From 6fc7b4e762932fc2b1f84f2daf31a8ce45154b1a Mon Sep 17 00:00:00 2001
From: Ludovic Moncla <moncla.ludovic@gmail.com>
Date: Fri, 9 Dec 2022 20:59:33 +0100
Subject: [PATCH] Create Normclass2graph.ipynb
---
notebooks/Normclass2graph.ipynb | 2750 +++++++++++++++++++++++++++++++
1 file changed, 2750 insertions(+)
create mode 100644 notebooks/Normclass2graph.ipynb
diff --git a/notebooks/Normclass2graph.ipynb b/notebooks/Normclass2graph.ipynb
new file mode 100644
index 0000000..1647966
--- /dev/null
+++ b/notebooks/Normclass2graph.ipynb
@@ -0,0 +1,2750 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import networkx as nx"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 79,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pd.read_csv('/Users/lmoncla/Nextcloud-LIRIS/GEODE/GEODE - Partage consortium/Corpus/EDdA/EDdA_dataset_articles.tsv',sep='\\t') "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 80,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "2908"
+ ]
+ },
+ "execution_count": 80,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(df['edda_class'].unique())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 83,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = df.drop(df.loc[(df['edda_class'] == 'unclassified') | (df['edda_class'] == 'pending') | (df['edda_class'] == '0')].index)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 84,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "2905"
+ ]
+ },
+ "execution_count": 84,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(df['edda_class'].unique())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 85,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = df.dropna(subset=['edda_class'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 86,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "2904"
+ ]
+ },
+ "execution_count": 86,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(df['edda_class'].unique())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 87,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array(['Grammaire', 'Ecrivains modernes', 'Calendrier Julien', ...,\n",
+ " 'Jeux militaires françois', 'Gravure antique sur métal',\n",
+ " 'Inscription | Médailles | Poésie'], dtype=object)"
+ ]
+ },
+ "execution_count": 87,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "normclasses = df['edda_class'].unique()\n",
+ "normclasses"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 144,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_group = df.groupby('edda_class').size()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 145,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "edda_class\n",
+ "Abus des langues 1\n",
+ "Accord de sons 1\n",
+ "Acoustique 6\n",
+ "Agonistique 1\n",
+ "Agriculture 127\n",
+ " ... \n",
+ "terme usité parmi les Maréchaux 1\n",
+ "vaisselle d'étain 1\n",
+ "Ébénisterie 3\n",
+ "Ébénisterie | Tapisserie 1\n",
+ "Économie rustique 3\n",
+ "Length: 2904, dtype: int64"
+ ]
+ },
+ "execution_count": 145,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_group"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 151,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "d = {}\n",
+ "for normclass, freq in df_group.items():\n",
+ " #print(normclass, freq)\n",
+ "\n",
+ " try: \n",
+ " n = [x.strip() for x in normclass.split('|')] # corrige le probleme du normclass 'Géographie moderne |'\n",
+ " \n",
+ " for i in range(1,len(n)):\n",
+ " t = (n[0],n[i])\n",
+ " if t not in d:\n",
+ " d[t] = freq\n",
+ " else:\n",
+ " d[t] += freq\n",
+ "\n",
+ " except AttributeError:\n",
+ " print(normclass)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 152,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1257"
+ ]
+ },
+ "execution_count": 152,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(d.keys())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 136,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# G = nx.DiGraph(d)\n",
+ "# G = nx.from_dict_of_lists(d) # équivalent"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 155,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "G = nx.DiGraph()\n",
+ "\n",
+ "for key, val in d.items():\n",
+ " G.add_weighted_edges_from([(key[0], key[1], val)])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 156,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Nodes: 576, Edges: 1257\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(f\"Nodes: {G.number_of_nodes()}, Edges: {G.number_of_edges()}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 157,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[('Agriculture', 'Economie domestique'),\n",
+ " ('Agriculture', 'Economie rustique'),\n",
+ " ('Agriculture', 'Jardinage'),\n",
+ " ('Economie domestique', 'Cuisine'),\n",
+ " ('Economie domestique', 'Diète'),\n",
+ " ('Economie domestique', 'Grammaire'),\n",
+ " ('Economie domestique', 'Maison rustique'),\n",
+ " ('Economie domestique', 'Serrurerie'),\n",
+ " ('Economie rustique', 'Agriculture'),\n",
+ " ('Economie rustique', 'Charronnage'),\n",
+ " ('Economie rustique', 'Chasse'),\n",
+ " ('Economie rustique', 'Commerce'),\n",
+ " ('Economie rustique', 'Corderie'),\n",
+ " ('Economie rustique', 'Jardinage'),\n",
+ " ('Economie rustique', 'Manufacture'),\n",
+ " ('Economie rustique', 'Matière médicale'),\n",
+ " ('Economie rustique', 'Pêche'),\n",
+ " ('Economie rustique', 'Taillanderie'),\n",
+ " ('Jardinage', 'Agriculture'),\n",
+ " ('Jardinage', 'Architecture'),\n",
+ " ('Jardinage', 'Arts'),\n",
+ " ('Jardinage', 'Botanique'),\n",
+ " ('Jardinage', 'Cuisine'),\n",
+ " ('Jardinage', 'Diète'),\n",
+ " ('Jardinage', 'Fleuriste'),\n",
+ " ('Jardinage', 'Histoire naturelle'),\n",
+ " ('Jardinage', 'Hydraulique'),\n",
+ " ('Jardinage', 'Physique'),\n",
+ " ('Jardinage', 'Tannerie'),\n",
+ " ('Aides', 'Finances'),\n",
+ " ('Finances', 'Commerce'),\n",
+ " ('Finances', 'Douane'),\n",
+ " ('Finances', 'Droit'),\n",
+ " ('Finances', 'Ferme du Roi'),\n",
+ " ('Aiguilletier', 'Bonneterie'),\n",
+ " ('Aiguilletier', 'Clouterie'),\n",
+ " ('Aiguilletier', 'Epinglerie'),\n",
+ " ('Aiguilletier', \"Tireur d'or\"),\n",
+ " ('Bonneterie', 'Bas au métier'),\n",
+ " ('Bonneterie', 'Peausserie'),\n",
+ " ('Clouterie', \"Faiseur d'aiguilles courbes\"),\n",
+ " ('Epinglerie', 'Aiguilletier'),\n",
+ " ('Epinglerie', 'Bonneterie'),\n",
+ " ('Alchimie', 'Chimie'),\n",
+ " ('Chimie', 'Alchimie'),\n",
+ " ('Chimie', 'Analyse végétale'),\n",
+ " ('Chimie', 'Arts'),\n",
+ " ('Chimie', 'Métiers'),\n",
+ " ('Chimie', 'Commerce'),\n",
+ " ('Chimie', 'Diète'),\n",
+ " ('Chimie', 'Grammaire'),\n",
+ " ('Chimie', 'Matière médicale'),\n",
+ " ('Chimie', 'Pharmacie'),\n",
+ " ('Chimie', 'Docimastique'),\n",
+ " ('Chimie', 'Histoire naturelle'),\n",
+ " ('Chimie', 'Histoire naturelle des drogues'),\n",
+ " ('Chimie', 'Minéralogie'),\n",
+ " ('Chimie', 'Métallurgie'),\n",
+ " ('Chimie', 'Matiere médicinale'),\n",
+ " ('Chimie', 'Monnoie'),\n",
+ " ('Chimie', 'Médecine'),\n",
+ " ('Chimie', 'Orfévrerie'),\n",
+ " ('Chimie', 'Méchanique'),\n",
+ " ('Chimie', 'Peinture'),\n",
+ " ('Chimie', 'Thérapeutique'),\n",
+ " ('Chimie', 'Physique'),\n",
+ " ('Chimie', 'Verrerie'),\n",
+ " ('Algèbre', 'Arithmétique'),\n",
+ " ('Algèbre', 'Géométrie'),\n",
+ " ('Arithmétique', 'Algèbre'),\n",
+ " ('Arithmétique', 'Commerce'),\n",
+ " ('Arithmétique', 'Géométrie'),\n",
+ " ('Arithmétique', 'Histoire'),\n",
+ " ('Géométrie', 'Algèbre'),\n",
+ " ('Géométrie', 'Arithmétique'),\n",
+ " ('Géométrie', 'Arpentage'),\n",
+ " ('Géométrie', 'Commerce'),\n",
+ " ('Géométrie', 'Astronomie'),\n",
+ " ('Géométrie', 'Navigation'),\n",
+ " ('Géométrie', 'Mathématique'),\n",
+ " ('Géométrie', 'Méchanique'),\n",
+ " ('Géométrie', 'Optique'),\n",
+ " ('Géométrie', 'Physique'),\n",
+ " ('Géométrie', 'Trigonométrie'),\n",
+ " ('Anatomie', 'Botanique'),\n",
+ " ('Anatomie', 'Chirurgie'),\n",
+ " ('Anatomie', 'Médecine'),\n",
+ " ('Anatomie', 'Orthopédie'),\n",
+ " ('Anatomie', 'Physiologie'),\n",
+ " ('Anatomie', 'Optique'),\n",
+ " ('Botanique', 'Agriculture'),\n",
+ " ('Botanique', 'Art méchanique'),\n",
+ " ('Botanique', 'Commerce'),\n",
+ " ('Botanique', 'Histoire moderne'),\n",
+ " ('Botanique', 'Histoire naturelle'),\n",
+ " ('Botanique', 'Jardinage'),\n",
+ " ('Botanique', 'Marine'),\n",
+ " ('Botanique', 'Matière médicale'),\n",
+ " ('Chirurgie', 'Anatomie'),\n",
+ " ('Chirurgie', 'Apoticaire'),\n",
+ " ('Chirurgie', 'Maladie des yeux'),\n",
+ " ('Chirurgie', 'Maréchallerie'),\n",
+ " ('Chirurgie', 'Matière médicale'),\n",
+ " ('Chirurgie', 'Matière médicale externe'),\n",
+ " ('Chirurgie', 'Médecine'),\n",
+ " ('Chirurgie', 'Morale'),\n",
+ " ('Chirurgie', 'Politique'),\n",
+ " ('Chirurgie', 'Pharmacie'),\n",
+ " ('Médecine', 'Anatomie'),\n",
+ " ('Médecine', 'Chimie'),\n",
+ " ('Médecine', 'Chirurgie'),\n",
+ " ('Médecine', 'Chirurgie oculaire'),\n",
+ " ('Médecine', 'Thérapeutique'),\n",
+ " ('Médecine', 'Divination'),\n",
+ " ('Médecine', 'Diète'),\n",
+ " ('Médecine', 'Gymnastique'),\n",
+ " ('Médecine', 'Matière médicale'),\n",
+ " ('Médecine', 'Economie animale'),\n",
+ " ('Médecine', 'Physiologie'),\n",
+ " ('Médecine', 'Séméiotique'),\n",
+ " ('Médecine', 'Histoire naturelle'),\n",
+ " ('Médecine', 'Botanique'),\n",
+ " ('Médecine', 'Pharmacie'),\n",
+ " ('Médecine', 'Hygiene'),\n",
+ " ('Médecine', 'Jurisprudence'),\n",
+ " ('Médecine', 'Maladie'),\n",
+ " ('Médecine', 'Maréchallerie'),\n",
+ " ('Médecine', 'Pathologie'),\n",
+ " ('Médecine', 'Commerce'),\n",
+ " ('Médecine', 'Cuisine'),\n",
+ " ('Médecine', 'Arts'),\n",
+ " ('Médecine', 'Traité des choses non-naturelles'),\n",
+ " ('Physiologie', 'Anatomie'),\n",
+ " ('Physiologie', 'Chirurgie'),\n",
+ " ('Physiologie', 'Hygiene'),\n",
+ " ('Physiologie', 'Médecine'),\n",
+ " ('Physiologie', 'Droit politique'),\n",
+ " ('Physiologie', 'Pathologie'),\n",
+ " ('Optique', 'Astronomie'),\n",
+ " ('Optique', 'Géométrie'),\n",
+ " ('Antiquité grecque', 'Antiquité de Lacédémone'),\n",
+ " ('Antiquité grecque', 'Antiquité romaine'),\n",
+ " ('Antiquité grecque', 'Antiquité égyptienne'),\n",
+ " ('Antiquité grecque', 'Médailles'),\n",
+ " ('Antiquité romaine', 'Médailles'),\n",
+ " ('Antiquité romaine', 'Antiquité grecque'),\n",
+ " ('Antiquité romaine', 'Littérature'),\n",
+ " ('Antiquité romaine', 'Mythologie'),\n",
+ " ('Antiquité égyptienne', 'Antiquité grecque'),\n",
+ " ('Antiquité égyptienne', 'Antiquité romaine'),\n",
+ " ('Médailles', 'Antiquaire'),\n",
+ " ('Médailles', 'Art numismatique'),\n",
+ " ('Médailles', 'Inscription'),\n",
+ " ('Médailles', 'Littérature'),\n",
+ " ('Médailles', 'Monnoie'),\n",
+ " ('Médailles', 'Monumens antiques'),\n",
+ " ('Antiquité phénicienne', 'Antiquité grecque et romaine'),\n",
+ " ('Littérature', 'Antiquité'),\n",
+ " ('Littérature', 'Médailles'),\n",
+ " ('Littérature', 'Architecture'),\n",
+ " ('Littérature', 'Architecture antique'),\n",
+ " ('Littérature', 'Art militaire'),\n",
+ " ('Littérature', 'Art numismatique'),\n",
+ " ('Littérature', 'Astronomie'),\n",
+ " ('Littérature', 'Botanique'),\n",
+ " ('Littérature', 'Chronologie'),\n",
+ " ('Littérature', 'Géographie'),\n",
+ " ('Littérature', 'Histoire ancienne'),\n",
+ " ('Littérature', 'Histoire des arts'),\n",
+ " ('Littérature', 'Histoire militaire'),\n",
+ " ('Littérature', 'Histoire romaine'),\n",
+ " ('Littérature', 'Histoire'),\n",
+ " ('Littérature', 'Morale'),\n",
+ " ('Littérature', 'Librairie'),\n",
+ " ('Littérature', 'Musique'),\n",
+ " ('Littérature', 'Peinture'),\n",
+ " ('Littérature', 'Mythologie'),\n",
+ " ('Littérature', 'Poésie'),\n",
+ " ('Littérature', 'Poésie dramatique'),\n",
+ " ('Littérature', 'Poésie grecque'),\n",
+ " ('Littérature', 'Poésie latine'),\n",
+ " ('Littérature', 'Théatre des Grecs'),\n",
+ " ('Mythologie', 'Antiquité romaine'),\n",
+ " ('Mythologie', 'Cultes'),\n",
+ " ('Mythologie', 'Divination'),\n",
+ " ('Mythologie', 'Gymnastique'),\n",
+ " ('Mythologie', 'Géographie'),\n",
+ " ('Mythologie', 'Géographie ancienne'),\n",
+ " ('Mythologie', 'Histoire ancienne'),\n",
+ " ('Mythologie', 'Iconologie'),\n",
+ " ('Mythologie', 'Poésie'),\n",
+ " ('Mythologie', 'Sculpture'),\n",
+ " ('Mythologie', 'Littérature'),\n",
+ " ('Mythologie', 'Antiquité'),\n",
+ " ('Mythologie', 'Histoire'),\n",
+ " ('Mythologie', 'Iconographie'),\n",
+ " ('Mythologie', 'Inscription'),\n",
+ " ('Mythologie', 'Médailles'),\n",
+ " ('Mythologie', 'Monumens'),\n",
+ " ('Mythologie', 'Inscriptions'),\n",
+ " ('Mythologie', 'Pierres gravées'),\n",
+ " ('Antiquité', 'Architecture egyptienne'),\n",
+ " ('Antiquité', 'Arts'),\n",
+ " ('Antiquité', 'Commerce'),\n",
+ " ('Antiquité', 'Histoire'),\n",
+ " ('Antiquité', 'Inscription'),\n",
+ " ('Antiquité', 'Mythologie'),\n",
+ " ('Antiquité', 'Littérature'),\n",
+ " ('Antiquité', 'Médecine'),\n",
+ " ('Antiquité', 'Médailles'),\n",
+ " ('Antiquité', 'Théatre'),\n",
+ " ('Antiquité', 'gymnastique'),\n",
+ " ('Arts', 'Chimie'),\n",
+ " ('Arts', 'Commerce'),\n",
+ " ('Arts', 'Manufacture'),\n",
+ " ('Arts', 'Politique'),\n",
+ " ('Arts', 'Littérature'),\n",
+ " ('Arts', 'Littérature antique'),\n",
+ " ('Arts', 'Métiers'),\n",
+ " ('Arts', 'Raison'),\n",
+ " ('Arts', 'Philosophie'),\n",
+ " ('Arts', 'Métaphysique'),\n",
+ " ('Arts', 'Science'),\n",
+ " ('Commerce', 'Agriculture'),\n",
+ " ('Commerce', 'Art méchanique'),\n",
+ " ('Commerce', 'Arts'),\n",
+ " ('Commerce', 'Billets de change'),\n",
+ " ('Commerce', 'Lettres de change'),\n",
+ " ('Commerce', 'Charcuiterie'),\n",
+ " ('Commerce', 'Chimie'),\n",
+ " ('Commerce', 'Botanique exotique'),\n",
+ " ('Commerce', 'Conchyliographie'),\n",
+ " ('Commerce', 'Douane'),\n",
+ " ('Commerce', 'Draperie'),\n",
+ " ('Commerce', 'Droit politique'),\n",
+ " ('Commerce', 'Dérailleurs'),\n",
+ " ('Commerce', 'Exploitation des bois'),\n",
+ " ('Commerce', 'Fabrique'),\n",
+ " ('Commerce', 'Finances'),\n",
+ " ('Commerce', 'Grammaire'),\n",
+ " ('Commerce', 'Jurisprudence'),\n",
+ " ('Commerce', 'Synonymes'),\n",
+ " ('Commerce', 'Histoire moderne'),\n",
+ " ('Commerce', \"Histoire moderne d'Angleterre\"),\n",
+ " ('Commerce', 'Histoire naturelle'),\n",
+ " ('Commerce', 'Manufacture'),\n",
+ " ('Commerce', 'Marchands'),\n",
+ " ('Commerce', 'Marine'),\n",
+ " ('Commerce', 'Mathématique'),\n",
+ " ('Commerce', 'Mesure'),\n",
+ " ('Commerce', 'Monnoie'),\n",
+ " ('Commerce', 'Monnoie étrangere'),\n",
+ " ('Commerce', 'Police'),\n",
+ " ('Commerce', 'Politique'),\n",
+ " ('Commerce', 'Pêche'),\n",
+ " ('Commerce', 'Reddition de compte'),\n",
+ " ('Commerce', 'Roulage'),\n",
+ " ('Commerce', 'Teneurs de livres'),\n",
+ " ('Commerce', 'Terme de riviere'),\n",
+ " ('Commerce', 'Tisseranderie'),\n",
+ " ('Commerce', 'Voiturier'),\n",
+ " ('Histoire', 'Apologue'),\n",
+ " ('Histoire', 'Epopée'),\n",
+ " ('Histoire', 'Oraison'),\n",
+ " ('Histoire', 'Architecture'),\n",
+ " ('Histoire', 'Architecture ancienne'),\n",
+ " ('Histoire', 'Art militaire'),\n",
+ " ('Histoire', 'Arts'),\n",
+ " ('Histoire', 'Astronomie'),\n",
+ " ('Histoire', 'Belles-Lettres'),\n",
+ " ('Histoire', 'Botanique'),\n",
+ " ('Histoire', 'Médecine'),\n",
+ " ('Histoire', 'Chronologie'),\n",
+ " ('Histoire', 'Commerce'),\n",
+ " ('Histoire', 'Critique sacrée'),\n",
+ " ('Histoire', 'Cultes'),\n",
+ " ('Histoire', 'Discipline ecclésiastique'),\n",
+ " ('Histoire', 'Droit des Barbares'),\n",
+ " ('Histoire', 'Droit ecclésiastique'),\n",
+ " ('Histoire', 'Droit politique'),\n",
+ " ('Histoire', 'Droit public'),\n",
+ " ('Histoire', 'Droit public Germanique'),\n",
+ " ('Histoire', 'Droit romain'),\n",
+ " ('Histoire', 'Economie rustique'),\n",
+ " ('Histoire', 'Gouvernement de Rome'),\n",
+ " ('Histoire', 'Grammaire'),\n",
+ " ('Histoire', 'Généalogie'),\n",
+ " ('Histoire', 'Géographie'),\n",
+ " ('Histoire', 'Géographie ancienne'),\n",
+ " ('Histoire', 'Géographie moderne'),\n",
+ " ('Histoire', 'Hiérarchie ecclésiastique'),\n",
+ " ('Histoire', 'Jurisprudence'),\n",
+ " ('Histoire', 'Finances'),\n",
+ " ('Histoire', 'Littérature'),\n",
+ " ('Histoire', 'Logique'),\n",
+ " ('Histoire', 'Théologie'),\n",
+ " ('Histoire', 'Marine ancienne'),\n",
+ " ('Histoire', 'Morale'),\n",
+ " ('Histoire', 'Mythologie'),\n",
+ " ('Histoire', 'Méchanique'),\n",
+ " ('Histoire', 'Navigation'),\n",
+ " ('Histoire', 'Philosophie'),\n",
+ " ('Histoire', 'Politique'),\n",
+ " ('Histoire', 'Religion ancienne et moderne'),\n",
+ " ('Histoire', 'Superstition'),\n",
+ " ('Inscription', 'Médailles'),\n",
+ " ('Inscription', 'Poésie'),\n",
+ " ('Architecture ancienne', 'Architecture moderne'),\n",
+ " ('Architecture antique et romaine', 'Inscription'),\n",
+ " ('Architecture antique', 'Architecture moderne'),\n",
+ " ('Architecture civile', 'Architecture militaire'),\n",
+ " ('Architecture', 'Antiquité grecque'),\n",
+ " ('Architecture', 'Antiquité égyptienne'),\n",
+ " ('Architecture', 'Charpenterie'),\n",
+ " ('Architecture', 'Commerce'),\n",
+ " ('Architecture', 'Coupe de pierres'),\n",
+ " ('Architecture', 'Coupe des pierres'),\n",
+ " ('Architecture', 'Economie rustique'),\n",
+ " ('Architecture', 'Méchanique'),\n",
+ " ('Architecture', 'Histoire'),\n",
+ " ('Architecture', 'Hydraulique'),\n",
+ " ('Architecture', 'Maçonnerie'),\n",
+ " ('Architecture', 'Jardinage'),\n",
+ " ('Architecture', 'Littérature'),\n",
+ " ('Architecture', 'Menuiserie'),\n",
+ " ('Architecture', 'Peinture'),\n",
+ " ('Architecture', 'Sculpture'),\n",
+ " ('Architecture', 'Physique'),\n",
+ " ('Architecture', 'Serrurerie'),\n",
+ " ('Charpenterie', 'Art méchanique'),\n",
+ " ('Charpenterie', 'Marbrier'),\n",
+ " ('Charpenterie', 'Tailleurs de pierre'),\n",
+ " ('Charpenterie', 'Marine'),\n",
+ " ('Charpenterie', 'Maçonnerie'),\n",
+ " ('Charpenterie', 'Menuiserie'),\n",
+ " ('Coupe des pierres', 'Architecture'),\n",
+ " ('Méchanique', 'Géométrie'),\n",
+ " ('Méchanique', 'Horlogerie'),\n",
+ " ('Méchanique', 'Ouvriers en métaux'),\n",
+ " ('Méchanique', 'Physique'),\n",
+ " ('Hydraulique', 'Pneumatique'),\n",
+ " ('Maçonnerie', 'Architecture'),\n",
+ " ('Maçonnerie', 'Coupe des pierres'),\n",
+ " ('Maçonnerie', 'Jardinage'),\n",
+ " ('Maçonnerie', 'Paveur'),\n",
+ " ('Menuiserie', 'Architecture'),\n",
+ " ('Menuiserie', 'Charpenterie'),\n",
+ " ('Menuiserie', 'Ouvriers en bois'),\n",
+ " ('Menuiserie', 'Tabletterie'),\n",
+ " ('Menuiserie', 'Sciage'),\n",
+ " ('Menuiserie', 'Taillanderie'),\n",
+ " ('Menuiserie', 'Serrurerie'),\n",
+ " ('Menuiserie', 'Tourneur'),\n",
+ " ('Menuiserie', 'Orfévrerie'),\n",
+ " ('Menuiserie', 'Sculpture'),\n",
+ " ('Peinture', 'Architecture'),\n",
+ " ('Peinture', 'Belles-Lettres'),\n",
+ " ('Peinture', 'Chimie'),\n",
+ " ('Peinture', 'Dessein'),\n",
+ " ('Peinture', 'Doreur'),\n",
+ " ('Peinture', 'Graveur'),\n",
+ " ('Peinture', 'Haute-lisserie'),\n",
+ " ('Peinture', 'Marquetterie'),\n",
+ " ('Peinture', 'Histoire naturelle'),\n",
+ " ('Peinture', 'Minéralogie'),\n",
+ " ('Peinture', 'Relieur'),\n",
+ " ('Peinture', 'Sculpture'),\n",
+ " ('Peinture', 'Littérature'),\n",
+ " ('Peinture', 'Tapisserie'),\n",
+ " ('Peinture', 'Teinture'),\n",
+ " ('Sculpture', 'Architecture décorative'),\n",
+ " ('Sculpture', 'Dessein'),\n",
+ " ('Sculpture', 'Peinture'),\n",
+ " ('Sculpture', 'Arts'),\n",
+ " ('Sculpture', 'Marbrier'),\n",
+ " ('Sculpture', 'Stuccateur'),\n",
+ " ('Sculpture', 'Tailleur de pierres'),\n",
+ " ('Physique', 'Astronomie'),\n",
+ " ('Physique', 'Chimie'),\n",
+ " ('Physique', 'Arts'),\n",
+ " ('Physique', 'Chirurgie'),\n",
+ " ('Physique', 'Grammaire'),\n",
+ " ('Physique', 'Médecine'),\n",
+ " ('Physique', 'Géographie'),\n",
+ " ('Physique', 'Géométrie'),\n",
+ " ('Physique', 'Histoire naturelle'),\n",
+ " ('Physique', 'Hydrodynamique'),\n",
+ " ('Physique', 'Hydrographie'),\n",
+ " ('Physique', 'Marine'),\n",
+ " ('Physique', 'Mathématique'),\n",
+ " ('Physique', 'Morale'),\n",
+ " ('Physique', 'Politique'),\n",
+ " ('Physique', 'Musique'),\n",
+ " ('Physique', 'Mécanique'),\n",
+ " ('Physique', 'Méchanique'),\n",
+ " ('Physique', 'Métaphysique'),\n",
+ " ('Physique', 'Navigation'),\n",
+ " ('Physique', 'Optique'),\n",
+ " ('Physique', 'Physiologie'),\n",
+ " ('Serrurerie', 'Architecture'),\n",
+ " ('Serrurerie', 'Argenteur'),\n",
+ " ('Serrurerie', 'Doreur'),\n",
+ " ('Serrurerie', 'Fonderie'),\n",
+ " ('Serrurerie', 'Charpenterie'),\n",
+ " ('Serrurerie', 'Clouterie'),\n",
+ " ('Serrurerie', 'Taillanderie'),\n",
+ " ('Serrurerie', \"Fabricant d'instruments de Mathématiques\"),\n",
+ " ('Serrurerie', 'Tourneur'),\n",
+ " ('Serrurerie', 'Horlogerie'),\n",
+ " ('Serrurerie', 'Maçonnerie'),\n",
+ " ('Serrurerie', 'Ouvriers en fer'),\n",
+ " ('Serrurerie', 'Coutellerie'),\n",
+ " ('Serrurerie', 'Orfévrerie'),\n",
+ " ('Serrurerie', 'Cordonnerie'),\n",
+ " ('Armurerie', 'Coutellerie'),\n",
+ " ('Armurerie', 'Serrurerie'),\n",
+ " ('Armurerie', 'Ouvriers en fer'),\n",
+ " ('Coutellerie', 'Serrurerie'),\n",
+ " ('Coutellerie', 'Ouvriers en fer'),\n",
+ " ('Coutellerie', 'Taillanderie'),\n",
+ " ('Ouvriers en fer', 'Ouvriers en acier'),\n",
+ " ('Art militaire', 'Art politique'),\n",
+ " ('Art militaire', 'Artillerie'),\n",
+ " ('Art militaire', 'Fortifications'),\n",
+ " ('Art militaire', 'Grammaire'),\n",
+ " ('Art militaire', 'Synonymes'),\n",
+ " ('Art militaire', 'Histoire'),\n",
+ " ('Art militaire', 'Histoire ancienne'),\n",
+ " ('Art militaire', 'Histoire moderne'),\n",
+ " ('Art militaire', 'Marine'),\n",
+ " ('Art militaire', 'Pyrotechnique'),\n",
+ " ('Artillerie', 'Fonderie'),\n",
+ " ('Artillerie', 'Fortifications'),\n",
+ " ('Fortifications', 'Art militaire'),\n",
+ " ('Fortifications', 'Guerre des siéges'),\n",
+ " ('Grammaire', 'Agriculture'),\n",
+ " ('Grammaire', 'Anatomie'),\n",
+ " ('Grammaire', 'Antiquité grecque'),\n",
+ " ('Grammaire', 'Architecture'),\n",
+ " ('Grammaire', 'Arithmétique'),\n",
+ " ('Grammaire', 'Art militaire'),\n",
+ " ('Grammaire', 'Art méchanique'),\n",
+ " ('Grammaire', 'Art oratoire'),\n",
+ " ('Grammaire', 'Art étymologique'),\n",
+ " ('Grammaire', 'Arts'),\n",
+ " ('Grammaire', 'Métiers'),\n",
+ " ('Grammaire', 'Belles-Lettres'),\n",
+ " ('Grammaire', 'Blason'),\n",
+ " ('Grammaire', 'Botanique'),\n",
+ " ('Grammaire', 'Boucherie'),\n",
+ " ('Grammaire', 'Calendrier'),\n",
+ " ('Grammaire', 'Charpenterie'),\n",
+ " ('Grammaire', 'Maçonnerie'),\n",
+ " ('Grammaire', 'Chimie'),\n",
+ " ('Grammaire', 'Chirurgie'),\n",
+ " ('Grammaire', 'Commerce'),\n",
+ " ('Grammaire', 'Commerce ancien'),\n",
+ " ('Grammaire', 'Jeu'),\n",
+ " ('Grammaire', 'Couvreur'),\n",
+ " ('Grammaire', 'Critique sacrée'),\n",
+ " ('Grammaire', 'Cuisine'),\n",
+ " ('Grammaire', 'Dessein'),\n",
+ " ('Grammaire', 'Littérature'),\n",
+ " ('Grammaire', 'Peinture'),\n",
+ " ('Grammaire', 'Divination'),\n",
+ " ('Grammaire', 'Economie domestique'),\n",
+ " ('Grammaire', 'Economie rustique'),\n",
+ " ('Grammaire', 'Eloquence'),\n",
+ " ('Grammaire', 'Escrime'),\n",
+ " ('Grammaire', 'Finances'),\n",
+ " ('Grammaire', 'Gouvernement'),\n",
+ " ('Grammaire', 'Politique'),\n",
+ " ('Grammaire', 'Grammaire grecque'),\n",
+ " ('Grammaire', 'Gravure'),\n",
+ " ('Grammaire', \"Manufacture d'étoffes\"),\n",
+ " ('Grammaire', 'Géométrie'),\n",
+ " ('Grammaire', 'Physique'),\n",
+ " ('Grammaire', 'Histoire'),\n",
+ " ('Grammaire', 'Histoire ancienne'),\n",
+ " ('Grammaire', 'Histoire ancienne ecclésiastique'),\n",
+ " ('Grammaire', 'Histoire moderne'),\n",
+ " ('Grammaire', \"Histoire de l'idolâtrie\"),\n",
+ " ('Grammaire', 'Histoire ecclésiastique'),\n",
+ " ('Grammaire', 'Mythologie'),\n",
+ " ('Grammaire', 'Droit public'),\n",
+ " ('Grammaire', 'Histoire naturelle'),\n",
+ " ('Grammaire', 'Lithologie'),\n",
+ " ('Grammaire', 'Jurisprudence'),\n",
+ " ('Grammaire', 'Imprimerie'),\n",
+ " ('Grammaire', 'Jardinage'),\n",
+ " ('Grammaire', 'Joaillerie'),\n",
+ " ('Grammaire', 'Jurisprudence ecclésiastique'),\n",
+ " ('Grammaire', 'Morale'),\n",
+ " ('Grammaire', 'Philosophie'),\n",
+ " ('Grammaire', 'Liturgie'),\n",
+ " ('Grammaire', 'Logique'),\n",
+ " ('Grammaire', 'Manège'),\n",
+ " ('Grammaire', 'Marine'),\n",
+ " ('Grammaire', 'Maréchallerie'),\n",
+ " ('Grammaire', 'Mathématique'),\n",
+ " ('Grammaire', 'Mathématiques pures'),\n",
+ " ('Grammaire', 'Menuiserie'),\n",
+ " ('Grammaire', 'Mode'),\n",
+ " ('Grammaire', 'Médecine'),\n",
+ " ('Grammaire', 'Métaphysique'),\n",
+ " ('Grammaire', 'Origine des langues'),\n",
+ " ('Grammaire', 'Ourdissage'),\n",
+ " ('Grammaire', 'Sculpture'),\n",
+ " ('Grammaire', 'Pharmacie'),\n",
+ " ('Grammaire', 'Philosophie morale'),\n",
+ " ('Grammaire', 'Philosophie scholastique'),\n",
+ " ('Grammaire', 'Physiologie'),\n",
+ " ('Grammaire', 'Teinture'),\n",
+ " ('Grammaire', 'Poésie'),\n",
+ " ('Grammaire', 'Prosodie'),\n",
+ " ('Grammaire', 'Pêche'),\n",
+ " ('Grammaire', 'Rhétorique'),\n",
+ " ('Grammaire', 'Synonymes'),\n",
+ " ('Grammaire', 'Syntaxe'),\n",
+ " ('Grammaire', 'Tailleur'),\n",
+ " ('Grammaire', 'Théologie'),\n",
+ " ('Grammaire', 'Verbe'),\n",
+ " ('Grammaire', 'Vénerie'),\n",
+ " ('Grammaire', 'École'),\n",
+ " ('Synonymes', 'Grammaire'),\n",
+ " ('Synonymes', 'Géographie'),\n",
+ " ('Histoire ancienne', 'Antiquité'),\n",
+ " ('Histoire ancienne', 'Architecture'),\n",
+ " ('Histoire ancienne', 'Arme défensive des anciens'),\n",
+ " ('Histoire ancienne', 'Art militaire'),\n",
+ " ('Histoire ancienne', 'Belles-Lettres'),\n",
+ " ('Histoire ancienne', 'Botanique'),\n",
+ " ('Histoire ancienne', 'Botanique exotique'),\n",
+ " ('Histoire ancienne', 'Chronologie'),\n",
+ " ('Histoire ancienne', 'Divination'),\n",
+ " ('Histoire ancienne', 'Economie domestique'),\n",
+ " ('Histoire ancienne', 'Grammaire'),\n",
+ " ('Histoire ancienne', 'Arts'),\n",
+ " ('Histoire ancienne', 'Gymnastique'),\n",
+ " ('Histoire ancienne', 'Géographie'),\n",
+ " ('Histoire ancienne', 'Histoire de la philosophie'),\n",
+ " ('Histoire ancienne', 'Histoire moderne'),\n",
+ " ('Histoire ancienne', 'Jurisprudence'),\n",
+ " ('Histoire ancienne', 'Morale'),\n",
+ " ('Histoire ancienne', 'Méchanique'),\n",
+ " ('Histoire ancienne', 'Fonderie'),\n",
+ " ('Histoire ancienne', 'Médailles'),\n",
+ " ('Histoire ancienne', 'Médecine'),\n",
+ " ('Histoire ancienne', 'Histoire sacrée'),\n",
+ " ('Histoire ancienne', 'Hydrographie'),\n",
+ " ('Histoire ancienne', 'Ichtiologie'),\n",
+ " ('Histoire ancienne', 'Littérature'),\n",
+ " ('Histoire ancienne', 'Lutherie'),\n",
+ " ('Histoire ancienne', 'Musique'),\n",
+ " ('Histoire ancienne', 'Mythologie'),\n",
+ " ('Histoire ancienne', 'Navigation'),\n",
+ " ('Histoire ancienne', 'Pharmacie'),\n",
+ " ('Histoire ancienne', 'Philologie'),\n",
+ " ('Histoire ancienne', 'Politique'),\n",
+ " ('Histoire ancienne', 'Théologie'),\n",
+ " ('Histoire moderne', 'Art militaire'),\n",
+ " ('Histoire moderne', 'Art méchanique'),\n",
+ " ('Histoire moderne', 'Botanique'),\n",
+ " ('Histoire moderne', 'Chronologie'),\n",
+ " ('Histoire moderne', 'Commerce'),\n",
+ " ('Histoire moderne', 'Cultes'),\n",
+ " ('Histoire moderne', 'Diète'),\n",
+ " ('Histoire moderne', 'Droit canonique'),\n",
+ " ('Histoire moderne', 'Droit politique'),\n",
+ " ('Histoire moderne', 'Droit public'),\n",
+ " ('Histoire moderne', 'Economie'),\n",
+ " ('Histoire moderne', 'Economie politique'),\n",
+ " ('Histoire moderne', 'Géographie'),\n",
+ " ('Histoire moderne', 'Histoire ancienne'),\n",
+ " ('Histoire moderne', 'Belles-Lettres'),\n",
+ " ('Histoire moderne', 'Histoire sacrée'),\n",
+ " ('Histoire moderne', 'Histoire profane'),\n",
+ " ('Histoire moderne', 'Jurisprudence'),\n",
+ " ('Histoire moderne', 'Théologie'),\n",
+ " ('Histoire moderne', 'Histoire ecclésiastique'),\n",
+ " ('Histoire moderne', 'Jeux'),\n",
+ " ('Histoire moderne', 'Marine'),\n",
+ " ('Histoire moderne', 'Moeurs'),\n",
+ " ('Histoire moderne', 'Monnoyage'),\n",
+ " ('Histoire moderne', 'Musique'),\n",
+ " ('Histoire moderne', 'Mythologie'),\n",
+ " ('Histoire moderne', 'Peinture'),\n",
+ " ('Histoire moderne', 'Philosophie'),\n",
+ " ('Histoire moderne', 'Politique'),\n",
+ " ('Histoire moderne', 'Religion'),\n",
+ " ('Histoire moderne', 'Superstition'),\n",
+ " ('Histoire moderne', 'Terme de relation'),\n",
+ " ('Histoire moderne', 'Voyages'),\n",
+ " ('Marine', 'Architecture navale'),\n",
+ " ('Marine', 'Commerce'),\n",
+ " ('Marine', 'Corderie'),\n",
+ " ('Marine', 'Littérature'),\n",
+ " ('Marine', 'Mécanique'),\n",
+ " ('Marine', 'Physique'),\n",
+ " ('Marine', 'Pêche'),\n",
+ " ('Marine', 'Riviere'),\n",
+ " ('Marine', 'Terme de riviere'),\n",
+ " ('Art méchanique', 'Chamoiseur'),\n",
+ " ('Art méchanique', 'Chasse'),\n",
+ " ('Art méchanique', 'Commerce'),\n",
+ " ('Art méchanique', 'Grammaire'),\n",
+ " ('Art méchanique', 'Histoire naturelle'),\n",
+ " ('Art méchanique', 'Hydraulique'),\n",
+ " ('Art méchanique', 'Menuiserie'),\n",
+ " ('Chamoiseur', 'Mégisserie'),\n",
+ " ('Chamoiseur', 'Pelletier'),\n",
+ " ('Chamoiseur', 'pending'),\n",
+ " ('Chasse', 'Chauderonnerie'),\n",
+ " ('Chasse', 'Economie rustique'),\n",
+ " ('Chasse', 'Fauconnerie'),\n",
+ " ('Chasse', 'Pêche'),\n",
+ " ('Histoire naturelle', 'Art'),\n",
+ " ('Histoire naturelle', 'Botanique'),\n",
+ " ('Histoire naturelle', 'Botanique ancienne'),\n",
+ " ('Histoire naturelle', 'Botanique des Arabes'),\n",
+ " ('Histoire naturelle', 'Botanique exotique'),\n",
+ " ('Histoire naturelle', 'Botanique moderne'),\n",
+ " ('Histoire naturelle', 'Chimie'),\n",
+ " ('Histoire naturelle', 'Economie rustique'),\n",
+ " ('Histoire naturelle', 'Jardinage'),\n",
+ " ('Histoire naturelle', 'Matière médicale'),\n",
+ " ('Histoire naturelle', 'Botanique. Terme de relation'),\n",
+ " ('Histoire naturelle', 'Chasse'),\n",
+ " ('Histoire naturelle', 'Médecine'),\n",
+ " ('Histoire naturelle', 'Métallurgie'),\n",
+ " ('Histoire naturelle', 'Minéralogie'),\n",
+ " ('Histoire naturelle', 'Commerce'),\n",
+ " ('Histoire naturelle', 'Conchyliologie'),\n",
+ " ('Histoire naturelle', 'Cuisine'),\n",
+ " ('Histoire naturelle', 'Distillation'),\n",
+ " ('Histoire naturelle', 'Diète'),\n",
+ " ('Histoire naturelle', 'Eaux minérales'),\n",
+ " ('Histoire naturelle', 'Economie'),\n",
+ " ('Histoire naturelle', 'Mythologie'),\n",
+ " ('Histoire naturelle', 'Fossiles'),\n",
+ " ('Histoire naturelle', 'Fossileses'),\n",
+ " ('Histoire naturelle', 'Géographie'),\n",
+ " ('Histoire naturelle', 'Ichthiologie'),\n",
+ " ('Histoire naturelle', 'Ichtiologie'),\n",
+ " ('Histoire naturelle', 'Insectologie'),\n",
+ " ('Histoire naturelle', 'Insectologie aquatique'),\n",
+ " ('Histoire naturelle', 'Insectologie exotique'),\n",
+ " ('Histoire naturelle', 'Lithologie'),\n",
+ " ('Histoire naturelle', 'Littérature'),\n",
+ " ('Histoire naturelle', 'Manège'),\n",
+ " ('Histoire naturelle', 'Maréchallerie'),\n",
+ " ('Histoire naturelle', 'Minéralogie ancienne'),\n",
+ " ('Histoire naturelle', 'Arts'),\n",
+ " ('Histoire naturelle', 'Chimie métallique'),\n",
+ " ('Histoire naturelle', 'Pharmacie'),\n",
+ " ('Histoire naturelle', 'Physique'),\n",
+ " ('Histoire naturelle', 'Minéralogie. Agriculture'),\n",
+ " ('Histoire naturelle', 'Médecine pratique'),\n",
+ " ('Histoire naturelle', 'Chirurgie'),\n",
+ " ('Histoire naturelle', 'Navigation'),\n",
+ " ('Histoire naturelle', 'Ophiologie'),\n",
+ " ('Histoire naturelle', 'Ornithologie'),\n",
+ " ('Histoire naturelle', 'Ornithologie exotique'),\n",
+ " ('Histoire naturelle', 'Peinture'),\n",
+ " ('Histoire naturelle', 'Pêche'),\n",
+ " ('Histoire naturelle', 'Superstition'),\n",
+ " ('Histoire naturelle', 'Vénerie'),\n",
+ " ('Histoire naturelle', 'Zoologie'),\n",
+ " ('Histoire naturelle', 'Zoologie ancienne'),\n",
+ " ('Histoire naturelle', 'Zoologie exotique'),\n",
+ " ('Histoire naturelle', 'Zoologie quadrupede'),\n",
+ " ('Art oratoire', 'Poésie'),\n",
+ " ('Art oratoire', 'Rhétorique'),\n",
+ " ('Poésie', 'Art oratoire'),\n",
+ " ('Poésie', 'Mythologie'),\n",
+ " ('Poésie', 'Littérature'),\n",
+ " ('Poésie', 'Rhétorique'),\n",
+ " ('Rhétorique', 'Eloquence'),\n",
+ " ('Rhétorique', 'Grammaire'),\n",
+ " ('Rhétorique', 'Logique'),\n",
+ " ('Rhétorique', 'Poésie'),\n",
+ " ('Rhétorique', 'Poétique'),\n",
+ " ('Artificier', 'Art militaire'),\n",
+ " ('Artificier', 'Artillerie'),\n",
+ " ('Fonderie', 'Art méchanique'),\n",
+ " ('Fonderie', 'Poterie'),\n",
+ " ('Arts libéraux', 'Architecture'),\n",
+ " ('Arts libéraux', 'Peinture'),\n",
+ " ('Arts libéraux', 'Sculpture'),\n",
+ " ('Manufacture', 'Commerce'),\n",
+ " ('Manufacture', 'Corporation'),\n",
+ " ('Manufacture', 'Ouvrages'),\n",
+ " ('Politique', 'Commerce'),\n",
+ " ('Politique', 'Finances'),\n",
+ " ('Politique', 'Droit naturel'),\n",
+ " ('Politique', 'Grammaire'),\n",
+ " ('Politique', 'Morale'),\n",
+ " ('Métiers', 'Arts'),\n",
+ " ('Philosophie', 'Antiquité'),\n",
+ " ('Philosophie', 'Arts'),\n",
+ " ('Philosophie', 'Beaux-Arts'),\n",
+ " ('Philosophie', 'Belles-Lettres'),\n",
+ " ('Philosophie', 'Géométrie'),\n",
+ " ('Philosophie', 'Algèbre'),\n",
+ " ('Philosophie', 'Histoire moderne'),\n",
+ " ('Philosophie', 'Littérature'),\n",
+ " ('Philosophie', 'Logique'),\n",
+ " ('Philosophie', 'Mathématique'),\n",
+ " ('Philosophie', 'Morale'),\n",
+ " ('Philosophie', 'Métaphysique'),\n",
+ " ('Philosophie', 'Politique'),\n",
+ " ('Philosophie', 'Mythologie'),\n",
+ " ('Philosophie', 'Pythagoriciens'),\n",
+ " ('Philosophie', 'Théologie'),\n",
+ " ('Philosophie', 'Théologie scholastique'),\n",
+ " ('Métaphysique', 'Grammaire'),\n",
+ " ('Métaphysique', 'Histoire naturelle'),\n",
+ " ('Métaphysique', 'Logique'),\n",
+ " ('Métaphysique', 'Morale'),\n",
+ " ('Métaphysique', 'Philosophie'),\n",
+ " ('Métaphysique', 'Physiologie'),\n",
+ " ('Métaphysique', 'Physique'),\n",
+ " ('Métaphysique', 'Théologie'),\n",
+ " ('Science', 'Belles-Lettres'),\n",
+ " ('Science', 'Antiquité'),\n",
+ " ('Astrologie judiciaire', 'Divination'),\n",
+ " ('Divination', 'Histoire ancienne'),\n",
+ " ('Astronomie', 'Astrologie'),\n",
+ " ('Astronomie', 'Astronomie ancienne'),\n",
+ " ('Astronomie', 'Chronologie'),\n",
+ " ('Astronomie', 'Gnomonique'),\n",
+ " ('Astronomie', 'Géographie'),\n",
+ " ('Astronomie', 'Physique'),\n",
+ " ('Astronomie', 'Méchanique'),\n",
+ " ('Astronomie', 'Histoire ancienne'),\n",
+ " ('Astronomie', 'Jurisprudence'),\n",
+ " ('Astronomie', 'Mythologie'),\n",
+ " ('Chronologie', 'Astrologie'),\n",
+ " ('Chronologie', 'Astronomie'),\n",
+ " ('Chronologie', 'Astronomie chaldéenne'),\n",
+ " ('Chronologie', 'Histoire'),\n",
+ " ('Géographie', 'Astronomie'),\n",
+ " ('Géographie', 'Commerce'),\n",
+ " ('Géographie', 'Histoire'),\n",
+ " ('Géographie', 'Histoire ancienne'),\n",
+ " ('Géographie', 'Histoire moderne'),\n",
+ " ('Géographie', 'Mythologie'),\n",
+ " ('Géographie', 'Histoire monastique'),\n",
+ " ('Géographie', 'Histoire naturelle'),\n",
+ " ('Géographie', 'Histoire romaine'),\n",
+ " ('Géographie', 'Histoire sacrée'),\n",
+ " ('Géographie', 'Histoire sainte'),\n",
+ " ('Géographie', 'Navigation'),\n",
+ " ('Géographie', 'Physique'),\n",
+ " ('Géographie', 'Théologie'),\n",
+ " ('Jurisprudence', 'Finances'),\n",
+ " ('Jurisprudence', 'Histoire'),\n",
+ " ('Jurisprudence', 'Grammaire'),\n",
+ " ('Jurisprudence', 'Histoire ancienne'),\n",
+ " ('Jurisprudence', 'Histoire moderne'),\n",
+ " ('Jurisprudence', 'Histoire ecclésiastique'),\n",
+ " ('Jurisprudence', 'Marine'),\n",
+ " ('Jurisprudence', 'Palais'),\n",
+ " ('Jurisprudence', 'Police'),\n",
+ " ('Jurisprudence', 'Pratique'),\n",
+ " ('Jurisprudence', 'Théologie'),\n",
+ " (\"Batteur d'or\", 'Ouvriers'),\n",
+ " (\"Batteur d'or\", \"Tireur d'or\"),\n",
+ " ('Belles-Lettres', 'Jurisprudence'),\n",
+ " ('Belles-Lettres', 'Musique'),\n",
+ " ('Musique', 'Danse'),\n",
+ " ('Musique', 'Imprimerie'),\n",
+ " ('Musique', 'Lutherie'),\n",
+ " ('Musique', 'Optique'),\n",
+ " ('Musique', 'Théatre'),\n",
+ " ('Bijoutier', 'Artiste'),\n",
+ " ('Bijoutier', 'Orfévres'),\n",
+ " ('Bijoutier', 'Metteur en oeuvre'),\n",
+ " ('Bijoutier', 'ouvriers en métaux'),\n",
+ " ('Blanchisserie', 'Ouvriers'),\n",
+ " ('Peausserie', 'Teinture en cuir'),\n",
+ " ('Botanique ancienne', 'Histoire naturelle'),\n",
+ " ('Matière médicale', 'Anatomie'),\n",
+ " ('Matière médicale', 'Botanique'),\n",
+ " ('Matière médicale', 'Histoire naturelle'),\n",
+ " ('Matière médicale', 'Pharmacie'),\n",
+ " ('Matière médicale', 'Chimie'),\n",
+ " ('Matière médicale', 'Chirurgie'),\n",
+ " ('Matière médicale', 'Diète'),\n",
+ " ('Matière médicale', 'Thérapeutique'),\n",
+ " ('Boucherie', 'Cuisine'),\n",
+ " ('Boucherie', 'Rotisseur'),\n",
+ " ('Cuisine', 'Diète'),\n",
+ " ('Cuisine', 'Médecine'),\n",
+ " ('Cuisine', 'Rotisseur'),\n",
+ " ('Cuisine', 'Serrurerie'),\n",
+ " ('Boulangerie', 'Pâtisserie'),\n",
+ " ('Pâtisserie', 'Boulangerie'),\n",
+ " ('Bourrelier', 'Sellier'),\n",
+ " ('Sellier', 'Art méchanique'),\n",
+ " ('Sellier', 'Taillanderie'),\n",
+ " ('Sellier', 'Coutellerie'),\n",
+ " ('Sellier', 'Bourrelier'),\n",
+ " ('Sellier', 'Carrossier'),\n",
+ " ('Boutonnier', 'Frangiers'),\n",
+ " ('Boutonnier', 'Passementier'),\n",
+ " ('Boutonnier', 'Rubanier'),\n",
+ " ('Passementier', 'Boutonnier'),\n",
+ " ('Rubanier', 'Art méchanique'),\n",
+ " ('Rubanier', 'Artisan'),\n",
+ " ('Rubanier', 'Ourdissage'),\n",
+ " ('Rubanier', 'Passementier'),\n",
+ " ('Rubanier', 'Soierie'),\n",
+ " ('Rubanier', 'Tissutier-rubannier'),\n",
+ " ('Bâtiment', 'Architecture'),\n",
+ " ('Catoptrique', 'Dioptrique'),\n",
+ " ('Chainetier', 'Chainetier'),\n",
+ " ('Mégisserie', 'Chamoiseur'),\n",
+ " ('Mégisserie', 'Tannerie'),\n",
+ " ('Mégisserie', 'Maroquinier'),\n",
+ " ('Mégisserie', 'Corroyerie'),\n",
+ " ('Mégisserie', 'Peausserie'),\n",
+ " ('Pelletier', 'Fourreur'),\n",
+ " ('Chandelier', 'Cirerie'),\n",
+ " ('Cirerie', 'Chandelier'),\n",
+ " ('Chant', 'Voix'),\n",
+ " ('Chapelier', 'Bonneterie'),\n",
+ " ('Chapelier', 'Teinture'),\n",
+ " ('Teinture', 'Draperie'),\n",
+ " ('Marbrier', 'Sculpture'),\n",
+ " ('Charronnage', 'Carrossier-Sellier'),\n",
+ " ('Charronnage', 'Couvreur'),\n",
+ " ('Charronnage', 'Charpenterie'),\n",
+ " ('Charronnage', 'Tonnelier'),\n",
+ " ('Charronnage', 'Menuiserie'),\n",
+ " ('Tonnelier', 'Art méchanique'),\n",
+ " ('Tonnelier', 'Economie rustique'),\n",
+ " ('Tonnelier', 'Marchand de vin'),\n",
+ " ('Chauderonnerie', 'Ferblanterie'),\n",
+ " ('Chauderonnerie', 'Ouvriers'),\n",
+ " ('Chauderonnerie', 'Lutherie'),\n",
+ " ('Chauderonnerie', 'Orfévrerie'),\n",
+ " ('Fauconnerie', 'Vénerie'),\n",
+ " ('Pêche', 'Chasse'),\n",
+ " ('Pêche', 'Commerce'),\n",
+ " ('Ferblanterie', 'Poterie'),\n",
+ " ('Lutherie', 'Instrument de musique'),\n",
+ " ('Lutherie', 'Menuiserie'),\n",
+ " ('Lutherie', 'Marquetterie'),\n",
+ " ('Lutherie', 'Musique'),\n",
+ " ('Orfévrerie', ''),\n",
+ " ('Orfévrerie', 'Bijoutier'),\n",
+ " ('Orfévrerie', 'Argenteur'),\n",
+ " ('Orfévrerie', 'Arts'),\n",
+ " ('Orfévrerie', 'Chauderonnerie'),\n",
+ " ('Orfévrerie', 'Emailleur'),\n",
+ " ('Orfévrerie', 'Metteur en oeuvre'),\n",
+ " ('Orfévrerie', 'Faïence'),\n",
+ " ('Orfévrerie', 'Graveur'),\n",
+ " ('Orfévrerie', 'Joaillerie'),\n",
+ " ('Orfévrerie', \"Potier d'étain\"),\n",
+ " ('Orfévrerie', 'Serrurerie'),\n",
+ " ('Orfévrerie', 'Verrerie'),\n",
+ " ('Diète', 'Cuisine'),\n",
+ " ('Diète', 'Histoire naturelle'),\n",
+ " ('Diète', 'Matière médicale'),\n",
+ " ('Diète', 'Pharmacie'),\n",
+ " ('Diète', 'Médecine'),\n",
+ " ('Pharmacie', 'Art culinaire'),\n",
+ " ('Pharmacie', 'Confiturier'),\n",
+ " ('Pharmacie', 'Art méchanique'),\n",
+ " ('Pharmacie', 'Chimie'),\n",
+ " ('Pharmacie', 'Diète'),\n",
+ " ('Pharmacie', 'Matière médicale'),\n",
+ " ('Pharmacie', 'Histoire naturelle'),\n",
+ " ('Pharmacie', 'Médecine'),\n",
+ " ('Pharmacie', 'Matière médicale exotique'),\n",
+ " ('Pharmacie', 'Matière médicale externe'),\n",
+ " ('Pharmacie', 'Botanique'),\n",
+ " ('Pharmacie', 'Thérapeutique'),\n",
+ " ('Docimastique', 'Chimie'),\n",
+ " ('Histoire naturelle des drogues', 'Encens'),\n",
+ " ('Histoire naturelle des drogues', 'Pharmacie'),\n",
+ " ('Histoire naturelle des drogues', 'Matière médicale'),\n",
+ " ('Minéralogie', 'Chimie'),\n",
+ " ('Minéralogie', 'Histoire naturelle'),\n",
+ " ('Minéralogie', 'Métallurgie'),\n",
+ " ('Métallurgie', 'Art méchanique'),\n",
+ " ('Métallurgie', 'Chimie'),\n",
+ " ('Métallurgie', 'Arts'),\n",
+ " ('Métallurgie', 'Docimastique'),\n",
+ " ('Métallurgie', 'Fonderie'),\n",
+ " ('Métallurgie', 'Minéralogie'),\n",
+ " ('Monnoie', 'Commerce'),\n",
+ " ('Monnoie', 'Inscription'),\n",
+ " ('Monnoie', 'Médailles'),\n",
+ " ('Thérapeutique', 'Matière médicale'),\n",
+ " ('Thérapeutique', 'Pathologie'),\n",
+ " ('Thérapeutique', 'Pharmacie'),\n",
+ " ('Thérapeutique', 'Diète'),\n",
+ " ('Verrerie', 'Jardinage'),\n",
+ " ('Verrerie', 'Orfévrerie'),\n",
+ " ('Maréchallerie', 'Manège'),\n",
+ " ('Morale', 'Arts'),\n",
+ " ('Morale', 'Science'),\n",
+ " ('Morale', 'Commerce'),\n",
+ " ('Morale', 'Droit politique'),\n",
+ " ('Morale', 'Galanterie'),\n",
+ " ('Morale', 'Gouvernement'),\n",
+ " ('Morale', 'Politique'),\n",
+ " ('Morale', 'Grammaire'),\n",
+ " ('Morale', 'Histoire'),\n",
+ " ('Morale', 'Logique'),\n",
+ " ('Morale', 'Métaphysique'),\n",
+ " ('Morale', 'Rhétorique'),\n",
+ " ('Morale', 'Théologie'),\n",
+ " ('Ciseleur', 'Graveur'),\n",
+ " ('Graveur', 'Ciseleur'),\n",
+ " ('Graveur', 'Imprimerie'),\n",
+ " ('Graveur', 'Monnoyage'),\n",
+ " ('Graveur', 'Sculpture'),\n",
+ " ('Coffretier', 'Malletier'),\n",
+ " ('Commerce de bois', 'Commerce de triques de fagots'),\n",
+ " ('Commerce de soierie', 'Commerce de toile'),\n",
+ " ('Douane', 'Commerce'),\n",
+ " ('Draperie', 'Chapelier'),\n",
+ " ('Draperie', 'Tannerie'),\n",
+ " ('Draperie', 'Teinture'),\n",
+ " ('Draperie', 'Commerce'),\n",
+ " ('Draperie', \"Marchand d'étoffes\"),\n",
+ " ('Draperie', 'Tondeur'),\n",
+ " ('Droit politique', 'Commerce'),\n",
+ " ('Droit politique', 'Droit naturel'),\n",
+ " ('Droit politique', 'Finances'),\n",
+ " ('Droit politique', 'Histoire littéraire'),\n",
+ " ('Droit politique', 'Histoire moderne'),\n",
+ " ('Droit politique', 'Morale'),\n",
+ " ('Mathématique', 'Physique'),\n",
+ " ('Police', 'Commerce de bois'),\n",
+ " ('Police', 'Histoire moderne'),\n",
+ " ('Terme de riviere', 'Commerce'),\n",
+ " ('Terme de riviere', 'Commerce de bois'),\n",
+ " ('Terme de riviere', 'Marchand de bois'),\n",
+ " ('Terme de riviere', 'Marine'),\n",
+ " ('Terme de riviere', 'Terme de mer'),\n",
+ " ('Terme de riviere', 'Terme de train'),\n",
+ " ('Tisseranderie', 'Draperie'),\n",
+ " ('Confiturier', 'Boisson des Turcs'),\n",
+ " ('Corderie', 'Marine'),\n",
+ " ('Cordonnerie', 'Bottier'),\n",
+ " ('Cordonnerie', 'Bourrelier'),\n",
+ " ('Cordonnerie', 'Sellier'),\n",
+ " ('Cordonnerie', 'Plombier'),\n",
+ " ('Cordonnerie', 'Savetier'),\n",
+ " ('Plombier', 'Charpenterie'),\n",
+ " ('Plombier', 'Couvreur'),\n",
+ " ('Cornetier', 'Tabletterie'),\n",
+ " ('Tabletterie', 'Cornetier'),\n",
+ " ('Corroyerie', 'Hongrieur'),\n",
+ " ('Corroyerie', 'Parcheminerie'),\n",
+ " ('Corroyerie', 'Peausserie'),\n",
+ " ('Taillanderie', 'Agriculture'),\n",
+ " ('Taillanderie', 'Couturiere'),\n",
+ " ('Taillanderie', 'Cuisine'),\n",
+ " ('Taillanderie', 'Economie rustique'),\n",
+ " ('Taillanderie', 'Serrurerie'),\n",
+ " ('Critique sacrée', 'Critique profane'),\n",
+ " ('Critique sacrée', 'Histoire des sectes juives'),\n",
+ " ('Critique sacrée', 'Littérature'),\n",
+ " ('Culture', 'Mythologie'),\n",
+ " ('Dessein', 'Graveur'),\n",
+ " ('Dessein', 'Peinture'),\n",
+ " ('Divination des Grecs', 'Divination des Romains'),\n",
+ " ('Doreur', 'Argenteur'),\n",
+ " ('Tannerie', 'Cordonnerie'),\n",
+ " ('Tannerie', 'Mégisserie'),\n",
+ " ('Tannerie', 'Chamoiseur'),\n",
+ " ('Tannerie', 'Pelletier'),\n",
+ " ('Droit canonique', 'Droit civil'),\n",
+ " ('Droit canonique', 'Théologie'),\n",
+ " ('Droit civil', 'Droit coutumier'),\n",
+ " ('Droit civil', 'Droit naturel'),\n",
+ " ('Droit civil', 'Droit politique'),\n",
+ " ('Théologie', 'Critique'),\n",
+ " ('Théologie', 'Critique sacrée'),\n",
+ " ('Théologie', 'Histoire'),\n",
+ " ('Théologie', 'Histoire ancienne'),\n",
+ " ('Théologie', 'Histoire moderne'),\n",
+ " ('Théologie', 'Histoire ecclésiastique'),\n",
+ " ('Théologie', 'Histoire sacrée'),\n",
+ " ('Théologie', 'Littérature sacrée'),\n",
+ " ('Théologie', 'Liturgie'),\n",
+ " ('Théologie', 'Morale'),\n",
+ " ('Théologie', 'Droit naturel'),\n",
+ " ('Théologie', 'Métaphysique'),\n",
+ " ('Théologie', 'Politique'),\n",
+ " ('Droit civil ancien', 'Droit civil moderne'),\n",
+ " ('Droit naturel', 'Droit civil'),\n",
+ " ('Droit naturel', 'Droit moral'),\n",
+ " ('Droit naturel', 'Droit divin'),\n",
+ " ...]"
+ ]
+ },
+ "execution_count": 157,
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+ }
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