diff --git a/notebooks/Classification_Zero-Shot-Learning.ipynb b/notebooks/Classification_Zero-Shot-Learning.ipynb
index 1ea10781cb40a4ed28467330fbc236a9e630951b..f6050c8796de4ab7eb85f1555878dc783f30c2c4 100644
--- a/notebooks/Classification_Zero-Shot-Learning.ipynb
+++ b/notebooks/Classification_Zero-Shot-Learning.ipynb
@@ -583,7 +583,7 @@
},
{
"cell_type": "code",
- "execution_count": 37,
+ "execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
@@ -611,11 +611,7 @@
"\n",
"\n",
"def get_highest_score(true_probs, hypotheses):\n",
- " # print the true probability for each hypothesis\n",
- " #for i, hypothesis in enumerate(hypotheses):\n",
- " # print(f'Probability that hypothesis \"{hypothesis}\" is true: {true_probs[i]:0.2f}%')\n",
- " # print(f'Probability that the label is true: {true_prob:0.2f}%')\n",
- "\n",
+ " \n",
" # get index of hypothesis with highest score\n",
" highest_index = max(range(len(true_probs)), key=lambda i: true_probs[i])\n",
"\n",
@@ -626,21 +622,43 @@
" highest_prob = true_probs[highest_index]\n",
" \n",
" return (highest_hypothesis, highest_prob)\n",
+ "\n",
+ "\n",
+ "def get_sorted_scores(true_probs, hypotheses):\n",
+ "\n",
+ " # sort hypotheses based on their scores\n",
+ " sorted_hypotheses = [hypothesis for _, hypothesis in sorted(zip(true_probs, hypotheses), reverse=True)]\n",
+ "\n",
+ " # sort scores\n",
+ " sorted_scores = sorted(true_probs, reverse=True)\n",
+ " \n",
+ " return list(zip(sorted_hypotheses, sorted_scores))\n",
" "
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 49,
"metadata": {},
- "outputs": [],
+ "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"
+ }
+ ],
"source": [
"df[column_text].tolist()[0]"
]
},
{
"cell_type": "code",
- "execution_count": 38,
+ "execution_count": 50,
"metadata": {},
"outputs": [
{
@@ -649,6 +667,53 @@
"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"
}
],
"source": [
@@ -658,7 +723,1068 @@
"highest_score = get_highest_score(true_probs, classes)\n",
"\n",
"# print the results\n",
- "print(f'The hypothesis with the highest score is: \"{highest_score[0]}\" with a probability of {highest_score[1]:0.2f}%')"
+ "print(f'The hypothesis with the highest score is: \"{highest_score[0]}\" with a probability of {highest_score[1]:0.2f}%')\n",
+ "\n",
+ "\n",
+ "probs = get_sorted_scores(true_probs, classes)\n",
+ "probs\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'Commerce'"
+ ]
+ },
+ "execution_count": 51,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "probs[0][0]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "pred_labels = []\n",
+ "prob_labels = []\n",
+ "\n",
+ "for content in df[column_text].tolist():\n",
+ "\n",
+ " true_probs = zero_shot_prediction(content[:1024], classes)\n",
+ " \n",
+ " pred_labels.append(get_highest_score(true_probs, classes)[0])\n",
+ " prob_labels.append(get_sorted_scores(true_probs, classes))\n"
+ ]
+ },
+ {
+ "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",
+ " 'Métiers',\n",
+ " 'Antiquité',\n",
+ " 'Philosophie',\n",
+ " 'Grammaire',\n",
+ " 'Commerce',\n",
+ " 'Commerce',\n",
+ " 'Grammaire',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Métiers',\n",
+ " 'Chasse',\n",
+ " 'Histoire naturelle',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Mathématiques',\n",
+ " 'Histoire naturelle',\n",
+ " 'Marine',\n",
+ " 'Architecture',\n",
+ " 'Philosophie',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Commerce',\n",
+ " 'Géographie',\n",
+ " 'Histoire naturelle',\n",
+ " 'Commerce',\n",
+ " 'Géographie',\n",
+ " 'Architecture',\n",
+ " 'Métiers',\n",
+ " 'Histoire',\n",
+ " 'Antiquité',\n",
+ " 'Commerce',\n",
+ " 'Histoire',\n",
+ " 'Métiers',\n",
+ " 'Géographie',\n",
+ " 'Métiers',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Philosophie',\n",
+ " 'Militaire (Art) - Guerre - Arme',\n",
+ " 'Histoire naturelle',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Architecture',\n",
+ " 'Commerce',\n",
+ " 'Architecture',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Commerce',\n",
+ " 'Histoire naturelle',\n",
+ " 'Histoire naturelle',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Histoire naturelle',\n",
+ " 'Médailles',\n",
+ " 'Marine',\n",
+ " 'Superstition',\n",
+ " 'Militaire (Art) - Guerre - Arme',\n",
+ " 'Géographie',\n",
+ " 'Physique - [Sciences physico-mathématiques]',\n",
+ " 'Marine',\n",
+ " 'Antiquité',\n",
+ " 'Histoire naturelle',\n",
+ " 'Religion',\n",
+ " 'Géographie',\n",
+ " 'Militaire (Art) - Guerre - Arme',\n",
+ " 'Histoire naturelle',\n",
+ " 'Histoire naturelle',\n",
+ " 'Histoire',\n",
+ " 'Métiers',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Marine',\n",
+ " 'Grammaire',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Métiers',\n",
+ " 'Géographie',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Métiers',\n",
+ " 'Architecture',\n",
+ " 'Grammaire',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Histoire naturelle',\n",
+ " 'Géographie',\n",
+ " 'Beaux-arts',\n",
+ " 'Histoire naturelle',\n",
+ " 'Chasse',\n",
+ " 'Grammaire',\n",
+ " 'Métiers',\n",
+ " 'Agriculture - Economie rustique',\n",
+ " 'Marine',\n",
+ " 'Géographie',\n",
+ " 'Histoire naturelle',\n",
+ " 'Géographie',\n",
+ " 'Commerce',\n",
+ " 'Grammaire',\n",
+ " 'Architecture',\n",
+ " 'Métiers',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Chasse',\n",
+ " 'Géographie',\n",
+ " 'Religion',\n",
+ " 'Géographie',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Agriculture - Economie rustique',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Métiers',\n",
+ " 'Commerce',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Histoire naturelle',\n",
+ " 'Géographie',\n",
+ " 'Histoire naturelle',\n",
+ " 'Commerce',\n",
+ " 'Belles-lettres - Poésie',\n",
+ " 'Belles-lettres - Poésie',\n",
+ " 'Histoire naturelle',\n",
+ " 'Commerce',\n",
+ " 'Commerce',\n",
+ " 'Métiers',\n",
+ " 'Marine',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Métiers',\n",
+ " 'Grammaire',\n",
+ " 'Militaire (Art) - Guerre - Arme',\n",
+ " 'Histoire naturelle',\n",
+ " 'Histoire',\n",
+ " 'Belles-lettres - Poésie',\n",
+ " 'Métiers',\n",
+ " 'Géographie',\n",
+ " 'Blason',\n",
+ " 'Anatomie',\n",
+ " 'Architecture',\n",
+ " 'Histoire naturelle',\n",
+ " 'Musique',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Commerce',\n",
+ " 'Histoire',\n",
+ " 'Pharmacie',\n",
+ " 'Marine',\n",
+ " 'Commerce',\n",
+ " 'Histoire naturelle',\n",
+ " 'Jeu',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Grammaire',\n",
+ " 'Histoire',\n",
+ " 'Géographie',\n",
+ " 'Architecture',\n",
+ " 'Physique - [Sciences physico-mathématiques]',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Géographie',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Géographie',\n",
+ " 'Histoire naturelle',\n",
+ " 'Histoire',\n",
+ " 'Mathématiques',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Religion',\n",
+ " 'Chimie',\n",
+ " 'Blason',\n",
+ " 'Antiquité',\n",
+ " 'Métiers',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Histoire naturelle',\n",
+ " 'Belles-lettres - Poésie',\n",
+ " 'Métiers',\n",
+ " 'Religion',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Arts et métiers',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Géographie',\n",
+ " 'Histoire naturelle',\n",
+ " 'Histoire naturelle',\n",
+ " 'Beaux-arts',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Géographie',\n",
+ " 'Grammaire',\n",
+ " 'Economie domestique',\n",
+ " 'Blason',\n",
+ " 'Architecture',\n",
+ " 'Maréchage - Manège',\n",
+ " 'Pharmacie',\n",
+ " 'Métiers',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Histoire',\n",
+ " 'Marine',\n",
+ " 'Histoire naturelle',\n",
+ " 'Commerce',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Géographie',\n",
+ " 'Religion',\n",
+ " 'Belles-lettres - Poésie',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Histoire',\n",
+ " 'Histoire',\n",
+ " 'Chimie',\n",
+ " 'Antiquité',\n",
+ " 'Religion',\n",
+ " 'Histoire naturelle',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Commerce',\n",
+ " 'Commerce',\n",
+ " 'Architecture',\n",
+ " 'Histoire naturelle',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Histoire naturelle',\n",
+ " 'Mesure',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Grammaire',\n",
+ " 'Géographie',\n",
+ " 'Histoire naturelle',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Géographie',\n",
+ " 'Physique - [Sciences physico-mathématiques]',\n",
+ " 'Marine',\n",
+ " 'Arts et métiers',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Religion',\n",
+ " 'Architecture',\n",
+ " 'Histoire naturelle',\n",
+ " 'Physique - [Sciences physico-mathématiques]',\n",
+ " 'Belles-lettres - Poésie',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Marine',\n",
+ " 'Architecture',\n",
+ " 'Agriculture - Economie rustique',\n",
+ " 'Histoire naturelle',\n",
+ " 'Métiers',\n",
+ " 'Mathématiques',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Histoire',\n",
+ " 'Musique',\n",
+ " 'Chasse',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Antiquité',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Histoire',\n",
+ " 'Militaire (Art) - Guerre - Arme',\n",
+ " 'Géographie',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Métiers',\n",
+ " 'Militaire (Art) - Guerre - Arme',\n",
+ " 'Chasse',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Géographie',\n",
+ " 'Métiers',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Histoire naturelle',\n",
+ " 'Histoire naturelle',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Militaire (Art) - Guerre - Arme',\n",
+ " 'Géographie',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Histoire',\n",
+ " 'Grammaire',\n",
+ " 'Grammaire',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Mathématiques',\n",
+ " 'Histoire naturelle',\n",
+ " 'Histoire',\n",
+ " 'Agriculture - Economie rustique',\n",
+ " 'Géographie',\n",
+ " 'Mathématiques',\n",
+ " 'Histoire',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Grammaire',\n",
+ " 'Marine',\n",
+ " 'Marine',\n",
+ " 'Blason',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Géographie',\n",
+ " 'Religion',\n",
+ " 'Histoire',\n",
+ " 'Marine',\n",
+ " 'Marine',\n",
+ " 'Métiers',\n",
+ " 'Belles-lettres - Poésie',\n",
+ " 'Religion',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Métiers',\n",
+ " 'Musique',\n",
+ " 'Marine',\n",
+ " 'Marine',\n",
+ " 'Maréchage - Manège',\n",
+ " 'Religion',\n",
+ " 'Géographie',\n",
+ " 'Commerce',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Belles-lettres - Poésie',\n",
+ " 'Grammaire',\n",
+ " 'Histoire',\n",
+ " 'Géographie',\n",
+ " 'Chasse',\n",
+ " 'Métiers',\n",
+ " 'Histoire',\n",
+ " 'Histoire naturelle',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Antiquité',\n",
+ " 'Monnaie',\n",
+ " 'Anatomie',\n",
+ " 'Métiers',\n",
+ " 'Militaire (Art) - Guerre - Arme',\n",
+ " 'Anatomie',\n",
+ " 'Histoire naturelle',\n",
+ " 'Grammaire',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Jeu',\n",
+ " 'Agriculture - Economie rustique',\n",
+ " 'Commerce',\n",
+ " 'Philosophie',\n",
+ " 'Agriculture - Economie rustique',\n",
+ " 'Géographie',\n",
+ " 'Agriculture - Economie rustique',\n",
+ " 'Histoire naturelle',\n",
+ " 'Antiquité',\n",
+ " 'Histoire naturelle',\n",
+ " 'Métiers',\n",
+ " 'Métiers',\n",
+ " 'Arts et métiers',\n",
+ " 'Architecture',\n",
+ " 'Métiers',\n",
+ " 'Religion',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Métiers',\n",
+ " 'Histoire',\n",
+ " 'Mathématiques',\n",
+ " 'Pêche',\n",
+ " 'Religion',\n",
+ " 'Commerce',\n",
+ " 'Histoire',\n",
+ " 'Commerce',\n",
+ " 'Métiers',\n",
+ " 'Religion',\n",
+ " 'Religion',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Métiers',\n",
+ " 'Musique',\n",
+ " 'Monnaie',\n",
+ " 'Antiquité',\n",
+ " 'Grammaire',\n",
+ " 'Anatomie',\n",
+ " 'Marine',\n",
+ " 'Histoire naturelle',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Histoire',\n",
+ " 'Anatomie',\n",
+ " 'Métiers',\n",
+ " 'Métiers',\n",
+ " 'Métiers',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Architecture',\n",
+ " 'Belles-lettres - Poésie',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Arts et métiers',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Mathématiques',\n",
+ " 'Beaux-arts',\n",
+ " 'Histoire',\n",
+ " 'Grammaire',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Histoire naturelle',\n",
+ " 'Minéralogie',\n",
+ " 'Maréchage - Manège',\n",
+ " 'Métiers',\n",
+ " 'Blason',\n",
+ " 'Marine',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Maréchage - Manège',\n",
+ " 'Caractères',\n",
+ " 'Métiers',\n",
+ " 'Histoire',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Philosophie',\n",
+ " 'Anatomie',\n",
+ " 'Grammaire',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Religion',\n",
+ " 'Arts et métiers',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Géographie',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Agriculture - Economie rustique',\n",
+ " 'Géographie',\n",
+ " 'Religion',\n",
+ " 'Histoire naturelle',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Philosophie',\n",
+ " 'Agriculture - Economie rustique',\n",
+ " 'Commerce',\n",
+ " 'Histoire',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Histoire naturelle',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Physique - [Sciences physico-mathématiques]',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Géographie',\n",
+ " 'Grammaire',\n",
+ " 'Musique',\n",
+ " 'Histoire naturelle',\n",
+ " 'Militaire (Art) - Guerre - Arme',\n",
+ " 'Histoire naturelle',\n",
+ " 'Arts et métiers',\n",
+ " 'Maréchage - Manège',\n",
+ " 'Métiers',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Architecture',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Architecture',\n",
+ " 'Commerce',\n",
+ " 'Musique',\n",
+ " 'Agriculture - Economie rustique',\n",
+ " 'Géographie',\n",
+ " 'Politique',\n",
+ " 'Grammaire',\n",
+ " 'Commerce',\n",
+ " 'Architecture',\n",
+ " 'Géographie',\n",
+ " 'Physique - [Sciences physico-mathématiques]',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Métiers',\n",
+ " 'Marine',\n",
+ " 'Histoire',\n",
+ " 'Histoire',\n",
+ " 'Géographie',\n",
+ " 'Monnaie',\n",
+ " 'Agriculture - Economie rustique',\n",
+ " 'Métiers',\n",
+ " 'Physique - [Sciences physico-mathématiques]',\n",
+ " 'Histoire naturelle',\n",
+ " 'Militaire (Art) - Guerre - Arme',\n",
+ " 'Militaire (Art) - Guerre - Arme',\n",
+ " 'Géographie',\n",
+ " 'Anatomie',\n",
+ " 'Anatomie',\n",
+ " 'Histoire naturelle',\n",
+ " 'Géographie',\n",
+ " 'Métiers',\n",
+ " 'Géographie',\n",
+ " 'Histoire naturelle',\n",
+ " 'Chimie',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Grammaire',\n",
+ " 'Pharmacie',\n",
+ " 'Grammaire',\n",
+ " 'Métiers',\n",
+ " 'Métiers',\n",
+ " 'Histoire naturelle',\n",
+ " 'Arts et métiers',\n",
+ " 'Antiquité',\n",
+ " 'Pharmacie',\n",
+ " 'Histoire naturelle',\n",
+ " 'Marine',\n",
+ " 'Religion',\n",
+ " 'Histoire',\n",
+ " 'Militaire (Art) - Guerre - Arme',\n",
+ " 'Physique - [Sciences physico-mathématiques]',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Maréchage - Manège',\n",
+ " 'Jeu',\n",
+ " 'Géographie',\n",
+ " 'Histoire naturelle',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Agriculture - Economie rustique',\n",
+ " 'Antiquité',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Chimie',\n",
+ " 'Métiers',\n",
+ " 'Militaire (Art) - Guerre - Arme',\n",
+ " 'Géographie',\n",
+ " 'Politique',\n",
+ " 'Histoire',\n",
+ " 'Métiers',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Grammaire',\n",
+ " 'Marine',\n",
+ " 'Métiers',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Physique - [Sciences physico-mathématiques]',\n",
+ " 'Métiers',\n",
+ " 'Géographie',\n",
+ " 'Marine',\n",
+ " 'Commerce',\n",
+ " 'Grammaire',\n",
+ " 'Histoire naturelle',\n",
+ " 'Histoire naturelle',\n",
+ " 'Maréchage - Manège',\n",
+ " 'Métiers',\n",
+ " 'Grammaire',\n",
+ " 'Métiers',\n",
+ " 'Métiers',\n",
+ " 'Histoire naturelle',\n",
+ " 'Métiers',\n",
+ " 'Géographie',\n",
+ " 'Musique',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Militaire (Art) - Guerre - Arme',\n",
+ " 'Géographie',\n",
+ " 'Histoire naturelle',\n",
+ " 'Agriculture - Economie rustique',\n",
+ " 'Géographie',\n",
+ " 'Métiers',\n",
+ " 'Commerce',\n",
+ " 'Métiers',\n",
+ " 'Marine',\n",
+ " 'Marine',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Métiers',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Histoire',\n",
+ " 'Marine',\n",
+ " 'Religion',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Musique',\n",
+ " 'Histoire naturelle',\n",
+ " 'Architecture',\n",
+ " 'Géographie',\n",
+ " 'Métiers',\n",
+ " 'Géographie',\n",
+ " 'Histoire naturelle',\n",
+ " 'Géographie',\n",
+ " 'Militaire (Art) - Guerre - Arme',\n",
+ " 'Physique - [Sciences physico-mathématiques]',\n",
+ " 'Mesure',\n",
+ " 'Grammaire',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Géographie',\n",
+ " 'Religion',\n",
+ " 'Musique',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Géographie',\n",
+ " 'Histoire',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Blason',\n",
+ " 'Belles-lettres - Poésie',\n",
+ " 'Métiers',\n",
+ " 'Economie domestique',\n",
+ " 'Géographie',\n",
+ " 'Mathématiques',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Géographie',\n",
+ " 'Grammaire',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Chimie',\n",
+ " 'Géographie',\n",
+ " 'Belles-lettres - Poésie',\n",
+ " 'Marine',\n",
+ " 'Anatomie',\n",
+ " 'Commerce',\n",
+ " 'Droit - Jurisprudence',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Géographie',\n",
+ " 'Grammaire',\n",
+ " 'Métiers',\n",
+ " 'Marine',\n",
+ " 'Géographie',\n",
+ " 'Histoire',\n",
+ " 'Métiers',\n",
+ " 'Métiers',\n",
+ " 'Géographie',\n",
+ " 'Géographie',\n",
+ " 'Belles-lettres - Poésie',\n",
+ " 'Physique - [Sciences physico-mathématiques]',\n",
+ " 'Histoire',\n",
+ " 'Physique - [Sciences physico-mathématiques]',\n",
+ " 'Agriculture - Economie rustique',\n",
+ " 'Histoire naturelle',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Architecture',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Géographie',\n",
+ " 'Médecine - Chirurgie',\n",
+ " 'Commerce',\n",
+ " 'Antiquité',\n",
+ " 'Agriculture - Economie rustique',\n",
+ " 'Géographie',\n",
+ " 'Religion',\n",
+ " 'Architecture',\n",
+ " 'Géographie',\n",
+ " 'Architecture',\n",
+ " 'Physique - [Sciences physico-mathématiques]',\n",
+ " 'Histoire',\n",
+ " 'Histoire naturelle',\n",
+ " 'Histoire',\n",
+ " 'Jeu',\n",
+ " 'Marine',\n",
+ " 'Métiers',\n",
+ " 'Marine',\n",
+ " 'Architecture',\n",
+ " 'Architecture',\n",
+ " 'Architecture',\n",
+ " 'Géographie',\n",
+ " 'Métiers',\n",
+ " 'Agriculture - Economie rustique',\n",
+ " 'Géographie',\n",
+ " 'Musique',\n",
+ " 'Métiers',\n",
+ " 'Histoire naturelle',\n",
+ " 'Antiquité',\n",
+ " 'Commerce',\n",
+ " '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"
+ }
+ ],
+ "source": [
+ "true_labels = df[column_class].tolist()"
]
},
{