{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import re"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Importations des bibliothèques nécessaires & Affichage des graphes dans le document"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    " data_url = \"http://dramacode.github.io/markdown/moliere_avare.txt\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sauvegarde l'URL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_file = \"molire_avare.txt\"\n",
    "\n",
    "import os\n",
    "import urllib.request\n",
    "if not os.path.exists(data_file):\n",
    "    urllib.request.urlretrieve(data_url, data_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Téléchargement du fichier si non-existant"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(data_file) as f:\n",
    "    lines_avare = f.readlines()\n",
    "f.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ouverture, stockage puis fermeture des lignes du texte"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "actes_index = []\n",
    " \n",
    "for line in lines_avare:\n",
    "    if \"## Acte\" in line:\n",
    "        actes_index.append(lines_avare.index(line))\n",
    "\n",
    "nb_actes = len(actes_index)\n",
    "actes_list = [None]*nb_actes\n",
    "\n",
    "for i in range(0,nb_actes) :\n",
    "    if i < (nb_actes-1) :\n",
    "        actes_list[i] = lines_avare[actes_index[i]:(actes_index[i+1]-1)]\n",
    "    else :\n",
    "        actes_list[i] = lines_avare[actes_index[i]:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Découpage du texte en Actes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "scene_index = [[] for _ in range(nb_actes)]\n",
    "\n",
    "for cc in range(0,nb_actes) :\n",
    "    for lines in actes_list[cc]:\n",
    "        if \"### Scène\" in lines:\n",
    "            scene_index[cc].append(actes_list[cc].index(lines))\n",
    "\n",
    "scene_list = [[] for _ in range(nb_actes)]\n",
    "\n",
    "for dd in range(0,nb_actes) :\n",
    "    nb_scenes = len(scene_index[dd])\n",
    "    scene_list[dd] = [[] for _ in range(nb_scenes)]\n",
    "    for ee in range(0,nb_scenes) :\n",
    "        if ee < (nb_scenes-1) :\n",
    "            scene_list[dd][ee] = actes_list[dd][scene_index[dd][ee]:(scene_index[dd][ee+1]-1)]\n",
    "        else :\n",
    "            scene_list[dd][ee] = actes_list[dd][scene_index[dd][ee]:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Découpage des Actes en Scènes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "acteurs_index = [[] for _ in range(nb_actes)]\n",
    "\n",
    "acteurs_noms_temp = []\n",
    "\n",
    "for j in range(0,nb_actes) :\n",
    "    acteurs_index[j] = [[] for _ in range(len(scene_list[j]))]\n",
    "    for h in range(0,len(scene_list[j])) :\n",
    "        acteurs_index[j][h] = [(ligne,acteur) for ligne, acteur in enumerate(scene_list[j][h]) if \"    \" in acteur]\n",
    "        for k in range(0,len(acteurs_index[j][h])) :\n",
    "            if not acteurs_index[j][h][k][1] in acteurs_noms_temp :\n",
    "                acteurs_noms_temp.append((acteurs_index[j][h][k][1]))\n",
    "                        \n",
    "acteurs_noms = []\n",
    "for entrance in acteurs_noms_temp :\n",
    "    stripped = re.sub(\"[$@*&?].*[$@*&?]\", \",\", entrance)\n",
    "    stripped = stripped.replace('\\n','')\n",
    "    stripped = stripped.replace(', ','')\n",
    "    stripped = stripped.replace(' ,','')\n",
    "    stripped = stripped.replace(',','')\n",
    "    stripped = stripped.replace('.','')\n",
    "    stripped = stripped.replace('    ','')\n",
    "    if not stripped in acteurs_noms :\n",
    "        acteurs_noms.append(stripped)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Extraction de l'index de parole de chaque Personnage pour chaque Scène de chaque Acte et du nom de chaque Personnage en éliminant les doublons liés aux didascalies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 323,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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iJpjNMT1uAZUwsuneDwCWKNFoU5/ejVtAPRDM5ng1bgGVcGji5e0BlotGe/HgpLgF1APBbI7JcQtoi3305hvdtWJHAzPYLG49VfJc3ALqgWA2oJBNz6XOuzojm8Z/ALAwkViI1GizMYLZCGaL8kDcAspxSOKVFMDcZHJBzFKqZQnwStwi6oFgttWMj1tAKfbVG69314oUwEdNyUa7OfxYvjnfYHNPu4ZgttU8TJ3Ocvh+0/hZLf/PSiYbbAIy4+IWUC8Es3kK2fRS4MG4dbTGwb4LCTCrqalhZrvgnqa4N24R9UIw25rU3YGxn16f1k0r//0k+aym5Mo49VTJP/LN+Y/jFlEvBLOtyX3AZ3GLiPL9pvGzo98/SjbUQORtcQuoJ4LZIhSy6QXAH+LWEeWgRH7H6Pd5yYZx21xgbNwi6olgtrUZQ508BXCAXnutm1auER9lQTLRIy49VfK7fHP+87hF1BPBbEUUsun3gD/HrQPg7KYJs4uXLWqMSchLgGvjFlFvBLO1zhVA7E9DD0m8unPxsqVS7zi0VMkN+eb8nLhF1BvBbK1QyKbfAO6KU8NXNHVqN63crnj5cugTh54qmAtcHLeIeiSYrTTnAp/GVfnIpglrtQwr3H2rep/xPzrfnG+0KWU1IZitBIVs+h3g/LjqH5yYslYXcn4ysQBJceipkMnU2WhuPRHMVp4bgMdrXemgxJSp3bSyf/HyOcnkwlprqYIVwNn55nzs17r1SjBbGQrZtAHfAWo6H3Fkcu0uJMBHyaa6nLvpuSjfnH82bhH1TDBbGxSy6RnA6FrWOTgxpdWXUMxqStZrHI9/AJfHLaLeCWarjGuAv9SiosGJV6c0aVW/1tI+bGqqx/iWc4HTQvexbYLZKsB3J88EXuzqus5OTphbKm1WU7LeDuglwHH55vwHcQtpBILZKqSQTS8BjgVmdl0tZgcmppZ8j9mcZLKeRiJXAsPzzfln4hbSKASzVUEhm/4QOBxYaxpVZzCkTBcS4ONkop5ehPLf+eb8hLhFNBLBbFVSyKanA0cAs9rKWy0jk+PnlUtfmEjWyyTkc/PN+T/GLaLRCGZrB4Vs+mVgEDC180o1OyAxbddyORYnFPcLNVYB/5Vvzo9pWSBpjdsRks6UdF3Rspcl3VG07GZJMyVN9umHRdIek/S6X/60pN0iaVtKWi7pe0XlbSTpt5JmSJok6SVJZ0XSB0h6VNIbkt6U9L/yEwS85lWSBkbyvyop1c7t1CrBbO2kkE2/DQwGHu2M8g5K5Kc0aVXfcnmWSnFO1VoMnJBvzlc1Q0TS7rjj7GBJGxYljzKzvYEf4SYQRDnVzPYCbgGuiiw/CXgWGFGU/4/AfGAXM9sHOBIfX1NSL2ACkDWzXYG9cPtuZGT994CfVvPbqiWYrQMUsumFuJ16S0fLGpmc0Gb4gJXxTUKeCRzSzmu0bwF/Ah7CDTC1xj+BUteqTwDRQaMRwE+A/pL6AUjaGTgAGG1mqwDMbI6ZXRHR8LSZPeTTFgM/ADKRcu8DBkRb0c4mmK2DFLLp5YVs+kzcxOV2PixpdkBi2i7lciwVn7N2y1ALxgL75JvzpW579PJdwcmSJrP2jP9TfBl3sHZr1MKRlI7/cgyQB5C0HbCNmT2Pu+95is8zAHi5xWitMAB4KbrAzGYAG2l1b2EVcCVwYYkyOkwwWydRyKbH4LonT1a77sGJV/LJNrqQc5PJ+e3V1k4WA9/NN+eH55vz5eZkLjGzvVs+wM9aEiTtD8wxs7eBR4B9JW0aWfcqSW/hHta9rKjc27x5/wN3IgMYzurJBXdSwrySfurN33L/T4CV0B9dfjswSNKOJfJ2iGC2TsQ/B3cIrotS8TzGkU0T2nwkZU4y+UkHpFXLeOBL+eb8jR0sZwTwRUkF3Gu5NgZOjKSPwnURR7N2V/xUb+DjzawlNPwI4Exf3gRgL0m74Aaq9pKUADCzS73xW1qtKcCXo4VL2glYZGb/fozKzFbgwmJ0ydMewWydTCGbtkI2fT2wJ+6AaAOz/VV+FBJgdlNTLaJ+vQYcnm/OH59vzr/VkYL8gX8SMNDMUmaWAo6jqDXyXb9rgYSkI8qUtxuwoZn1i5R3OTDczKbjZvdcIv8eBEk9cS0auChfQyQN82m9gF/juo3F3AwMA7Zsz+8uRzBbF1HIpt8uZNPHAfvgrllavZ44NDE5n5Rt01Z5s5LJrgyeMwM3Mjcw35yf2EllHgy8b2bRN44+AewhaY0us5kZcAlwXpnyRgD3FC27i9Xm/S6wOTBd0ku4CNfn+/KX4Iw+WtLruGvAF4DrisrDzJbhjLhVBb+xKuR+Z6CrSWVyu+AOpjOA7i3L/9L9508ckHj94LbWv2KzPk/8eZON28xXJc/jhtXvDhOJu55gtirwXaP7gbPM7J32lJHK5PrhJjUPF6v2mN7j9DlJ2dZtrffjrbZ4fOKGGxzSnjqLmA/8Fbg135x/uhPKC1RIMFsV+Ps5/c2sU57ePuGCa754T4//+wZwNPAVynTrT++79ROTe/Zob8v2Fm408B7gkXxzvi7iYq5v1NPE1rpG0kpW3+8BuNPMspIeA841sxcjeYf6ZUdL2hq4EdgO6AYUzOwoPxVokuB1gKSYeuxuTffffcoGnwL74gZYdsIbcH4y0a0CmauAD3HmehF4Gng635zv9HmcgeoJZqucJX44uVouBiaa2bUA0fl3wIyyZV60SU9gW2CbTVau6kM3tgB64x5vWeo/y4AFQAF4J7Ra9UswW9fTFzdVCQAzq/wtnBct/BzXSr0V3lDR+ISh/8pZY1qSpFPaXgWA64EbJf3Dz2zYNpK2c1GZB3WB7kCdEFq2ymlXN9LMHvSzFY4Evg5MkrSnTy7fjQysU4SWrQaY2cdmdruZnY67mdrZ98sCDUAwWxcj6auSe+hT7qUYOwPtukcXaGxCN7JyevlZ6C08YGYtz0PlJLWEmfsn7jqthf2A6yStwJ3c/mhmL/ih/52LyrzJzH7dNfIDcRNuagcCNSJ0IwOBGhHMFgjUiGC2QKBGBLMFAjUimC0QqBHBbIFAjQhmCwRqRDBbIFAjgtkCgRoRzBYI1IhgtkCgRgSzBQI1IpgtEKgRwWyBQI34f15jsIK4L1LfAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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PK8HNAW9OUdVdOHciKb0QVpeVj/Z1pfT51Bl4c5iq4zFltwBkVv+NVYWLbt152Sk+5FxgXum02Tmfxwdy2wNPxDm0inr2exo4TNLgaEL/KuNG4NvNlDcZt+k+yp/Z1SB8EdcbvivpZZxD8O/48utwjcf1kt7CzannAb9MKg9z3ub+Gzes343qsvIzgOeJeAbsjNx7UqyJ7Ok4eVvDU7/YPHUCSJHgg4AXSqfNPr79pQu0hOAbqZ3wq8wzcLuNOi07C1j82W8XZrWY1qcx/urYd8+rnxM/7qg0SbYDlyz98af+0n4SBlpCrufAXYLqsvKv4rzVdWrlBXihXCuySmi2+eIVQ1c3o7zgvDP+qXTa7C81kyawBwkK3Eaqy8on4VaaO/29NLD7Toxl1fuevzH2/M9qrzwlc0piQFXptNnntk26QGvo9A9dZ6a6rPx43KKWMiTtFNQU89qafsrovf7AnY3PPre2sryewmxfNcWAWaXTZp/QNgkDLSUocCupLisfCTyIO+2TFzx5pLZkSlNgtmLMso/H37GhpS0svhh4uHTa7PJWCdcGJJ0n6SeZU3Y9ggK3guqy8n7AbNwG/rzAYMfDx8TGNp/I4het6ffqvfVnTWxlNf2AOaXTZnfowQwzux9YKKklm1O6BEGBW8csoFV7onPFmr68sq1E+zSXZlyd/jpz41UntbGq4cCvmkvgT5OdkRT2H5J+5f+/WtJ2aZe8kk72hx5SlfUW7qDES5Lu8+E3aJcRvDclTY7kiZ50a2J4L58ICtxCqsvKPw+k3VDSWXnw2Fizv3VJPP7GjmWXDqmhR3sYEphUOm12c4cgZtHUJtYkHw7u3f083DHGbEjsyhtvZlHjA7f7HXefBv5HUvQtwdRInrx9nx0UuAVUl5Xvj9tKmVcYbPzH2LQnj8Bs26nLx66cZ6MPb8dqp5dOm31gmrj7gLMkdQfwxw+HAM/6k2O9cNtn0x1uaRFm9g5QSw7OXO9pggK3jF/ijMnlFe8M4fWGgvTzwxM393zqntqLT2vnavviVuib4M3FvoQ7ZQau973X77ibjOuJnwEOVcRWdDNEjQc0OSQh6UjgHTNbGwm+JZJnZtZX1ckICpwl1WXl57H7QYu84U8nxdI2Ov3reWHBqsoJRvND7FZSUTptdjp7WtFhdHT4PAm4x++B/wvZ7SmPDqGnRsKv9vPjF3FWRKJEh9CXZHMxnZGgwFlQXVbeHfhFruVoDQ0xlr16UGxMqriY2ZoD3j+bVey3/x4U4Sel02an6v0fAE71vWOJmf3LmywaBTzpT5RNom3D6NvN7FDcufC7/QGWLkVQ4Oy4nPQWQTo1L4/SkpQRZnbi2tL5z9afcNweFuEgoMlWSzOrwZ0PvpPdF69uSJwm82e1D5DUpsMhZvYX3Amxy9tSTmckKHAGvOXIazIm7KTce1Is5cNfur3b3/664QunporbA1xbOm12qg0vs3A2rxMG4SfR9ETZ/ewaap8asfKxQlKi8YnOgf+aRoYf4KxgJp756Bx4Qb6+Qw6nkTJQXVZ+Ac4Eat5R2403rvhW4ejk8G5xe3ufd66MvRcffnCqfHuILy/98ad+24H17RWEHjgzzVrf6Mz8faw+bBJotr18xcTlHay84M5jB9qZoMDNUF1WfjJJpnbyBYOGB46PHZYcfsiWAX97dtunOmroHOWY0mmz2/M9c4CgwJm4NNcCtJYNvXllc0/ttle7Z0Ns3tsffCWXJ4Y+n8O6uyRBgdPgjbDn7RnXR46J7ea8TGYf9l56cdFWeudyI8qlpdNmd3qjB/lEUOD0nALkpfVFgy1PHrH71skRa8fNe6f+8Fx78uuPu6+BdiIocHo+mWsBWsv7A3ltZ5E+sq/cb3vPvy/cMOn0XMoUIShwOxIUOD1nZk7SOfnzCbGPPC7EjCU1S6eMihPrLH6EPp5rAboSQYFT4E8dleVajtbQKFa9dKjGAWBW32/52R9ssAEZzeh0IEeVTpudyaVLIEuCAqemyeaHfOG1EXrb/G6jfluHz1267YTOZqeqCOdSNNAOBAVOTYfbdWov/nhSbAhAYWPRgjUrP99W6xp7iqNzLUBXIShwappsgMgHdhTy9uIhGoWxmSVfLN5BcY9cy5SG0lwL0FUICpyavOyBnx2tVQA91p0wf2P98M48hy/NtQBdhaDAqck7BTaI33dC7JDCHX2fWfPh2bnYKtkSOrXvqHwiKHAS1WXlBcCgXMvRUrb0YMGHfWINNUsr86HxGVY6bXZeGMPv7AQFbkpengt9/MhYTeOKyWvq473zwVZ1d9L4TZbU6M/nvirpX5KO9+GlkuoiZmLvTliZjJqclXSFpLi37pEo83VvOA9JSyUt9J83Jd2YMK4XSb+bWVtJPSV9GDVz68MfkPQZ//+5kl6TtMiXfW4k3V2SLvD/PyVpfiTuKElPRa5jc9I55WZtlQUFbkre7dU1qHv0kNE7amvG5tPJqXQNZZ23UzUOuBbn4znBYm8mdgwwFPhMmjJWANc1U/cpZjYGOAZnMeQ3SfG7mbU1s23AE0T2xntlPhF4RNI44Fbg02ZWBpwD3BptRJIYKOnf0sQ9E7HVNd7M0hkoAKCwuci9lLzrgVf16f1izYZLj+wFGV2ndCKyaSj7ABuTA82sUdJLpDdz9AgwUdKhZvZWusLNrEbSFGC5pH3NbEPErO1U4Lvssqw5C/gqzoUsOOV+zMxqJV0D/MjMlvhyl0i6yZeR6kTbLTizuXOaufasCArclE7fA+8s6rlh7YAj31k7cML2Lb2H7R+PdZt45YbaNcVsXlxM7aYStu8sjtXHuovi4oIeBSUFvSgu6FFUFCsuLop16xFTYR+hftKu/dI5IN3or0TSApyvpcFARXICb5zuY8A30pQRB27GKWCzdrDMbIukJThjei+SwqytN0f7GHCHpP28WdxJ7DJ0OBrXA0eZD1SmqfYF4DxJpwBbk+JO8tef4HwzW5xO/qDATel0CryzqPf6tQOPeGfNgAn1W3sPGxyPFR2M9LHdEqnn4O30HLwd2OSDLG5mDZtXWsMHq+INC7fFG1ebNW4ugfq+QEmBCuuKC3puLCnotaWksPe2noV9dvQo6NNQUtjbigt6xroX9CjqFuteXKCingUq2Ae0r6T2emZ2pgmv88NkvM2ruyUlDAGM9A/3KOA+M3utmfL/AFwnaUQWskQX1CYB55lZXFLCrO10M9sp6SHgAkl/BsbjhtWJ/Mm2qVKFRbkR1wsnW3x5xszOykJmIChwKpJbxA5nR7d91q4ZeOS7awcc2VDT+8AD4rGikbTCkZokqaDvUAr6Di3ovmtvipnFLb5xWbzhg9V1DSvqautXF9qONf2hYTSu50tLUaz7luKCXptKCnpt7VHYu7ZHYZ+dPQp6N5QU9sYpfUn3InUvKYgV9opR0BfoKynVinNNCnl3CzOzFyT1BwYAjwI7zGy8pMHAU5LOMbOHfPJDJBleIcyswSv7e8BiX/5SnAeIv0tqBJ7GzZXLgT9KqgMOAZ6RtB03neop6UUzm4/rma8HjgfWm1m9r/sNn/+zZjZfUi/gZ16mN3ALdot82pO8fHMl/T/cKGKUj7sCZ7gv2gOfbGabSENQ4CTKF1VvrC4r3wr07qg6t3fvu3rNwAnvrR1wZGNNrwOGWqxoBJCNR4JWISmmgn2HxQr2HUb3XVZuzOKNFt+wNN6wcnW8fuV2a1zTzeJbB0DDcPzaQH18R5/6+I4+W+ubmttKWRdq7BYr2VRS2GtzSUGvmh6FfWp7Fu5Td3rV1M1ZyFkGFOAUOIZTpp5mtkrSNNwi10ORLAtxQ+tV/vuBuJ4+6lJlNW4Ra71XtF8Dy4BpwARcQ3mymY3yMtQBCbvZf8fNgQ/GDZET3Ao8jxvyg1P0scBEM3tFzuFaKp9TPwR+B2yPhC1JjECyIShwapazB7dT1hXv+8HaAROWrB14RLym5wHDLFY4nF0PSc6QYgUq6F8aK+hfSvdxH4WbxRuscf3ieMPKtfGGlTuscW2xU+zG4WR4hgwr2BGv3W/Hztr9NvGRZ5MVpzM1XZaSSA8k3Bw2YW52Cm6FdxbOMPwNkqL7vR8APgusknQQbjaxDKdwUf7uRwUxdjdjOwnnCC3qqWE98AngET+s/jNwGbBy1/2xBZLeA26X9DNcw3Gxmb3ik9QA/2pyb8welbSV3adtI5J64BvN7L7kvAmCAqdmGe2owHXF/VesHnTU0nX9x7Ot55DhFis4EDeUywukWKEKB46MFQ4cCUd8FG7WuNMa178Tb1ixLt6wst4a13a3eM0giA/D9ZzpeD9dhJk1ySfpduB0XA/4NWCW96M0LpLmDzhFWQBU4Raj7gU+B0w2s6V+JL8ZaPTZZpjZ7ZLu8nWP8O9vH4hUvxi4OyLfNyS9QlNjh+tx9sOHAJ+LKp2ZXZGU9o7IrCLaiCwFNkTSbWxOeSEocDqWtSVzbcnAZasHHbVsXf/x1PbYv9RiBUNx7y27FFJBNxUOGhUrHDTKjT4dZg3brXHt4njDynXxhpX18cZ1PYhvGwTxA3EP7LvZ16GjgXVm9r6kFcCdkvqZWZPXS557cD3pGcCpOAWOcoqZrU+R7xZJN+OmLsdmECvd4lQ2RtbrokNkSVewe2Nwu5klr2inJShwatL2EKnY1mP/pWsGHrV83YDxBdt6DByBCoYBw/aQbJ0eqbBYhUMOiRUOOSR6ctCsvtYa1rwfb1zfEofak4EyvwAFbi55PnBHmvQP496zzveviLKtZyrOmdpVuHnuhGbSfkhTV6X74nrhTcA4STHvoG2PEhQ4NS83F1nTc8iS1YOOXr5+v7GFtT0GHoRipYQTNhmRinqoaGh5rGjoosyp3WIb7jXOWDNb6cNOwa0Ep1RgM6uT9B3g7ZbK5+e4Pwcul3SGmT2eJuk84JeS9jez1ZKOwm0PXe7LmA98X9J/mZlJGgUcZmYPtlSmTAQFTs3zuHlSAcDWXkMXrx549Mr1/ccW1ZX0H4liI4Bs3i8GmtJI+gayhx8mJ7gNWJlQXs/TwGGSBpvZKlJgZvekCvckXiEBvGZmlyXlNUk3At8GEgo8W1LildELZnahpG8Aj/pGpgY3z070uF/EOYJ/V1ItrsdOu2qXxNWSPhv5fq6ZLU2XOPhGSsPsM6+ZuWbQ0QfVFe93MIrlwwGBfOH1yqqKlO5OAy0n9MBpWFr6yaXAxbmWowvS5v2/gV2E00jpmZ1rAbood2dOEsiWoMDp+Sdu7hJoPxZUVlW8nmshuhJBgdNQWVURB5p9iR5oMb/LtQBdjaDAzXMb7mhaoO00AjNzLURXIyhwM1RWVbzN7pvlA63nicqqijW5FqKrERQ4M7fkWoAuQhg+7wGCAmegsqriedzGjkDreZuwnrBHCAqcHaEXbhvfrKyqqM+cLNBSggJnx4NAWuNogWZ5rLKqIrxT30MEBc6CyqoKI70BtUB6GoCrcy1EVyYocJZUVlU8jjsoHsie6ZVVFVmdPAq0jqDALeMavIG0QEbWAzfkWoiuTlDgFlBZVbENZ6MpbO7IzDcrqyrSWlMMtA9BgVtIZVXFczQ14h3YndsqqyrCe98OIChw6/hPnAnTQFMeJfvD64E2Eg70t5LpU+YejLMOMThT2r2IN4HjKqsq8slHU14TeuBWUllV8S7O6uHaTGn3Ej4Ezg7K27EEBW4DlVUV1cBphHPD9cD5lVUV7+VakL2NoMBtpLKqYiHO6PjeuuK6A7iosqriH7kWZG8kzIHbielT5h4DPElqHzhdlc3AOZVVFU/nWpC9ldADtxOVVRUvAWey98yJVwITg/LmlqDA7UhlVcULwJF0/eOHzwITKqsqmvPPG+gAggK3M5VVFSuBk3H+YbsiVUBFsK7ROQhz4D3I9ClzPwHcCRyQa1nagfeA/6isqng414IEdhF64D1IZVXFE8DhwO9zLUsbqAO+B4wOytv5CD1wBzF9ytyPAf8FfDLXsrSA+4GrK6sqWuStMdBxBAXuYKZPmXs0TpHPyrUszbAIN1xO550v0EkICpwjpk+ZOwGnyOfkWhbPDpx/3P8F5norJIFOTlDgHDN9ytyxOI/yZ+Pmyx3NqzilnVlZVbEhB/UH2kBQ4E7E9ClzR+AU+RxgIlBfTKQ5AAAEOUlEQVS0B6qpxx2FfA6YUVlV0awz80DnJihwJ2X6lLn74HZ2HYlzJn6Q/7tvC4qJ46xpzot8Xq2sqtienFBSIfAnnIJPijirDnRiggLnGdOnzO3DLoUe4oPjON9DO3CHKjb6z/vZHu+TVAaUAN2A9WYWbH/lAUGBuxiSDPi9mV3qvxcCq4AXzeysSLoHgYFmdlwk7AagBtdAnIBT5hHssol9I271/OO4gwwCvmlmf/P5n8IZOKjz6d81swuS5LsCOMrMvhYJexV408wmJ6W9BvgizjxtI/BTM7tbUjfgZtx0w3Cr5lea2TJJpcAjZnZ4pJwbgBozu1XSXRH5AWrN7HhJg3BrAQfipi5LzazTv/IrzLUAgXZnG3C4pBIzq8MddVwZTSCpL25oXiNphJkticabWaVPV4pThvGRvGcBU83sPkmnAL8BRkWyX2Jm87MVVlI5bkPRREk9zWybD5/iZT/GzLZI2gc412f7EdAbOMTMGiV9DnhQ0oQsq51qZsmuXn4APGlmP/f1j832GnJJ2InVNZkDfMr/PxmYlRR/PvAwcA9uBby1vEDbt4lejHN89gS7v1L7Lq5X3QJgZpvNbIakHsDngKvNrNHH/R9u5HBaG+QYDKxIfDGzvDioERS4a3IPMElSMTAWeDEpPqHUs/z/reVM4IGksJmSFvhPNj6lLgLujcoiqTfQO808/GBgWUKxI8wHDstS7lsiMiZ8Fk8H/lfS3yVdJ2lIcwV0FsIQugtiZq/54e9knJXIj/BzvYOBZ83MJDVIOtzMXm9BFbdIuhkYCBybFJf1EFrS0cA6M3tf0grgTkn9cPPddIszShMn/zddvmh4kyG0mT0u6SBco/RvwCv+vqzL5lpyReiBuy4P4exXJw+fLwL6AUskLQVKafkweiquEbgemNEGGScDZV6OxThrJuf73nWbV6hk3gWG+146ypG4XvhD3PVF2RfnKaJZzGyDmf3BLwDOw72L79QEBe663An8wMyS7VdPBs40s1IzKwUm0Ip5sH9P/HMgJumMluaXFAMuBMZGZPk0u4b0NwHTJfXx6ftI+rJf5JoB3CapwMddBmwHnjOzGmCVpFN93L64XvXZDPJU+Pl1Ygg/EljW0uvqaMIQuotiZitwCvYRflg9DPhnJN0SSVskfawVdZikG4FvA4mDDzMlJV4jrTez5IWlQtz76onASjOLrpA/DRwmaTDwa6AXME9SPW6DyU99umtxPpvfklQCrAOOs13vRC/DKX8i/feT5tO3SLo+8v0YXEP2S0kNuI7tDjOb16IbkgPCe+BAhyLpduAdM/tVO5W3P/AY8Csz+017lJlPBAUOdBiS5uA2h/y7mW3OlD6QmaDAgUAeExaxAoE8JihwIJDHBAUOBPKYoMCBQB4TFDgQyGOCAgcCeUxQ4EAgjwkKHAjkMUGBA4E8JihwIJDH/H+5oynZxZoKCwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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xs9Nw46U9VfUtCEFsO9LrO0VebN/36WkttcfkOZszqmvn9NhkbUmflzTQ/z8E2BMoqTG6ILYoicpK4Btxm5FPFrZ/at6U5ssLUSIMAaalcE9us82I+M2RtNIf9yfFOxh4RdLruE+z/svMXvZ+yW2283v+dLpPGNSOkqg8A7g9bjPyxRvt4579cvOMw4yyQr1kn182o1vjdr2KULJtz6lxG5Av3m4f8/xXmmdMKqDQACZV185J93HwTkcQWweJyl2Bz8VtRj5YaSNfPK75ukPbKetT4KxFL6+Wd4Ugto/5Kr3weqy24a98runGz7TRJ67ZQidlDrJz0Oserm7Q6z6hWWdDXju6aeYBLfSNcybMEZnmS+4sBLF9TFHOOsiVjTbo9SObZn26if5xP+j9cBs87vQEsQEkKscCn4jbjJ5ik1X8/Yimmz+5hfLkJQTjopQ2F8kbQWyObL5ILgm22ID6I5pmjdtMRTGt/hXERhBbB/ncYrdgbLN+SyY33TTqQwZXxm1LEkX/+UshCGJzlPyuM03Wd+lRTTdVrqdyl7htScG4uA0oBoLYHNVxG9AdWqzPO59rurH8A4YX6zJ7Q6tr5wyO24i4CWJzVMdtQK60WtmqLzRfX/YuI/PxwWZPstPPJAlicwyL24BcaDOt/lLzta3vWFUpVNN2yxykdxPE5ugXtwFdpd205oTmqze/ZWNLZeHYYhmGiI2w4I+jpK5DexvrT9tyyap3GP2pQWz9MG57sqEd9bYdWbtMST1keaSkSra5b456bvqCu0rta/Iybti5p0mGamSJMXfQwPnvNfUvxZ691rgNiJsgNsfauA3Ihiax7bJRu4ys2miF/lSmJ2jMHKR3E8TmeD9uA7KhdtTIF1qlPUZsoiJuW3JgVeYgvZsgNkfRi21Jv35LnxxYcRjAoG0U23SsbAhii9uAIqHoxXbmrqM3IA0A6N9KVdz2dJH1NfV1W+M2Im6C2BxvxW1AZ9wxdMhz6/v0OQigvNka9fHOqqXCisxBej9BbI6iXTf+wzI1zBwx7KOddEZv5IM47cmRhXEbUAwEsTlei9uAdJxXNWphu/TRbqhj19nGOO3JkRfiNqAYCGIDSDSsBd6O24xkXikfsPi1AQMmR93GrmVLXPZ0gyA2gtiiPBO3AVHaof37VaOE2xL3I8aus7a4bMqRLRRxNb2QBLF9zMNxGxDluhHD5m0pK6tJdq/aaKV2z+bV1NeV2gsiL5TajcsnjwHb4jYC4IM+fT747dAhKZcSKMEB7eQ1+3dagtg6SDRsBp6I2wyAM8eMXoKUcuC6xAa0W4GH4jaiWAhi257YH4zHB1a8uqx/v7SbUZTYgPafa+rr1sdtRLEQxLY99wMNcWXeDE21o0eOSOdfggPa98VtQDERxBYl0dAI3BZX9peN2uX5Fqk6nX/VhpIa0F5LENt2BLHtyC+Agveevd2v7/I/DRp4WGdhdltvGwplTw9wS019XVF0OBULQWzJJBqWEcMwwJljqtZ2TDROx7i1ViqTebcAN8dtRLERxJaaK4H2QmX2m6FDnlvbt0/GJdB3W1cyXzvfWlNftyZuI4qNILZUJBoWAP9diKw2SR9eP2LYntmEHbOhJL7QXg/8NG4jipEgtvRMBzblO5P/WzVqQbuUVXf+8MaSGNC+rKa+bl3cRhQjQWzpSDSsBq7JZxavDuhfN798wBHZhh+8regXk50P3Bq3EcVKEFvn3ECevsVqh/Zzx4w2pKyrhv1aKda1/MG1cc+rqa8rWFu31Ahi64xEQzNwGtDU00nfOGLYM5vLyvbLNnxFk20SRT1V6yc19XXhU5pOCGLLRKJhEXBxTya5pk/ZmjuHDpnQlTijN1LMvXt/Bn4WtxHFThBbNiQafgH8vqeSO2tM1ZvpJhqno4gHtN8Hvh2qj5kJYsueacCL3U3kiYEVr77dyUTjdBTpgHYTMKWmvm513IaUAkFs2ZJo2AKcAPwj1ySaofmS0SOH5xK3CAe024BTaurrno7bkFIhiK0ruLVKvgTk9Caf7iYa57SlcJENaBvwvZr6uj/EbUgpEcTWVdzcyeOAd7sSbWm/vsvnDhr4T7lmW2QD2hfV1NcVZIZNbyKILRcSDX8DDgfeyDbKmWNGr0EqzzXLIhnQbgPOrqmvmwkgyST9psNTUl9JayTNjkaS9EdJzye5JSStkrRA0mJJUyN+d0j6ZuT3KEktks5OSmOZpAciv78p6Q7//+nelgWRI+uhlnwQxJYriYblwGTgpUxB7x46+IU1ffse0p3simBAezPwzzX1db9OcjtAUkepexxJa/pLGgYcBAzTjlXomWY2Efg68CtJ6fbJOxm3HN7UFH6HSNo/TbzfmdnEyLE47dkVgCC27uDacJ+nk48kG6VNPx8xvLo72RTBgPYKYHJNfV2qT4/mAsf7/6cC9yb5nwQ8grtGp6RK3MzexH2Wk67zaCpwETBO0tgkv+uByzKdQDEQxNZdEg2bSTRMBc6CHRdQvaBq1Kvt0pjuZBHzkuP/A0yoqa9bkMb/PuAUuSrygew4PNIhwHtJXTIh6SDgTTPb4TwlfQIYY2YveVumpLDvIEl7JccFpiRVI2Nt9wax9RSJhtuAQ4BFHU4LB/R/46Xy7Vc0zoWx6yyOdVE+BKbV1NdNqamvSzugbmavA9U4IT0a9ZP7mmEv4Bkz+wfQKumASJALJb2BE2giTRan4AQFTtjJgm0DrgMuTRE3uRoZ61hlEFtPkmioAw4FrmiHLWePGd3alYnG6Ri7zjZ337gu8RiuNLsry/AP46pzyVXIKbiq4VJJy3CijFYlZ5rZPj7cXUrdgTQVON3HfxiYIGnvpDC/AY4Cds/S3lgIYutpEg1NJBp+envl0P02l5XV9USSY9cW7KvxvwFfqqmv+0pNfd2yLsS7HbjSzBYluU8Fvmxm1WZWDRxMinabmT0IvIKbpfMRkvYBBpnZ2Ega1ySnYWYtwEzg37pgc8EJYssTZ124YvmiaYtOBo7AdSJYrmkVYMnxlcC/AhNr6use72pkM1tpZrOibnKrhO1OZFMNM1sKfCgp1XjjlcAPtP3eBlPZcS3PB0jd9rsN6Jvkltxm6/I0uZ5EZjk/A4EuMP7O8fvhetROBTpd2CeZX93cOn/4ZjKuUZIDz+IW5nmwpr6u2KaD9TqC2ArM+DvHVwFn4t7OB2QIDsBvr2td0r+VVL1tubAReBD4z5r6uvk9lGYgC5KL3ZJHUhuRHkHgRFzD/I+4PdgqgNlm9sNInBNx1Zj+QAtwuZn9wftNAmbhSqMBuB6uhKTTgUPM7DxJCeBHQHVH97WkRjMbnMam+8xsvC/tTsQN6h4MpOxM6dfK6FTuXWAFMAfXwfBkTX1dSzfTC+RArxMbsNXPSvgI336YZ2Yn+LGW1yQ9ZGbPSpqA60k7zsyW+lkOT0h623dr3wl8y8wWyvUs7pMm37W4auIl2dgEsGjaosXAYuDq8XeOH4gT3D8Bn8UNI+xe0WRburjk+DpgAa7D4WXglZr6uuVdiB/IE71RbJ1iZlslLQA6ZiL8ELjaN97xgrsG93X2acBo4D3v14YTRypux3VRX2tmXd5MYtG0RVuAef4AYPyd4/uO2MRYb2sVMAyQP/B/G3CTot8D3g2rEBcvvVFsFV5MAEvN7BtRT0nDgb2Bv3qn/XElW5RXgO/7/2cCb0h6Cjf+dKeZpXqgG3GCuwD4f53YBHCNmf0u04ksmraoFVjORYSSqRfQG8WWssoGHCnpdVw1cIaZdXyTJnbslv/IzcyulHQ38EXgX3AdG8ekyftmYIGkG7K0KbATsTONs80zswOB8cA5kjoe/r/j2kdRDiJSXTSzt8zsl8AXcDMYdkmVgZltBO4Bzu1p4wOlz84kNgD8HL1r+Lgj43rgUt+J0tGZchluzUgkHS+po420N24u3sZOsrgROJveWWsIdIOd9YG4BfihpE+a2QJJlwCP+O+pWoAfmVlHG+s0YKakLbhta081s7aP9bc9ZrZW0kPAhRHn5DbbY2ZW29MnFShuwqB2IFAgdrpqZCAQF0FsgUCBCGILBApEEFsgUCCC2AKBAhHEFggUiCC2QKBABLEFAgUiiC0QKBBBbIFAgQhiCwQKRBBbIFAggtgCgQIRxBYIFIggtkCgQPwv8Z5q5MJyIawAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "scene_decompte = [[] for _ in range(nb_actes)]\n",
    "\n",
    "for m in range(0,nb_actes) :\n",
    "    scene_decompte[m] = [[] for _ in range(len(scene_list[m]))]\n",
    "    \n",
    "    for n in range(0,len(scene_list[m])) :\n",
    "        scene_decompte[m][n] = [0 for _ in range(len(acteurs_noms))]\n",
    "        \n",
    "        for p in range(0,len(acteurs_noms)) :\n",
    "            for gg in range(0,len(acteurs_index[m][n])) :\n",
    "                \n",
    "                if acteurs_noms[p] in acteurs_index[m][n][gg][1] :\n",
    "                    decompte = scene_list[m][n][(acteurs_index[m][n][gg][0]+1)]\n",
    "                    decompte = decompte.replace('\\n',' ')\n",
    "                    decompte = decompte.replace(',',' ')\n",
    "                    decompte = decompte.replace('.',' ')\n",
    "                    decompte = decompte.replace('?',' ')\n",
    "                    decompte = decompte.replace(':',' ')\n",
    "                    decompte = decompte.replace(';',' ')\n",
    "                    decompte = decompte.replace('!',' ')\n",
    "                    decompte = decompte.replace(\"'\",' ')\n",
    "                    decompte = decompte.replace('-',' ')\n",
    "                    decompte = decompte.replace('  ',' ')\n",
    "                    decompte = decompte.replace('   ',' ')\n",
    "                    decompte = decompte.replace('    ',' ')\n",
    "                    decompte = decompte.split()\n",
    "                    scene_decompte[m][n][p] = scene_decompte[m][n][p] + len(decompte)\n",
    "                    \n",
    "for each_acte in range(nb_actes) :\n",
    "    scene_temp = scene_decompte[each_acte][:]\n",
    "    for each_scene in range(len(scene_decompte[each_acte])) :\n",
    "        parole_temp = []\n",
    "        personnage_temp = []\n",
    "        for parole in range(len(scene_temp[each_scene])) :\n",
    "            if not scene_temp[each_scene][parole] == 0 :\n",
    "                parole_temp.append(scene_temp[each_scene][parole])\n",
    "                personnage_temp.append(acteurs_noms[parole])\n",
    "        plt.figure(figsize = (2, 2))\n",
    "        title = \"Acte {} Scène {} - Total : {} mots \".format(each_acte+1, each_scene+1,sum(scene_temp[each_scene]))\n",
    "        plt.title(title)\n",
    "        plt.pie(parole_temp, labels = personnage_temp)\n",
    "        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pour chaque acte, chaque réplique de personnage est associée à son personnage puis est décortiquée avant qu'un décompte du nombre de mots ait lieu. Puis le décompte est stocké dans un tableau avant d'en faire une représentation graphique par acte"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dans l'Acte 1 ,\n",
      "Scène 1 ,\n",
      "- Le personnage prénommé VALÈRE prononce 630 mots\n",
      "- Le personnage prénommé ÉLISE prononce 491 mots\n",
      "- Le personnage prénommé CLÉANTE ne parle pas\n",
      "- Le personnage prénommé HARPAGON ne parle pas\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 2 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE prononce 154 mots\n",
      "- Le personnage prénommé CLÉANTE prononce 761 mots\n",
      "- Le personnage prénommé HARPAGON ne parle pas\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 3 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE ne parle pas\n",
      "- Le personnage prénommé HARPAGON prononce 421 mots\n",
      "- Le personnage prénommé LA FLÈCHE prononce 257 mots\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 4 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE prononce 154 mots\n",
      "- Le personnage prénommé CLÉANTE prononce 216 mots\n",
      "- Le personnage prénommé HARPAGON prononce 1105 mots\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 5 ,\n",
      "- Le personnage prénommé VALÈRE prononce 662 mots\n",
      "- Le personnage prénommé ÉLISE prononce 36 mots\n",
      "- Le personnage prénommé CLÉANTE ne parle pas\n",
      "- Le personnage prénommé HARPAGON prononce 248 mots\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Dans l'Acte 2 ,\n",
      "Scène 1 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE prononce 379 mots\n",
      "- Le personnage prénommé HARPAGON ne parle pas\n",
      "- Le personnage prénommé LA FLÈCHE prononce 911 mots\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 2 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE prononce 127 mots\n",
      "- Le personnage prénommé HARPAGON prononce 171 mots\n",
      "- Le personnage prénommé LA FLÈCHE prononce 12 mots\n",
      "- Le personnage prénommé MAÎTRE SIMON prononce 197 mots\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 3 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE ne parle pas\n",
      "- Le personnage prénommé HARPAGON prononce 21 mots\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE prononce 1 mots\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 4 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE ne parle pas\n",
      "- Le personnage prénommé HARPAGON ne parle pas\n",
      "- Le personnage prénommé LA FLÈCHE prononce 301 mots\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE prononce 130 mots\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 5 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE ne parle pas\n",
      "- Le personnage prénommé HARPAGON prononce 555 mots\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE prononce 1291 mots\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Dans l'Acte 3 ,\n",
      "Scène 1 ,\n",
      "- Le personnage prénommé VALÈRE prononce 273 mots\n",
      "- Le personnage prénommé ÉLISE prononce 3 mots\n",
      "- Le personnage prénommé CLÉANTE prononce 76 mots\n",
      "- Le personnage prénommé HARPAGON prononce 616 mots\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES prononce 777 mots\n",
      "- Le personnage prénommé LA MERLUCHE prononce 26 mots\n",
      "- Le personnage prénommé BRINDAVOINE prononce 23 mots\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 2 ,\n",
      "- Le personnage prénommé VALÈRE prononce 85 mots\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE ne parle pas\n",
      "- Le personnage prénommé HARPAGON ne parle pas\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES prononce 186 mots\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 3 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE ne parle pas\n",
      "- Le personnage prénommé HARPAGON ne parle pas\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE prononce 19 mots\n",
      "- Le personnage prénommé MAÎTRE JACQUES prononce 11 mots\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 4 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE ne parle pas\n",
      "- Le personnage prénommé HARPAGON ne parle pas\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE prononce 191 mots\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE prononce 185 mots\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 5 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE ne parle pas\n",
      "- Le personnage prénommé HARPAGON prononce 105 mots\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE prononce 26 mots\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 6 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE prononce 17 mots\n",
      "- Le personnage prénommé CLÉANTE ne parle pas\n",
      "- Le personnage prénommé HARPAGON prononce 70 mots\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE prononce 9 mots\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE prononce 35 mots\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 7 ,\n",
      "- Le personnage prénommé VALÈRE prononce 5 mots\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE prononce 580 mots\n",
      "- Le personnage prénommé HARPAGON prononce 178 mots\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE prononce 41 mots\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE prononce 235 mots\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 8 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE ne parle pas\n",
      "- Le personnage prénommé HARPAGON prononce 23 mots\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE prononce 20 mots\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 9 ,\n",
      "- Le personnage prénommé VALÈRE prononce 7 mots\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE prononce 40 mots\n",
      "- Le personnage prénommé HARPAGON prononce 79 mots\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE prononce 28 mots\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Dans l'Acte 4 ,\n",
      "Scène 1 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE prononce 58 mots\n",
      "- Le personnage prénommé CLÉANTE prononce 245 mots\n",
      "- Le personnage prénommé HARPAGON ne parle pas\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE prononce 436 mots\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE prononce 236 mots\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 2 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE prononce 3 mots\n",
      "- Le personnage prénommé CLÉANTE prononce 14 mots\n",
      "- Le personnage prénommé HARPAGON prononce 54 mots\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 3 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE prononce 418 mots\n",
      "- Le personnage prénommé HARPAGON prononce 393 mots\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 4 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE prononce 170 mots\n",
      "- Le personnage prénommé HARPAGON prononce 141 mots\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES prononce 137 mots\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 5 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE prononce 163 mots\n",
      "- Le personnage prénommé HARPAGON prononce 129 mots\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 6 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE prononce 17 mots\n",
      "- Le personnage prénommé HARPAGON ne parle pas\n",
      "- Le personnage prénommé LA FLÈCHE prononce 47 mots\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 7 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE ne parle pas\n",
      "- Le personnage prénommé HARPAGON prononce 11 mots\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Dans l'Acte 5 ,\n",
      "Scène 1 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE ne parle pas\n",
      "- Le personnage prénommé HARPAGON prononce 89 mots\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES ne parle pas\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE prononce 109 mots\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 2 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE ne parle pas\n",
      "- Le personnage prénommé HARPAGON prononce 182 mots\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES prononce 344 mots\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE prononce 159 mots\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 3 ,\n",
      "- Le personnage prénommé VALÈRE prononce 641 mots\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE ne parle pas\n",
      "- Le personnage prénommé HARPAGON prononce 441 mots\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES prononce 11 mots\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 4 ,\n",
      "- Le personnage prénommé VALÈRE prononce 22 mots\n",
      "- Le personnage prénommé ÉLISE prononce 143 mots\n",
      "- Le personnage prénommé CLÉANTE ne parle pas\n",
      "- Le personnage prénommé HARPAGON prononce 124 mots\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE prononce 4 mots\n",
      "- Le personnage prénommé MAÎTRE JACQUES prononce 7 mots\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE ne parle pas\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME ne parle pas\n",
      "Scène 5 ,\n",
      "- Le personnage prénommé VALÈRE prononce 376 mots\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE ne parle pas\n",
      "- Le personnage prénommé HARPAGON prononce 258 mots\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES prononce 7 mots\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE prononce 192 mots\n",
      "- Le personnage prénommé LE COMMISSAIRE ne parle pas\n",
      "- Le personnage prénommé ANSELME prononce 403 mots\n",
      "Scène 6 ,\n",
      "- Le personnage prénommé VALÈRE ne parle pas\n",
      "- Le personnage prénommé ÉLISE ne parle pas\n",
      "- Le personnage prénommé CLÉANTE prononce 130 mots\n",
      "- Le personnage prénommé HARPAGON prononce 92 mots\n",
      "- Le personnage prénommé LA FLÈCHE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE SIMON ne parle pas\n",
      "- Le personnage prénommé FROSINE ne parle pas\n",
      "- Le personnage prénommé MAÎTRE JACQUES prononce 23 mots\n",
      "- Le personnage prénommé LA MERLUCHE ne parle pas\n",
      "- Le personnage prénommé BRINDAVOINE ne parle pas\n",
      "- Le personnage prénommé MARIANE prononce 36 mots\n",
      "- Le personnage prénommé LE COMMISSAIRE prononce 26 mots\n",
      "- Le personnage prénommé ANSELME prononce 114 mots\n"
     ]
    }
   ],
   "source": [
    "for aa in range(nb_actes) :\n",
    "    print(\"Dans l'Acte\", (aa+1),',')\n",
    "    for bb in range(len(scene_list[aa])) :\n",
    "        print('Scène', (bb+1), ',')\n",
    "        for hh in range(len(acteurs_noms)) :\n",
    "            if scene_decompte[aa][bb][hh] == 0 :\n",
    "                print('- Le personnage prénommé',acteurs_noms[hh],'ne parle pas')\n",
    "            else :\n",
    "                print('- Le personnage prénommé',acteurs_noms[hh],'prononce', scene_decompte[aa][bb][hh], 'mots')    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": true
   },
   "source": [
    "OPTION - Ce n'est pas demandé dans le sujet 5 - C'est ici que sont affichés les décomptes de mots par scène pour chaque personnage au format texte"
   ]
  }
 ],
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