs, holà.\\nTout doucement, s'il v...</td>\n",
+       "      <td>86</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-17</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Nous n'avons que faire de vos écritures.</td>\n",
+       "      <td>41</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-18</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>commissaire</td>\n",
+       "      <td>Oui.\\nMais je ne prétends pas, moi, les avoir ...</td>\n",
+       "      <td>63</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-19</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Pour votre paiement, voilà un Homme que je vou...</td>\n",
+       "      <td>64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-2</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Où est-il ?</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-20</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>maitre-jacques</td>\n",
+       "      <td>Hélas ! comment faut-il donc faire ? \\nOn me d...</td>\n",
+       "      <td>120</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-21</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>anselme</td>\n",
+       "      <td>Seigneur Harpagon, il faut lui pardonner cette...</td>\n",
+       "      <td>58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-22</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Vous payerez donc le Commissaire ?</td>\n",
+       "      <td>35</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-23</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>anselme</td>\n",
+       "      <td>Soit. \\nAllons vite faire part de notre joie à...</td>\n",
+       "      <td>58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-24</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Et moi, voir ma chère Cassette.</td>\n",
+       "      <td>32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-3</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Ne vous en mettez point en peine. \\nIl est en ...</td>\n",
+       "      <td>229</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>N'en a-t-on rien ôté ?</td>\n",
+       "      <td>23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-5</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Rien du tout. \\nVoyez si c'est votre dessein d...</td>\n",
+       "      <td>185</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-6</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>mariane</td>\n",
+       "      <td>Mais vous ne savez pas, que ce n'est pas assez...</td>\n",
+       "      <td>170</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-7</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>anselme</td>\n",
+       "      <td>Le Ciel, mes Enfants, ne me redonne point à vo...</td>\n",
+       "      <td>321</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-8</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>harpagon</td>\n",
+       "      <td>Il faut, pour me donner conseil, que je voie m...</td>\n",
+       "      <td>58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V06-9</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>cleante</td>\n",
+       "      <td>Vous la verrez saine et entière.</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>959 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       act scene         speaker  \\\n",
+       "dialog                             \n",
+       "I01-1    1     1          valere   \n",
+       "I01-10   1     1           elise   \n",
+       "I01-11   1     1          valere   \n",
+       "I01-12   1     1           elise   \n",
+       "I01-13   1     1          valere   \n",
+       "I01-14   1     1           elise   \n",
+       "I01-15   1     1          valere   \n",
+       "I01-16   1     1           elise   \n",
+       "I01-2    1     1           elise   \n",
+       "I01-3    1     1          valere   \n",
+       "I01-4    1     1           elise   \n",
+       "I01-5    1     1          valere   \n",
+       "I01-6    1     1           elise   \n",
+       "I01-7    1     1          valere   \n",
+       "I01-8    1     1           elise   \n",
+       "I01-9    1     1          valere   \n",
+       "I02-1    1     2         cleante   \n",
+       "I02-10   1     2           elise   \n",
+       "I02-11   1     2         cleante   \n",
+       "I02-12   1     2           elise   \n",
+       "I02-13   1     2         cleante   \n",
+       "I02-14   1     2           elise   \n",
+       "I02-15   1     2         cleante   \n",
+       "I02-16   1     2           elise   \n",
+       "I02-17   1     2         cleante   \n",
+       "I02-18   1     2           elise   \n",
+       "I02-19   1     2         cleante   \n",
+       "I02-2    1     2           elise   \n",
+       "I02-3    1     2         cleante   \n",
+       "I02-4    1     2           elise   \n",
+       "...     ..   ...             ...   \n",
+       "V05-44   5     5        harpagon   \n",
+       "V05-5    5     5         anselme   \n",
+       "V05-6    5     5        harpagon   \n",
+       "V05-7    5     5          valere   \n",
+       "V05-8    5     5        harpagon   \n",
+       "V05-9    5     5          valere   \n",
+       "V06-1    5     6         cleante   \n",
+       "V06-10   5     6        harpagon   \n",
+       "V06-11   5     6         anselme   \n",
+       "V06-12   5     6        harpagon   \n",
+       "V06-13   5     6         anselme   \n",
+       "V06-14   5     6        harpagon   \n",
+       "V06-15   5     6         anselme   \n",
+       "V06-16   5     6     commissaire   \n",
+       "V06-17   5     6        harpagon   \n",
+       "V06-18   5     6     commissaire   \n",
+       "V06-19   5     6        harpagon   \n",
+       "V06-2    5     6        harpagon   \n",
+       "V06-20   5     6  maitre-jacques   \n",
+       "V06-21   5     6         anselme   \n",
+       "V06-22   5     6        harpagon   \n",
+       "V06-23   5     6         anselme   \n",
+       "V06-24   5     6        harpagon   \n",
+       "V06-3    5     6         cleante   \n",
+       "V06-4    5     6        harpagon   \n",
+       "V06-5    5     6         cleante   \n",
+       "V06-6    5     6         mariane   \n",
+       "V06-7    5     6         anselme   \n",
+       "V06-8    5     6        harpagon   \n",
+       "V06-9    5     6         cleante   \n",
+       "\n",
+       "                                                     text  word_count  \n",
+       "dialog                                                                 \n",
+       "I01-1   Hé quoi, charmante Élise, vous devenez mélanco...         326  \n",
+       "I01-10  Je n'aurais rien à craindre, si tout le monde ...        1170  \n",
+       "I01-11  De tout ce que vous avez dit, ce n'est que par...         727  \n",
+       "I01-12  Ah ! Valère, ne bougez d'ici, je vous prie ; e...         110  \n",
+       "I01-13  Vous voyez comme je m'y prends, et les adroite...        1105  \n",
+       "I01-14  Mais que ne tâchez-vous aussi à gagner l'appui...         119  \n",
+       "I01-15  On ne peut pas ménager l'un et l'autre ; et l'...         446  \n",
+       "I01-16  Je ne sais si j'aurai la force de lui faire ce...          62  \n",
+       "I01-2   Non, Valère, je ne puis pas me repentir de tou...         325  \n",
+       "I01-3   Hé que pouvez-vous craindre, Élise, dans les b...          76  \n",
+       "I01-4   Hélas ! cent choses à la fois : L'emportement ...         297  \n",
+       "I01-5   Ah ! ne me faites pas ce tort, de juger de moi...         219  \n",
+       "I01-6   Ah ! Valère, chacun tient les mêmes discours.\\...         156  \n",
+       "I01-7   Puisque les seules actions font connaître ce q...         392  \n",
+       "I01-8   Hélas ! qu'avec facilité on se laisse persuade...         330  \n",
+       "I01-9                   Mais pourquoi cette inquiétude ?           33  \n",
+       "I02-1   Je suis bien aise de vous trouver seule, ma Sœ...         115  \n",
+       "I02-10  Hélas ! mon Frère, ne parlons point de ma sage...         201  \n",
+       "I02-11   Ah ! plût au Ciel que votre âme comme la mienne…          48  \n",
+       "I02-12  Finissons auparavant votre affaire, et me dite...          78  \n",
+       "I02-13  Une jeune personne qui loge depuis peu en ces ...         795  \n",
+       "I02-14  J'en vois beaucoup, mon Frère, dans les choses...         133  \n",
+       "I02-15  J'ai découvert sous main, qu'elles ne sont pas...         567  \n",
+       "I02-16  Oui, je conçois assez, mon Frère, quel doit êt...          64  \n",
+       "I02-17  Ah ! ma Sœur, il est plus grand qu'on ne peut ...        1111  \n",
+       "I02-18  Il est bien vrai que tous les jours il nous do...         117  \n",
+       "I02-19  J'entends sa voix. \\nÉloignons-nous un peu, po...         160  \n",
+       "I02-2   Me voilà prête à vous ouïr, mon Frère. \\nQu'av...          65  \n",
+       "I02-3   Bien des choses, ma Sœur, enveloppées dans un ...          57  \n",
+       "I02-4                                       Vous aimez ?           13  \n",
+       "...                                                   ...         ...  \n",
+       "V05-44  Capable, ou non capable, je veux ravoir mon ar...          52  \n",
+       "V05-5   Ce n'est pas mon dessein de me faire épouser p...         191  \n",
+       "V05-6   Voilà Monsieur, qui est un honnête Commissaire...         193  \n",
+       "V05-7   Je ne vois pas quel crime on me peut faire de ...         196  \n",
+       "V05-8   Je me moque de tous ces contes ; et le Monde a...         243  \n",
+       "V05-9   Sachez que j'ai le cœur trop bon, pour me pare...         149  \n",
+       "V06-1   Ne vous tourmentez point, mon Père, et n'accus...         232  \n",
+       "V06-10  Je n'ai point d'argent à donner en mariage à m...          58  \n",
+       "V06-11  Hé bien, j'en ai pour eux, que cela ne vous in...          60  \n",
+       "V06-12  Vous obligerez-vous à faire tous les frais de ...          66  \n",
+       "V06-13        Oui, je m'y oblige.\\nÊtes-vous satisfait ?           42  \n",
+       "V06-14  Oui, pourvu que pour les Noces vous me fassiez...          63  \n",
+       "V06-15  D'accord. \\nAllons jouir de l'allégresse que c...          76  \n",
+       "V06-16  Holà, Messieurs, holà.\\nTout doucement, s'il v...          86  \n",
+       "V06-17          Nous n'avons que faire de vos écritures.           41  \n",
+       "V06-18  Oui.\\nMais je ne prétends pas, moi, les avoir ...          63  \n",
+       "V06-19  Pour votre paiement, voilà un Homme que je vou...          64  \n",
+       "V06-2                                        Où est-il ?           12  \n",
+       "V06-20  Hélas ! comment faut-il donc faire ? \\nOn me d...         120  \n",
+       "V06-21  Seigneur Harpagon, il faut lui pardonner cette...          58  \n",
+       "V06-22                Vous payerez donc le Commissaire ?           35  \n",
+       "V06-23  Soit. \\nAllons vite faire part de notre joie à...          58  \n",
+       "V06-24                   Et moi, voir ma chère Cassette.           32  \n",
+       "V06-3   Ne vous en mettez point en peine. \\nIl est en ...         229  \n",
+       "V06-4                             N'en a-t-on rien ôté ?           23  \n",
+       "V06-5   Rien du tout. \\nVoyez si c'est votre dessein d...         185  \n",
+       "V06-6   Mais vous ne savez pas, que ce n'est pas assez...         170  \n",
+       "V06-7   Le Ciel, mes Enfants, ne me redonne point à vo...         321  \n",
+       "V06-8   Il faut, pour me donner conseil, que je voie m...          58  \n",
+       "V06-9                   Vous la verrez saine et entière.           33  \n",
+       "\n",
+       "[959 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sorted_data['word_count'] = sorted_data['text'].str.len()\n",
+    "sorted_data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On affiche a nouveau le tableau des dialogues par acte / scene mais en ajoutant le nombre de mots"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "act  scene  speaker       \n",
+       "1    1      elise             2569\n",
+       "            valere            3324\n",
+       "     2      cleante           3985\n",
+       "            elise              779\n",
+       "     3      harpagon          2281\n",
+       "            la-fleche         1337\n",
+       "     4      cleante           1143\n",
+       "            elise              825\n",
+       "            harpagon          5768\n",
+       "     5      elise              209\n",
+       "            harpagon          1369\n",
+       "            valere            3486\n",
+       "2    1      cleante           1872\n",
+       "            la-fleche         4869\n",
+       "     2      cleante            711\n",
+       "            harpagon           901\n",
+       "            la-fleche           65\n",
+       "            maitre-simon       977\n",
+       "     3      frosine              9\n",
+       "            harpagon           106\n",
+       "     4      frosine            695\n",
+       "            la-fleche         1397\n",
+       "     5      frosine           7686\n",
+       "            harpagon          2803\n",
+       "3    1      brindavoine        117\n",
+       "            cleante            393\n",
+       "            elise               15\n",
+       "            harpagon          3949\n",
+       "            la-merluche        152\n",
+       "            maitre-jacques    4005\n",
+       "                              ... \n",
+       "4    4      maitre-jacques    1531\n",
+       "     5      cleante            847\n",
+       "            harpagon           655\n",
+       "     6      cleante             74\n",
+       "            la-fleche          252\n",
+       "     7      harpagon          1980\n",
+       "5    1      commissaire        607\n",
+       "            harpagon           476\n",
+       "     2      commissaire        825\n",
+       "            harpagon           869\n",
+       "            maitre-jacques    1720\n",
+       "     3      harpagon          2318\n",
+       "            maitre-jacques      69\n",
+       "            valere            3251\n",
+       "     4      elise              747\n",
+       "            frosine             27\n",
+       "            harpagon           632\n",
+       "            maitre-jacques      34\n",
+       "            valere             111\n",
+       "     5      anselme           2114\n",
+       "            harpagon          1369\n",
+       "            maitre-jacques      31\n",
+       "            mariane           1042\n",
+       "            valere            1903\n",
+       "     6      anselme            615\n",
+       "            cleante            679\n",
+       "            commissaire        149\n",
+       "            harpagon           452\n",
+       "            maitre-jacques     120\n",
+       "            mariane            170\n",
+       "Name: word_count, Length: 95, dtype: int64"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "word_count_by_speaker_by_scene = sorted_data.groupby(['act', 'scene', 'speaker'])['word_count'].sum()\n",
+    "word_count_by_speaker_by_scene"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On souhaite faire un histogramme par acte, on commence par transformer les données sous forme de table"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>speaker</th>\n",
+       "      <th>anselme</th>\n",
+       "      <th>brindavoine</th>\n",
+       "      <th>cleante</th>\n",
+       "      <th>commissaire</th>\n",
+       "      <th>elise</th>\n",
+       "      <th>frosine</th>\n",
+       "      <th>harpagon</th>\n",
+       "      <th>la-fleche</th>\n",
+       "      <th>la-merluche</th>\n",
+       "      <th>maitre-jacques</th>\n",
+       "      <th>maitre-simon</th>\n",
+       "      <th>mariane</th>\n",
+       "      <th>valere</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>act</th>\n",
+       "      <th>scene</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">1</th>\n",
+       "      <th>1</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2569.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3324.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3985.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>779.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2281.0</td>\n",
+       "      <td>1337.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1143.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>825.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5768.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>209.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1369.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3486.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">2</th>\n",
+       "      <th>1</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1872.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4869.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>711.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>901.0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>977.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>106.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>695.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1397.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>7686.0</td>\n",
+       "      <td>2803.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"9\" valign=\"top\">3</th>\n",
+       "      <th>1</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>117.0</td>\n",
+       "      <td>393.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3949.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>152.0</td>\n",
+       "      <td>4005.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1273.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>943.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>511.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>105.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1022.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>933.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>128.0</td>\n",
+       "      <td>546.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>368.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>189.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2922.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>209.0</td>\n",
+       "      <td>972.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1176.0</td>\n",
+       "      <td>20.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>115.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>216.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>368.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>128.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>32.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"7\" valign=\"top\">4</th>\n",
+       "      <th>1</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1384.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>315.0</td>\n",
+       "      <td>2222.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1240.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>294.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2109.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1987.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>846.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>748.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1531.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>847.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>655.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>252.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1980.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"6\" valign=\"top\">5</th>\n",
+       "      <th>1</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>607.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>476.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>825.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>869.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1720.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2318.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3251.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>747.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>632.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>34.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>111.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2114.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1369.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1042.0</td>\n",
+       "      <td>1903.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>615.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>679.0</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>452.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>170.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "speaker    anselme  brindavoine  cleante  commissaire   elise  frosine  \\\n",
+       "act scene                                                                \n",
+       "1   1          NaN          NaN      NaN          NaN  2569.0      NaN   \n",
+       "    2          NaN          NaN   3985.0          NaN   779.0      NaN   \n",
+       "    3          NaN          NaN      NaN          NaN     NaN      NaN   \n",
+       "    4          NaN          NaN   1143.0          NaN   825.0      NaN   \n",
+       "    5          NaN          NaN      NaN          NaN   209.0      NaN   \n",
+       "2   1          NaN          NaN   1872.0          NaN     NaN      NaN   \n",
+       "    2          NaN          NaN    711.0          NaN     NaN      NaN   \n",
+       "    3          NaN          NaN      NaN          NaN     NaN      9.0   \n",
+       "    4          NaN          NaN      NaN          NaN     NaN    695.0   \n",
+       "    5          NaN          NaN      NaN          NaN     NaN   7686.0   \n",
+       "3   1          NaN        117.0    393.0          NaN    15.0      NaN   \n",
+       "    2          NaN          NaN      NaN          NaN     NaN      NaN   \n",
+       "    3          NaN          NaN      NaN          NaN     NaN    105.0   \n",
+       "    4          NaN          NaN      NaN          NaN     NaN   1022.0   \n",
+       "    5          NaN          NaN      NaN          NaN     NaN    128.0   \n",
+       "    6          NaN          NaN      NaN          NaN    83.0     60.0   \n",
+       "    7          NaN          NaN   2922.0          NaN     NaN    209.0   \n",
+       "    8          NaN         90.0      NaN          NaN     NaN      NaN   \n",
+       "    9          NaN          NaN    216.0          NaN     NaN      NaN   \n",
+       "4   1          NaN          NaN   1384.0          NaN   315.0   2222.0   \n",
+       "    2          NaN          NaN     65.0          NaN    16.0      NaN   \n",
+       "    3          NaN          NaN   2109.0          NaN     NaN      NaN   \n",
+       "    4          NaN          NaN    846.0          NaN     NaN      NaN   \n",
+       "    5          NaN          NaN    847.0          NaN     NaN      NaN   \n",
+       "    6          NaN          NaN     74.0          NaN     NaN      NaN   \n",
+       "    7          NaN          NaN      NaN          NaN     NaN      NaN   \n",
+       "5   1          NaN          NaN      NaN        607.0     NaN      NaN   \n",
+       "    2          NaN          NaN      NaN        825.0     NaN      NaN   \n",
+       "    3          NaN          NaN      NaN          NaN     NaN      NaN   \n",
+       "    4          NaN          NaN      NaN          NaN   747.0     27.0   \n",
+       "    5       2114.0          NaN      NaN          NaN     NaN      NaN   \n",
+       "    6        615.0          NaN    679.0        149.0     NaN      NaN   \n",
+       "\n",
+       "speaker    harpagon  la-fleche  la-merluche  maitre-jacques  maitre-simon  \\\n",
+       "act scene                                                                   \n",
+       "1   1           NaN        NaN          NaN             NaN           NaN   \n",
+       "    2           NaN        NaN          NaN             NaN           NaN   \n",
+       "    3        2281.0     1337.0          NaN             NaN           NaN   \n",
+       "    4        5768.0        NaN          NaN             NaN           NaN   \n",
+       "    5        1369.0        NaN          NaN             NaN           NaN   \n",
+       "2   1           NaN     4869.0          NaN             NaN           NaN   \n",
+       "    2         901.0       65.0          NaN             NaN         977.0   \n",
+       "    3         106.0        NaN          NaN             NaN           NaN   \n",
+       "    4           NaN     1397.0          NaN             NaN           NaN   \n",
+       "    5        2803.0        NaN          NaN             NaN           NaN   \n",
+       "3   1        3949.0        NaN        152.0          4005.0           NaN   \n",
+       "    2           NaN        NaN          NaN           943.0           NaN   \n",
+       "    3           NaN        NaN          NaN            47.0           NaN   \n",
+       "    4           NaN        NaN          NaN             NaN           NaN   \n",
+       "    5         546.0        NaN          NaN             NaN           NaN   \n",
+       "    6         368.0        NaN          NaN             NaN           NaN   \n",
+       "    7         972.0        NaN          NaN             NaN           NaN   \n",
+       "    8         115.0        NaN          NaN             NaN           NaN   \n",
+       "    9         368.0        NaN        128.0             NaN           NaN   \n",
+       "4   1           NaN        NaN          NaN             NaN           NaN   \n",
+       "    2         294.0        NaN          NaN             NaN           NaN   \n",
+       "    3        1987.0        NaN          NaN             NaN           NaN   \n",
+       "    4         748.0        NaN          NaN          1531.0           NaN   \n",
+       "    5         655.0        NaN          NaN             NaN           NaN   \n",
+       "    6           NaN      252.0          NaN             NaN           NaN   \n",
+       "    7        1980.0        NaN          NaN             NaN           NaN   \n",
+       "5   1         476.0        NaN          NaN             NaN           NaN   \n",
+       "    2         869.0        NaN          NaN          1720.0           NaN   \n",
+       "    3        2318.0        NaN          NaN            69.0           NaN   \n",
+       "    4         632.0        NaN          NaN            34.0           NaN   \n",
+       "    5        1369.0        NaN          NaN            31.0           NaN   \n",
+       "    6         452.0        NaN          NaN           120.0           NaN   \n",
+       "\n",
+       "speaker    mariane  valere  \n",
+       "act scene                   \n",
+       "1   1          NaN  3324.0  \n",
+       "    2          NaN     NaN  \n",
+       "    3          NaN     NaN  \n",
+       "    4          NaN     NaN  \n",
+       "    5          NaN  3486.0  \n",
+       "2   1          NaN     NaN  \n",
+       "    2          NaN     NaN  \n",
+       "    3          NaN     NaN  \n",
+       "    4          NaN     NaN  \n",
+       "    5          NaN     NaN  \n",
+       "3   1          NaN  1273.0  \n",
+       "    2          NaN   511.0  \n",
+       "    3          NaN     NaN  \n",
+       "    4        933.0     NaN  \n",
+       "    5          NaN     NaN  \n",
+       "    6        189.0     NaN  \n",
+       "    7       1176.0    20.0  \n",
+       "    8          NaN     NaN  \n",
+       "    9          NaN    32.0  \n",
+       "4   1       1240.0     NaN  \n",
+       "    2          NaN     NaN  \n",
+       "    3          NaN     NaN  \n",
+       "    4          NaN     NaN  \n",
+       "    5          NaN     NaN  \n",
+       "    6          NaN     NaN  \n",
+       "    7          NaN     NaN  \n",
+       "5   1          NaN     NaN  \n",
+       "    2          NaN     NaN  \n",
+       "    3          NaN  3251.0  \n",
+       "    4          NaN   111.0  \n",
+       "    5       1042.0  1903.0  \n",
+       "    6        170.0     NaN  "
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "word_count_table = word_count_by_speaker_by_scene.unstack(level=2)\n",
+    "word_count_table"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On trace l'histogramme"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f03e2edebe0>"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "word_count_table.plot.bar(stacked=True, figsize = (15,20))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Le graphique montre la repartition du nombre de mots par personnage au cours des scenes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}