diff --git a/notebooks/Classification_Zero-Shot-Learning.ipynb b/notebooks/Classification_Zero-Shot-Learning.ipynb
index 4a7ab888a7f66428cc6e486d2b1668d3636fa511..d3dd9c87c5cdeafed2bc2a4121eb91b1ab4f5f3f 100644
--- a/notebooks/Classification_Zero-Shot-Learning.ipynb
+++ b/notebooks/Classification_Zero-Shot-Learning.ipynb
@@ -95,7 +95,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": null,
"metadata": {
"id": "bcptSr6o3ac7"
},
@@ -143,7 +143,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -158,7 +158,7 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
@@ -166,170 +166,7 @@
"id": "LRKJzWmf3pCg",
"outputId": "686c3ef4-8267-4266-95af-7193725aadca"
},
- "outputs": [
- {
- "data": {
- "text/html": [
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- "<table border=\"1\" class=\"dataframe\">\n",
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- " <td>11</td>\n",
- " <td>2973</td>\n",
- " <td>ORNIS</td>\n",
- " <td>Commerce</td>\n",
- " <td>Comm.</td>\n",
- " <td>unsigned</td>\n",
- " <td>v11-1767-0</td>\n",
- " <td>commerce</td>\n",
- " <td>Commerce</td>\n",
- " <td>ORNIS, s. m. toile des Indes, (Comm.) sortes d...</td>\n",
- " <td>ORNIS, s. m. toile des Indes, () sortes de\\nto...</td>\n",
- " <td>ORNIS, s. m. toile des Indes, () sortes de\\nto...</td>\n",
- " <td>45</td>\n",
- " </tr>\n",
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- " <td>3525</td>\n",
- " <td>COMPRENDRE</td>\n",
- " <td>Philosophie</td>\n",
- " <td>terme de Philosophie,</td>\n",
- " <td>Diderot</td>\n",
- " <td>v3-1722-0</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>* COMPRENDRE, v. act. terme de Philosophie,\\nc...</td>\n",
- " <td>* COMPRENDRE, v. act. \\nc'est appercevoir la l...</td>\n",
- " <td>* COMPRENDRE, v. act. \\nc'est appercevoir la l...</td>\n",
- " <td>92</td>\n",
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- " <td>ANCRE, s. f. (.) est un instrument de fer\\nABC...</td>\n",
- " <td>3327</td>\n",
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- " <th>3</th>\n",
- " <td>16</td>\n",
- " <td>4241</td>\n",
- " <td>VAKEBARO</td>\n",
- " <td>Géographie moderne</td>\n",
- " <td>Géog. mod.</td>\n",
- " <td>unsigned</td>\n",
- " <td>v16-2587-0</td>\n",
- " <td>géographie</td>\n",
- " <td>Géographie</td>\n",
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- " <td>VAKEBARO, () vallée du royaume\\nd'Espagne dans...</td>\n",
- " <td>VAKEBARO, () vallée du royaume\\nd'Espagne dans...</td>\n",
- " <td>34</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4</th>\n",
- " <td>8</td>\n",
- " <td>3281</td>\n",
- " <td>INSPECTEUR</td>\n",
- " <td>Histoire ancienne</td>\n",
- " <td>Hist. anc.</td>\n",
- " <td>unsigned</td>\n",
- " <td>v8-2533-0</td>\n",
- " <td>histoire</td>\n",
- " <td>Histoire</td>\n",
- " <td>INSPECTEUR, s. m. inspector ; (Hist. anc.) cel...</td>\n",
- " <td>INSPECTEUR, s. m. inspector ; () celui \\nà qui...</td>\n",
- " <td>INSPECTEUR, s. m. inspector ; () celui \\nà qui...</td>\n",
- " <td>102</td>\n",
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- " volume numero head normClass classEDdA \\\n",
- "0 11 2973 ORNIS Commerce Comm. \n",
- "1 3 3525 COMPRENDRE Philosophie terme de Philosophie, \n",
- "2 1 2560 ANCRE Marine Marine \n",
- "3 16 4241 VAKEBARO Géographie moderne Géog. mod. \n",
- "4 8 3281 INSPECTEUR Histoire ancienne Hist. anc. \n",
- "\n",
- " author id_enccre domaine_enccre ensemble_domaine_enccre \\\n",
- "0 unsigned v11-1767-0 commerce Commerce \n",
- "1 Diderot v3-1722-0 NaN NaN \n",
- "2 d'Alembert & Diderot v1-1865-0 marine Marine \n",
- "3 unsigned v16-2587-0 géographie Géographie \n",
- "4 unsigned v8-2533-0 histoire Histoire \n",
- "\n",
- " content \\\n",
- "0 ORNIS, s. m. toile des Indes, (Comm.) sortes d... \n",
- "1 * COMPRENDRE, v. act. terme de Philosophie,\\nc... \n",
- "2 ANCRE, s. f. (Marine.) est un instrument de fe... \n",
- "3 VAKEBARO, (Géog. mod.) vallée du royaume\\nd'Es... \n",
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- " contentWithoutClass \\\n",
- "0 ORNIS, s. m. toile des Indes, () sortes de\\nto... \n",
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- "2 ANCRE, s. f. (.) est un instrument de fer\\nABC... \n",
- "3 VAKEBARO, () vallée du royaume\\nd'Espagne dans... \n",
- "4 INSPECTEUR, s. m. inspector ; () celui \\nà qui... \n",
- "\n",
- " firstParagraph nb_word \n",
- "0 ORNIS, s. m. toile des Indes, () sortes de\\nto... 45 \n",
- "1 * COMPRENDRE, v. act. \\nc'est appercevoir la l... 92 \n",
- "2 ANCRE, s. f. (.) est un instrument de fer\\nABC... 3327 \n",
- "3 VAKEBARO, () vallée du royaume\\nd'Espagne dans... 34 \n",
- "4 INSPECTEUR, s. m. inspector ; () celui \\nà qui... 102 "
- ]
- },
- "execution_count": 18,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"df = pd.read_csv(input_path + test_set_path, sep=\"\\t\")\n",
"df.head()"
@@ -337,27 +174,16 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "(15854, 13)"
- ]
- },
- "execution_count": 19,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"df.shape"
]
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -368,7 +194,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -377,77 +203,18 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "(13441, 13)"
- ]
- },
- "execution_count": 23,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"df.shape"
]
},
{
"cell_type": "code",
- "execution_count": 32,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "['Commerce',\n",
- " 'Marine',\n",
- " 'Géographie',\n",
- " 'Histoire',\n",
- " 'Belles-lettres - Poésie',\n",
- " 'Economie domestique',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Médecine - Chirurgie',\n",
- " 'Militaire (Art) - Guerre - Arme',\n",
- " 'Beaux-arts',\n",
- " 'Antiquité',\n",
- " 'Histoire naturelle',\n",
- " 'Grammaire',\n",
- " 'Philosophie',\n",
- " 'Arts et métiers',\n",
- " 'Pharmacie',\n",
- " 'Religion',\n",
- " 'Pêche',\n",
- " 'Anatomie',\n",
- " 'Architecture',\n",
- " 'Musique',\n",
- " 'Jeu',\n",
- " 'Caractères',\n",
- " 'Métiers',\n",
- " 'Physique - [Sciences physico-mathématiques]',\n",
- " 'Maréchage - Manège',\n",
- " 'Chimie',\n",
- " 'Blason',\n",
- " 'Chasse',\n",
- " 'Mathématiques',\n",
- " 'Médailles',\n",
- " 'Superstition',\n",
- " 'Agriculture - Economie rustique',\n",
- " 'Mesure',\n",
- " 'Monnaie',\n",
- " 'Minéralogie',\n",
- " 'Politique',\n",
- " 'Spectacle']"
- ]
- },
- "execution_count": 32,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"classes = df[column_class].unique().tolist()\n",
"classes"
@@ -471,80 +238,9 @@
},
{
"cell_type": "code",
- "execution_count": 30,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
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- "version_minor": 0
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- "Downloading: 0%| | 0.00/899k [00:00<?, ?B/s]"
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- "metadata": {},
- "output_type": "display_data"
- },
- {
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- "Downloading: 0%| | 0.00/26.0 [00:00<?, ?B/s]"
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- {
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- "Downloading: 0%| | 0.00/1.15k [00:00<?, ?B/s]"
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- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"# load model pretrained on MNLI\n",
"tokenizer = BartTokenizer.from_pretrained('facebook/bart-large-mnli')\n",
@@ -583,7 +279,7 @@
},
{
"cell_type": "code",
- "execution_count": 48,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -638,84 +334,18 @@
},
{
"cell_type": "code",
- "execution_count": 49,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "\"ORNIS, s. m. toile des Indes, (Comm.) sortes de\\ntoiles de coton ou de mousseline, qui se font a Brampour ville de l'Indoustan, entre Surate & Agra. Ces\\ntoiles sont par bandes, moitié coton & moitié or &\\nargent. Il y en a depuis quinze jusqu'à vingt aunes.\""
- ]
- },
- "execution_count": 49,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"df[column_text].tolist()[0]"
]
},
{
"cell_type": "code",
- "execution_count": 50,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "The hypothesis with the highest score is: \"Commerce\" with a probability of 70.05%\n"
- ]
- },
- {
- "data": {
- "text/plain": [
- "[('Commerce', 70.05109786987305),\n",
- " ('Anatomie', 68.73835921287537),\n",
- " ('Politique', 60.711854696273804),\n",
- " ('Géographie', 59.15616154670715),\n",
- " ('Architecture', 58.7415874004364),\n",
- " ('Histoire', 57.4596107006073),\n",
- " ('Agriculture - Economie rustique', 53.530728816986084),\n",
- " ('Histoire naturelle', 48.45908284187317),\n",
- " ('Antiquité', 46.68468534946442),\n",
- " ('Beaux-arts', 42.85620450973511),\n",
- " ('Mesure', 41.310253739356995),\n",
- " ('Jeu', 41.221246123313904),\n",
- " ('Droit - Jurisprudence', 41.13341271877289),\n",
- " ('Minéralogie', 38.13730478286743),\n",
- " ('Spectacle', 37.80337870121002),\n",
- " ('Pêche', 37.214699387550354),\n",
- " ('Superstition', 36.72800958156586),\n",
- " ('Arts et métiers', 36.512187123298645),\n",
- " ('Métiers', 36.505624651908875),\n",
- " ('Monnaie', 35.89847385883331),\n",
- " ('Musique', 32.74992108345032),\n",
- " ('Mathématiques', 32.70103633403778),\n",
- " ('Chasse', 29.351988434791565),\n",
- " ('Economie domestique', 28.34642231464386),\n",
- " ('Philosophie', 27.653351426124573),\n",
- " ('Chimie', 25.783848762512207),\n",
- " ('Physique - [Sciences physico-mathématiques]', 25.403589010238647),\n",
- " ('Médailles', 24.586908519268036),\n",
- " ('Grammaire', 22.362521290779114),\n",
- " ('Caractères', 20.14842927455902),\n",
- " ('Pharmacie', 19.72046047449112),\n",
- " ('Militaire (Art) - Guerre - Arme', 19.68255490064621),\n",
- " ('Médecine - Chirurgie', 18.616029620170593),\n",
- " ('Marine', 18.207980692386627),\n",
- " ('Belles-lettres - Poésie', 13.30692172050476),\n",
- " ('Blason', 10.476682335138321),\n",
- " ('Religion', 9.701979160308838),\n",
- " ('Maréchage - Manège', 4.211422428488731)]"
- ]
- },
- "execution_count": 50,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"premise = df[column_text].tolist()[0]\n",
"\n",
@@ -732,27 +362,16 @@
},
{
"cell_type": "code",
- "execution_count": 51,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'Commerce'"
- ]
- },
- "execution_count": 51,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"probs[0][0]"
]
},
{
"cell_type": "code",
- "execution_count": 52,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -771,1018 +390,7 @@
"cell_type": "code",
"execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "['Commerce',\n",
- " 'Marine',\n",
- " 'Géographie',\n",
- " 'Histoire',\n",
- " 'Histoire',\n",
- " 'Marine',\n",
- " 'Belles-lettres - Poésie',\n",
- " 'Economie domestique',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Médecine - Chirurgie',\n",
- " 'Géographie',\n",
- " 'Militaire (Art) - Guerre - Arme',\n",
- " 'Beaux-arts',\n",
- " 'Médecine - Chirurgie',\n",
- " 'Géographie',\n",
- " 'Antiquité',\n",
- " 'Histoire naturelle',\n",
- " 'Grammaire',\n",
- " 'Philosophie',\n",
- " 'Histoire',\n",
- " 'Médecine - Chirurgie',\n",
- " 'Grammaire',\n",
- " 'Géographie',\n",
- " 'Arts et métiers',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Géographie',\n",
- " 'Géographie',\n",
- " 'Militaire (Art) - Guerre - Arme',\n",
- " 'Géographie',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Antiquité',\n",
- " 'Histoire naturelle',\n",
- " 'Histoire naturelle',\n",
- " 'Pharmacie',\n",
- " 'Grammaire',\n",
- " 'Religion',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Histoire',\n",
- " 'Médecine - Chirurgie',\n",
- " 'Pêche',\n",
- " 'Anatomie',\n",
- " 'Architecture',\n",
- " 'Géographie',\n",
- " 'Géographie',\n",
- " 'Militaire (Art) - Guerre - Arme',\n",
- " 'Histoire naturelle',\n",
- " 'Histoire',\n",
- " 'Musique',\n",
- " 'Géographie',\n",
- " 'Géographie',\n",
- " 'Antiquité',\n",
- " 'Belles-lettres - Poésie',\n",
- " 'Commerce',\n",
- " 'Jeu',\n",
- " 'Histoire naturelle',\n",
- " 'Géographie',\n",
- " 'Géographie',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Caractères',\n",
- " 'Métiers',\n",
- " 'Physique - [Sciences physico-mathématiques]',\n",
- " 'Métiers',\n",
- " 'Géographie',\n",
- " 'Géographie',\n",
- " 'Métiers',\n",
- " 'Histoire naturelle',\n",
- " 'Architecture',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Belles-lettres - Poésie',\n",
- " 'Métiers',\n",
- " 'Histoire',\n",
- " 'Grammaire',\n",
- " 'Géographie',\n",
- " 'Métiers',\n",
- " 'Géographie',\n",
- " 'Maréchage - Manège',\n",
- " 'Géographie',\n",
- " 'Géographie',\n",
- " 'Antiquité',\n",
- " 'Grammaire',\n",
- " 'Grammaire',\n",
- " 'Histoire naturelle',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Géographie',\n",
- " 'Médecine - Chirurgie',\n",
- " 'Architecture',\n",
- " 'Grammaire',\n",
- " 'Métiers',\n",
- " 'Géographie',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Physique - [Sciences physico-mathématiques]',\n",
- " 'Grammaire',\n",
- " 'Géographie',\n",
- " 'Chimie',\n",
- " 'Métiers',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Métiers',\n",
- " 'Blason',\n",
- " 'Géographie',\n",
- " 'Blason',\n",
- " 'Religion',\n",
- " 'Géographie',\n",
- " 'Géographie',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Grammaire',\n",
- " 'Métiers',\n",
- " 'Géographie',\n",
- " 'Géographie',\n",
- " 'Physique - [Sciences physico-mathématiques]',\n",
- " 'Métiers',\n",
- " 'Médecine - Chirurgie',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Histoire',\n",
- " 'Géographie',\n",
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- " 'Géographie',\n",
- " 'Grammaire',\n",
- " 'Géographie',\n",
- " 'Antiquité',\n",
- " 'Marine',\n",
- " 'Géographie',\n",
- " 'Métiers',\n",
- " 'Géographie',\n",
- " 'Géographie',\n",
- " 'Marine',\n",
- " 'Géographie',\n",
- " 'Architecture',\n",
- " 'Métiers',\n",
- " 'Physique - [Sciences physico-mathématiques]',\n",
- " 'Histoire naturelle',\n",
- " 'Marine',\n",
- " 'Métiers',\n",
- " 'Pêche',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Marine',\n",
- " 'Histoire naturelle',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Physique - [Sciences physico-mathématiques]',\n",
- " 'Agriculture - Economie rustique',\n",
- " 'Histoire naturelle',\n",
- " 'Grammaire',\n",
- " 'Architecture',\n",
- " 'Anatomie',\n",
- " 'Commerce',\n",
- " 'Commerce',\n",
- " 'Géographie',\n",
- " 'Militaire (Art) - Guerre - Arme',\n",
- " 'Histoire naturelle',\n",
- " 'Antiquité',\n",
- " 'Physique - [Sciences physico-mathématiques]',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Métiers',\n",
- " 'Physique - [Sciences physico-mathématiques]',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Chasse',\n",
- " 'Métiers',\n",
- " 'Médecine - Chirurgie',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Histoire naturelle',\n",
- " 'Métiers',\n",
- " 'Grammaire',\n",
- " 'Architecture',\n",
- " 'Philosophie',\n",
- " 'Géographie',\n",
- " 'Chasse',\n",
- " 'Militaire (Art) - Guerre - Arme',\n",
- " 'Métiers',\n",
- " 'Histoire naturelle',\n",
- " 'Antiquité',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Histoire naturelle',\n",
- " 'Architecture',\n",
- " 'Géographie',\n",
- " 'Géographie',\n",
- " 'Géographie',\n",
- " 'Histoire naturelle',\n",
- " 'Antiquité',\n",
- " 'Grammaire',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Militaire (Art) - Guerre - Arme',\n",
- " 'Chasse',\n",
- " 'Architecture',\n",
- " 'Histoire',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Géographie',\n",
- " 'Histoire',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Marine',\n",
- " 'Agriculture - Economie rustique',\n",
- " 'Architecture',\n",
- " 'Commerce',\n",
- " 'Géographie',\n",
- " 'Physique - [Sciences physico-mathématiques]',\n",
- " 'Anatomie',\n",
- " 'Histoire',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Géographie',\n",
- " 'Géographie',\n",
- " 'Antiquité',\n",
- " 'Médecine - Chirurgie',\n",
- " 'Histoire naturelle',\n",
- " 'Architecture',\n",
- " 'Histoire naturelle',\n",
- " 'Géographie',\n",
- " 'Marine',\n",
- " 'Antiquité',\n",
- " 'Géographie',\n",
- " 'Marine',\n",
- " 'Histoire naturelle',\n",
- " 'Géographie',\n",
- " 'Géographie',\n",
- " 'Physique - [Sciences physico-mathématiques]',\n",
- " 'Géographie',\n",
- " 'Architecture',\n",
- " 'Géographie',\n",
- " 'Chimie',\n",
- " 'Militaire (Art) - Guerre - Arme',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Géographie',\n",
- " 'Géographie',\n",
- " 'Histoire naturelle',\n",
- " 'Géographie',\n",
- " 'Grammaire',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Géographie',\n",
- " 'Mathématiques',\n",
- " 'Géographie',\n",
- " 'Médecine - Chirurgie',\n",
- " 'Médecine - Chirurgie',\n",
- " 'Chasse',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Histoire',\n",
- " 'Histoire naturelle',\n",
- " 'Géographie',\n",
- " 'Commerce',\n",
- " 'Religion',\n",
- " 'Agriculture - Economie rustique',\n",
- " 'Marine',\n",
- " 'Commerce',\n",
- " 'Anatomie',\n",
- " 'Anatomie',\n",
- " 'Agriculture - Economie rustique',\n",
- " 'Géographie',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Musique',\n",
- " 'Architecture',\n",
- " 'Marine',\n",
- " 'Histoire',\n",
- " 'Géographie',\n",
- " 'Grammaire',\n",
- " 'Géographie',\n",
- " 'Histoire naturelle',\n",
- " 'Géographie',\n",
- " 'Géographie',\n",
- " 'Physique - [Sciences physico-mathématiques]',\n",
- " 'Géographie',\n",
- " 'Géographie',\n",
- " 'Militaire (Art) - Guerre - Arme',\n",
- " 'Superstition',\n",
- " 'Médecine - Chirurgie',\n",
- " 'Géographie',\n",
- " 'Médecine - Chirurgie',\n",
- " 'Histoire naturelle',\n",
- " 'Agriculture - Economie rustique',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Histoire naturelle',\n",
- " 'Métiers',\n",
- " 'Pharmacie',\n",
- " 'Géographie',\n",
- " 'Antiquité',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Grammaire',\n",
- " 'Histoire',\n",
- " 'Agriculture - Economie rustique',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Histoire naturelle',\n",
- " 'Histoire',\n",
- " 'Métiers',\n",
- " 'Géographie',\n",
- " 'Métiers',\n",
- " 'Histoire',\n",
- " 'Histoire',\n",
- " 'Belles-lettres - Poésie',\n",
- " 'Histoire',\n",
- " 'Architecture',\n",
- " 'Physique - [Sciences physico-mathématiques]',\n",
- " 'Philosophie',\n",
- " 'Géographie',\n",
- " 'Histoire naturelle',\n",
- " 'Géographie',\n",
- " 'Métiers',\n",
- " 'Géographie',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Religion',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Médecine - Chirurgie',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Antiquité',\n",
- " 'Grammaire',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Géographie',\n",
- " 'Médecine - Chirurgie',\n",
- " 'Géographie',\n",
- " 'Marine',\n",
- " 'Mathématiques',\n",
- " 'Antiquité',\n",
- " 'Caractères',\n",
- " 'Commerce',\n",
- " 'Métiers',\n",
- " 'Géographie',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Géographie',\n",
- " 'Métiers',\n",
- " 'Médecine - Chirurgie',\n",
- " 'Belles-lettres - Poésie',\n",
- " 'Métiers',\n",
- " 'Médecine - Chirurgie',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Antiquité',\n",
- " 'Maréchage - Manège',\n",
- " 'Economie domestique',\n",
- " 'Médecine - Chirurgie',\n",
- " 'Géographie',\n",
- " 'Antiquité',\n",
- " 'Agriculture - Economie rustique',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Métiers',\n",
- " 'Géographie',\n",
- " 'Commerce',\n",
- " 'Beaux-arts',\n",
- " 'Mathématiques',\n",
- " 'Géographie',\n",
- " 'Antiquité',\n",
- " 'Géographie',\n",
- " 'Histoire naturelle',\n",
- " 'Médecine - Chirurgie',\n",
- " 'Géographie',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Droit - Jurisprudence',\n",
- " 'Métiers',\n",
- " 'Militaire (Art) - Guerre - Arme',\n",
- " 'Chasse',\n",
- " 'Marine',\n",
- " 'Géographie',\n",
- " 'Agriculture - Economie rustique',\n",
- " 'Métiers',\n",
- " 'Géographie',\n",
- " 'Géographie',\n",
- " 'Géographie',\n",
- " ...]"
- ]
- },
- "execution_count": 40,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"true_labels = df[column_class].tolist()"
]