03_Du_Chemin_Rhyme_Network.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from pyvis import network as net\n",
    "from itertools import combinations\n",
    "import networkx as nx\n",
    "import re\n",
    "from community import community_louvain\n",
    "from copy import deepcopy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [],
   "source": [
    "duchemin = pd.read_csv(\"data_files/DuChemin_Pieces_Phrases.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "tags": []
   },
   "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>PIECE ID</th>\n",
       "      <th>PHRASE ID</th>\n",
       "      <th>Phrase Start</th>\n",
       "      <th>Phrase Stop</th>\n",
       "      <th>Text</th>\n",
       "      <th>Rhyme</th>\n",
       "      <th>Column7</th>\n",
       "      <th>Column8</th>\n",
       "      <th>Column9</th>\n",
       "      <th>Column10</th>\n",
       "      <th>Column11</th>\n",
       "      <th>Column12</th>\n",
       "      <th>rhyme_word</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1176</th>\n",
       "      <td>DC0617</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Certes tu as la faveur des haultz dieux,</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>dieux</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>DC0310</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Je mectz mon bien en trop grand adventure,</td>\n",
       "      <td>b</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>adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2410</th>\n",
       "      <td>DC1216</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Je voudrois bien ton feu esteindre,</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>esteindre</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1943</th>\n",
       "      <td>DC1006</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>De mon amoureux esmoy.</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>esmoy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>DC0102</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dictes l'ouy, car le non me desplaist.</td>\n",
       "      <td>a</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>desplaist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>DC0213</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Vous faictes bien de pire attaincte.</td>\n",
       "      <td>c</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>attaincte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>DC0221</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ce que l'on veult, et l'on ne peult avoir,</td>\n",
       "      <td>b</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>avoir</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1598</th>\n",
       "      <td>DC0815</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dans un logis sinistre, et malheureux,</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>malheureux</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3013</th>\n",
       "      <td>DC1517</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Parquoy je prends un congé gratieux.</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>gratieux</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>952</th>\n",
       "      <td>DC0516</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Et n’est mal faict s’un tetin on manie</td>\n",
       "      <td>a</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>manie</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     PIECE ID  PHRASE ID  Phrase Start  Phrase Stop  \\\n",
       "1176   DC0617        5.0           NaN          NaN   \n",
       "507    DC0310        4.0           NaN          NaN   \n",
       "2410   DC1216        3.0           NaN          NaN   \n",
       "1943   DC1006        6.0           NaN          NaN   \n",
       "11     DC0102        4.0           NaN          NaN   \n",
       "307    DC0213        8.0           NaN          NaN   \n",
       "369    DC0221        2.0           NaN          NaN   \n",
       "1598   DC0815        2.0           NaN          NaN   \n",
       "3013   DC1517        5.0           NaN          NaN   \n",
       "952    DC0516        3.0           NaN          NaN   \n",
       "\n",
       "                                            Text Rhyme  Column7  Column8  \\\n",
       "1176    Certes tu as la faveur des haultz dieux,   NaN      NaN      NaN   \n",
       "507   Je mectz mon bien en trop grand adventure,     b      NaN      NaN   \n",
       "2410         Je voudrois bien ton feu esteindre,   NaN      NaN      NaN   \n",
       "1943                      De mon amoureux esmoy.   NaN      NaN      NaN   \n",
       "11        Dictes l'ouy, car le non me desplaist.     a      NaN      NaN   \n",
       "307         Vous faictes bien de pire attaincte.     c      NaN      NaN   \n",
       "369   Ce que l'on veult, et l'on ne peult avoir,     b      NaN      NaN   \n",
       "1598      Dans un logis sinistre, et malheureux,   NaN      NaN      NaN   \n",
       "3013        Parquoy je prends un congé gratieux.   NaN      NaN      NaN   \n",
       "952       Et n’est mal faict s’un tetin on manie     a      NaN      NaN   \n",
       "\n",
       "      Column9  Column10  Column11  Column12  rhyme_word  \n",
       "1176      NaN       NaN       NaN       NaN       dieux  \n",
       "507       NaN       NaN       NaN       NaN   adventure  \n",
       "2410      NaN       NaN       NaN       NaN   esteindre  \n",
       "1943      NaN       NaN       NaN       NaN       esmoy  \n",
       "11        NaN       NaN       NaN       NaN   desplaist  \n",
       "307       NaN       NaN       NaN       NaN   attaincte  \n",
       "369       NaN       NaN       NaN       NaN       avoir  \n",
       "1598      NaN       NaN       NaN       NaN  malheureux  \n",
       "3013      NaN       NaN       NaN       NaN    gratieux  \n",
       "952       NaN       NaN       NaN       NaN       manie  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "duchemin.sample(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "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>PIECE ID</th>\n",
       "      <th>PHRASE ID</th>\n",
       "      <th>Phrase Start</th>\n",
       "      <th>Phrase Stop</th>\n",
       "      <th>Text</th>\n",
       "      <th>Rhyme</th>\n",
       "      <th>Column7</th>\n",
       "      <th>Column8</th>\n",
       "      <th>Column9</th>\n",
       "      <th>Column10</th>\n",
       "      <th>Column11</th>\n",
       "      <th>Column12</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>DC0101</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Qui souhaitez avoir tout le plaisir</td>\n",
       "      <td>a</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>1</th>\n",
       "      <td>DC0101</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Qu'un amy peult vouloir honnestement</td>\n",
       "      <td>b</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>DC0101</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prenez exemple à mon chaste desir</td>\n",
       "      <td>a</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>DC0101</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Et vous mirez en mon contentement.</td>\n",
       "      <td>b</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>DC0101</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mais qui vouldroit audacieusement</td>\n",
       "      <td>b</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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PIECE ID  PHRASE ID  Phrase Start  Phrase Stop  \\\n",
       "0   DC0101        1.0           NaN          NaN   \n",
       "1   DC0101        2.0           NaN          NaN   \n",
       "2   DC0101        3.0           NaN          NaN   \n",
       "3   DC0101        4.0           NaN          NaN   \n",
       "4   DC0101        5.0           NaN          NaN   \n",
       "\n",
       "                                   Text Rhyme  Column7  Column8  Column9  \\\n",
       "0   Qui souhaitez avoir tout le plaisir     a      NaN      NaN      NaN   \n",
       "1  Qu'un amy peult vouloir honnestement     b      NaN      NaN      NaN   \n",
       "2     Prenez exemple à mon chaste desir     a      NaN      NaN      NaN   \n",
       "3    Et vous mirez en mon contentement.     b      NaN      NaN      NaN   \n",
       "4     Mais qui vouldroit audacieusement     b      NaN      NaN      NaN   \n",
       "\n",
       "   Column10  Column11  Column12  \n",
       "0       NaN       NaN       NaN  \n",
       "1       NaN       NaN       NaN  \n",
       "2       NaN       NaN       NaN  \n",
       "3       NaN       NaN       NaN  \n",
       "4       NaN       NaN       NaN  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "duchemin.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def remove_non_alpha_chars(text):\n",
    "    return re.sub(\"\\W*$\", \"\", text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0           [Qui, souhaitez, avoir, tout, le, plaisir]\n",
       "1           [Qu'un, amy, peult, vouloir, honnestement]\n",
       "2             [Prenez, exemple, à, mon, chaste, desir]\n",
       "3             [Et, vous, mirez, en, mon, contentement]\n",
       "4               [Mais, qui, vouldroit, audacieusement]\n",
       "                             ...                      \n",
       "3161     [Si, vostre_amour, ne, me, donne, allegeance]\n",
       "3162          [Mais, de, douleur, vostre, face, jolye]\n",
       "3163    [Par, quelque, espoir, me, promet, delivrance]\n",
       "3164     [Si, j’ay, refus, j’en, requerray, vengeance]\n",
       "3165    [Au, dieu, d’amour,, qui, a, toute, puissance]\n",
       "Name: Text, Length: 3166, dtype: object"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "duchemin.Text.apply(remove_non_alpha_chars).str.split()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0              plaisir\n",
       "1         honnestement\n",
       "2                desir\n",
       "3         contentement\n",
       "4       audacieusement\n",
       "             ...      \n",
       "3161        allegeance\n",
       "3162             jolye\n",
       "3163        delivrance\n",
       "3164         vengeance\n",
       "3165         puissance\n",
       "Name: Text, Length: 3166, dtype: object"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "duchemin.Text.apply(remove_non_alpha_chars).str.split().str.get(-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "duchemin[\"rhyme_word\"] = duchemin.Text.apply(remove_non_alpha_chars).str.split().str.get(-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "tags": []
   },
   "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>PIECE ID</th>\n",
       "      <th>PHRASE ID</th>\n",
       "      <th>Phrase Start</th>\n",
       "      <th>Phrase Stop</th>\n",
       "      <th>Text</th>\n",
       "      <th>Rhyme</th>\n",
       "      <th>Column7</th>\n",
       "      <th>Column8</th>\n",
       "      <th>Column9</th>\n",
       "      <th>Column10</th>\n",
       "      <th>Column11</th>\n",
       "      <th>Column12</th>\n",
       "      <th>rhyme_word</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>DC0101</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Qui souhaitez avoir tout le plaisir</td>\n",
       "      <td>a</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>plaisir</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>DC0101</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Qu'un amy peult vouloir honnestement</td>\n",
       "      <td>b</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>honnestement</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>DC0101</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prenez exemple à mon chaste desir</td>\n",
       "      <td>a</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>desir</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>DC0101</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Et vous mirez en mon contentement.</td>\n",
       "      <td>b</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>contentement</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>DC0101</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mais qui vouldroit audacieusement</td>\n",
       "      <td>b</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>audacieusement</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>DC0101</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Voler au ciel, ou mon amour se tient</td>\n",
       "      <td>c</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>tient</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>DC0101</td>\n",
       "      <td>7.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>On luy diroit, aymez humainement.</td>\n",
       "      <td>b</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>humainement</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>DC0101</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C'est au soleil que la lune appartient.</td>\n",
       "      <td>c</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>appartient</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>DC0102</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Venons au poinct ma dame s'il vous plaist,</td>\n",
       "      <td>a</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>plaist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>DC0102</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Il en est temps sans plus tant marchander.</td>\n",
       "      <td>b</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>marchander</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PIECE ID  PHRASE ID  Phrase Start  Phrase Stop  \\\n",
       "0   DC0101        1.0           NaN          NaN   \n",
       "1   DC0101        2.0           NaN          NaN   \n",
       "2   DC0101        3.0           NaN          NaN   \n",
       "3   DC0101        4.0           NaN          NaN   \n",
       "4   DC0101        5.0           NaN          NaN   \n",
       "5   DC0101        6.0           NaN          NaN   \n",
       "6   DC0101        7.0           NaN          NaN   \n",
       "7   DC0101        8.0           NaN          NaN   \n",
       "8   DC0102        1.0           NaN          NaN   \n",
       "9   DC0102        2.0           NaN          NaN   \n",
       "\n",
       "                                         Text Rhyme  Column7  Column8  \\\n",
       "0         Qui souhaitez avoir tout le plaisir     a      NaN      NaN   \n",
       "1        Qu'un amy peult vouloir honnestement     b      NaN      NaN   \n",
       "2           Prenez exemple à mon chaste desir     a      NaN      NaN   \n",
       "3          Et vous mirez en mon contentement.     b      NaN      NaN   \n",
       "4           Mais qui vouldroit audacieusement     b      NaN      NaN   \n",
       "5        Voler au ciel, ou mon amour se tient     c      NaN      NaN   \n",
       "6           On luy diroit, aymez humainement.     b      NaN      NaN   \n",
       "7     C'est au soleil que la lune appartient.     c      NaN      NaN   \n",
       "8  Venons au poinct ma dame s'il vous plaist,     a      NaN      NaN   \n",
       "9  Il en est temps sans plus tant marchander.     b      NaN      NaN   \n",
       "\n",
       "   Column9  Column10  Column11  Column12      rhyme_word  \n",
       "0      NaN       NaN       NaN       NaN         plaisir  \n",
       "1      NaN       NaN       NaN       NaN    honnestement  \n",
       "2      NaN       NaN       NaN       NaN           desir  \n",
       "3      NaN       NaN       NaN       NaN    contentement  \n",
       "4      NaN       NaN       NaN       NaN  audacieusement  \n",
       "5      NaN       NaN       NaN       NaN           tient  \n",
       "6      NaN       NaN       NaN       NaN     humainement  \n",
       "7      NaN       NaN       NaN       NaN      appartient  \n",
       "8      NaN       NaN       NaN       NaN          plaist  \n",
       "9      NaN       NaN       NaN       NaN      marchander  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "duchemin.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "tags": []
   },
   "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>PIECE ID</th>\n",
       "      <th>Rhyme</th>\n",
       "      <th>rhyme_word</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>DC0101</td>\n",
       "      <td>a</td>\n",
       "      <td>[plaisir, desir]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>DC0101</td>\n",
       "      <td>b</td>\n",
       "      <td>[honnestement, contentement, audacieusement, h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>DC0101</td>\n",
       "      <td>c</td>\n",
       "      <td>[tient, appartient]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>DC0102</td>\n",
       "      <td>a</td>\n",
       "      <td>[plaist, desplaist]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>DC0102</td>\n",
       "      <td>b</td>\n",
       "      <td>[marchander, demander]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>DC1313</td>\n",
       "      <td>c</td>\n",
       "      <td>[diray, resjouiray]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>DC1414</td>\n",
       "      <td>a</td>\n",
       "      <td>[secours, jours]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>DC1414</td>\n",
       "      <td>b</td>\n",
       "      <td>[souspire, rire, m'escrire]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>DC1414</td>\n",
       "      <td>c</td>\n",
       "      <td>[vouloir, douloir, non-chaloir]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>DC1414</td>\n",
       "      <td>d</td>\n",
       "      <td>[supporte, porte]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>543 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    PIECE ID Rhyme                                         rhyme_word\n",
       "0     DC0101     a                                   [plaisir, desir]\n",
       "1     DC0101     b  [honnestement, contentement, audacieusement, h...\n",
       "2     DC0101     c                                [tient, appartient]\n",
       "3     DC0102     a                                [plaist, desplaist]\n",
       "4     DC0102     b                             [marchander, demander]\n",
       "..       ...   ...                                                ...\n",
       "538   DC1313     c                                [diray, resjouiray]\n",
       "539   DC1414     a                                   [secours, jours]\n",
       "540   DC1414     b                        [souspire, rire, m'escrire]\n",
       "541   DC1414     c                    [vouloir, douloir, non-chaloir]\n",
       "542   DC1414     d                                  [supporte, porte]\n",
       "\n",
       "[543 rows x 3 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rhymes = duchemin.groupby([\"PIECE ID\", \"Rhyme\"]).rhyme_word.apply(list).reset_index()\n",
    "rhymes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": []
   },
   "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>PIECE ID</th>\n",
       "      <th>Rhyme</th>\n",
       "      <th>rhyme_word</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>DC0101</td>\n",
       "      <td>a</td>\n",
       "      <td>[plaisir, desir]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>DC0101</td>\n",
       "      <td>b</td>\n",
       "      <td>[honnestement, contentement, audacieusement, h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>DC0101</td>\n",
       "      <td>c</td>\n",
       "      <td>[tient, appartient]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>DC0102</td>\n",
       "      <td>a</td>\n",
       "      <td>[plaist, desplaist]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>DC0102</td>\n",
       "      <td>b</td>\n",
       "      <td>[marchander, demander]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>DC1313</td>\n",
       "      <td>c</td>\n",
       "      <td>[diray, resjouiray]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>DC1414</td>\n",
       "      <td>a</td>\n",
       "      <td>[secours, jours]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>DC1414</td>\n",
       "      <td>b</td>\n",
       "      <td>[souspire, rire, m'escrire]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>DC1414</td>\n",
       "      <td>c</td>\n",
       "      <td>[vouloir, douloir, non-chaloir]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>DC1414</td>\n",
       "      <td>d</td>\n",
       "      <td>[supporte, porte]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>543 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    PIECE ID Rhyme                                         rhyme_word\n",
       "0     DC0101     a                                   [plaisir, desir]\n",
       "1     DC0101     b  [honnestement, contentement, audacieusement, h...\n",
       "2     DC0101     c                                [tient, appartient]\n",
       "3     DC0102     a                                [plaist, desplaist]\n",
       "4     DC0102     b                             [marchander, demander]\n",
       "..       ...   ...                                                ...\n",
       "538   DC1313     c                                [diray, resjouiray]\n",
       "539   DC1414     a                                   [secours, jours]\n",
       "540   DC1414     b                        [souspire, rire, m'escrire]\n",
       "541   DC1414     c                    [vouloir, douloir, non-chaloir]\n",
       "542   DC1414     d                                  [supporte, porte]\n",
       "\n",
       "[543 rows x 3 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rhymes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                     [(plaisir, desir)]\n",
       "1      [(honnestement, contentement), (honnestement, ...\n",
       "2                                  [(tient, appartient)]\n",
       "3                                  [(plaist, desplaist)]\n",
       "4                               [(marchander, demander)]\n",
       "                             ...                        \n",
       "538                                [(diray, resjouiray)]\n",
       "539                                   [(secours, jours)]\n",
       "540    [(souspire, rire), (souspire, m'escrire), (rir...\n",
       "541    [(vouloir, douloir), (vouloir, non-chaloir), (...\n",
       "542                                  [(supporte, porte)]\n",
       "Name: rhyme_word, Length: 543, dtype: object"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rhyme_pairs = rhymes.rhyme_word.apply(lambda x: list(combinations(x, 2)))\n",
    "rhyme_pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('honnestement', 'contentement'),\n",
       " ('honnestement', 'audacieusement'),\n",
       " ('honnestement', 'humainement'),\n",
       " ('contentement', 'audacieusement'),\n",
       " ('contentement', 'humainement'),\n",
       " ('audacieusement', 'humainement')]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rhyme_pairs.iloc[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([('plaisir', 'desir'), ('honnestement', 'contentement'),\n",
       "       ('honnestement', 'audacieusement'), ...,\n",
       "       ('vouloir', 'non-chaloir'), ('douloir', 'non-chaloir'),\n",
       "       ('supporte', 'porte')], dtype=object)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unique_rhyme_pairs = rhyme_pairs.explode().dropna().unique()\n",
    "unique_rhyme_pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Series(unique_rhyme_pairs).isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def add_communities(G):\n",
    "    G = deepcopy(G)\n",
    "    partition = community_louvain.best_partition(G)\n",
    "    nx.set_node_attributes(G, partition, \"group\")\n",
    "    return G"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "G = nx.Graph()\n",
    "G.add_edges_from(unique_rhyme_pairs)\n",
    "G = add_communities(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"1000\"\n",
       "            height=\"1000\"\n",
       "            src=\"network_graph.html\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "            \n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x127653d90>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# set display parameters\n",
    "network_graph = net.Network(notebook=True,\n",
    "                   width=1000,\n",
    "                   height=1000,\n",
    "                   bgcolor=\"black\", \n",
    "                   font_color=\"white\")\n",
    "\n",
    "# Set the physics layout of the network\n",
    "\n",
    "\n",
    "\n",
    "network_graph.set_options(\"\"\"\n",
    "{\n",
    "\"physics\": {\n",
    "\"enabled\": true,\n",
    "\"forceAtlas2Based\": {\n",
    "    \"springLength\": 1\n",
    "},\n",
    "\"solver\": \"forceAtlas2Based\"\n",
    "}\n",
    "}\n",
    "\"\"\")\n",
    "\n",
    "network_graph.from_nx(G)\n",
    "# # return the network\n",
    "network_graph.show(\"network_graph.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "pyvis_graph = Network(notebook=False, width=\"1600px\", height=\"900px\", bgcolor=\"black\", font_color=\"white\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "pyvis_graph.from_nx(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "pyvis_graph.show(\"rhymes.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([('plaisir', 'desir'), ('honnestement', 'contentement'),\n",
       "       ('honnestement', 'audacieusement'), ...,\n",
       "       ('vouloir', 'non-chaloir'), ('douloir', 'non-chaloir'),\n",
       "       ('supporte', 'porte')], dtype=object)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unique_rhyme_pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}