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@ychalier
Created November 7, 2020 10:46
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Une Histoire d'auteur\n",
"\n",
"Ceci est notebook Jupyter. Il est possible de l'exécuter et de l'éditer : voir ce [tutoriel](https://python.sdv.univ-paris-diderot.fr/18_jupyter/).\n",
"\n",
"## 1. Importations\n",
"\n",
"On commence par importer les modules dont nous allons avoir besoin. En plus de ceux installés par défaut, nous avons besoin de `matplotlib`, `numpy`, `graphviz` et `pydot`."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import re\n",
"import os\n",
"import requests\n",
"import networkx\n",
"import matplotlib.pyplot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pour afficher le graphe sur Windows, il faut installer le programmer [Graphviz](https://www.graphviz.org/download/), puis renseigner le dossier d'installation ci-dessous :"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"os.environ[\"PATH\"] += os.pathsep + r\"C:\\Program Files\\Graphviz2.38\\bin\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Analyse du texte\n",
"\n",
"Le [texte des Misérables est disponible ici](https://www.gutenberg.org/cache/epub/17489/pg17489.txt). On commence donc par le télécharger et le découper mot par mot."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['la',\n",
" 'révolution',\n",
" 'survint,',\n",
" 'les',\n",
" 'événements',\n",
" 'se',\n",
" '',\n",
" 'précipitèrent,',\n",
" 'les',\n",
" 'familles']"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"url = \"https://www.gutenberg.org/cache/epub/17489/pg17489.txt\"\n",
"text = requests.get(url).text.lower()\n",
"mots = re.split(\"[ \\n\\r]\", text)\n",
"mots[1000:1010]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Puis on compte les occurrences de paires consécutives de mots."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'lentement': 1,\n",
" 'tout': 1,\n",
" 'en': 1,\n",
" 'rapidement': 1,\n",
" 'puis': 1,\n",
" 'à': 1,\n",
" 'du': 1,\n",
" 'dans': 3}"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"markov = dict()\n",
"mot_precedent = None\n",
"for mot_suivant in mots:\n",
" mot_suivant = re.sub(\",\", \"\", mot_suivant.strip())\n",
" if mot_suivant == \"\":\n",
" continue\n",
" if mot_precedent is not None:\n",
" markov.setdefault(mot_precedent, dict())\n",
" markov[mot_precedent].setdefault(mot_suivant, 0)\n",
" markov[mot_precedent][mot_suivant] += 1\n",
" mot_precedent = mot_suivant\n",
"\n",
"markov[\"marcher\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"La paire `marcher lentement` a été vue 1 fois. La paire `marcher dans` a été vue 3 fois. On transforme ces occurences en probabilités."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'lentement': 0.1,\n",
" 'tout': 0.1,\n",
" 'en': 0.1,\n",
" 'rapidement': 0.1,\n",
" 'puis': 0.1,\n",
" 'à': 0.1,\n",
" 'du': 0.1,\n",
" 'dans': 0.3}"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"probabilites = dict()\n",
"for mot_precedent in markov:\n",
" n = sum(markov[mot_precedent].values())\n",
" probabilites[mot_precedent] = {\n",
" mot_suivant: occurrences / n\n",
" for mot_suivant, occurrences in markov[mot_precedent].items()\n",
" }\n",
"\n",
"probabilites[\"marcher\"]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('y', 0.10458636948135448),\n",
" ('se', 0.07072438919845692),\n",
" ('était', 0.05957993999142735),\n",
" ('avait', 0.05272181740248607),\n",
" ('ne', 0.04372053150450064)]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def top(mot, limite):\n",
" return sorted(probabilites[mot].items(), key=lambda x: -x[1])[:limite]\n",
"\n",
"top(\"il\", 5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Voilà, on peut maintenant trouver les mots les plus probables à la suite d'un mot. Le nombre à côté de chaque mot est la probabilité qu'il suive `il`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Dessin du graphe"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 2160x1080 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def dessiner(depart, figsize, profondeur, limite):\n",
" matplotlib.pyplot.figure(figsize=figsize)\n",
" graphe = networkx.DiGraph()\n",
" buffer = [depart]\n",
" graphe.add_node(depart)\n",
" for i in range(profondeur):\n",
" next_buffer = list()\n",
" while True:\n",
" if len(buffer) == 0:\n",
" break\n",
" u = buffer.pop()\n",
" for v, p in top(u, limite):\n",
" graphe.add_node(v)\n",
" graphe.add_edge(u, v, weight=p)\n",
" next_buffer.append(v)\n",
" buffer += next_buffer[:]\n",
" position = networkx.drawing.nx_agraph.graphviz_layout(graphe, prog=\"dot\")\n",
" networkx.draw_networkx_nodes(graphe, position, node_size=2400, alpha=.3)\n",
" networkx.draw_networkx_edges(graphe, position)\n",
" networkx.draw_networkx_edge_labels(graphe, position, edge_labels={\n",
" (u, v): (\"%.0f\" % (100 * probabilites[u][v])) + \"%\"\n",
" for u, v in graphe.edges()\n",
" })\n",
" networkx.draw_networkx_labels(graphe, position, font_color=\"r\", font_weight=\"bold\")\n",
" matplotlib.pyplot.show()\n",
" \n",
"dessiner(\"il\", (30, 15), 3, 3)"
]
}
],
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"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.2"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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