From 6db02a3d32f8f3335862e0eb88902f86362eff39 Mon Sep 17 00:00:00 2001
From: Ludovic Moncla <moncla.ludovic@gmail.com>
Date: Mon, 28 Nov 2022 15:31:09 +0100
Subject: [PATCH] Update Predict_XAI.ipynb
---
notebooks/Predict_XAI.ipynb | 480 ++++++++++++++++++++++++++----------
1 file changed, 355 insertions(+), 125 deletions(-)
diff --git a/notebooks/Predict_XAI.ipynb b/notebooks/Predict_XAI.ipynb
index 1fdf013..517c7a3 100644
--- a/notebooks/Predict_XAI.ipynb
+++ b/notebooks/Predict_XAI.ipynb
@@ -108,8 +108,6 @@
"import numpy as np\n",
"import torch\n",
"from torch.utils.data import TensorDataset, DataLoader, SequentialSampler\n",
- "from tqdm import tqdm\n",
- "import os\n",
"import pandas as pd \n"
]
},
@@ -278,27 +276,7 @@
"\n",
" pred_labels_ += [item for sublist in pred_labels for item in sublist]\n",
" return pred_labels_\n",
- "\n",
- "\n",
- "def text_folder_to_dataframe(path):\n",
- "\n",
- " data = []\n",
- " # id,tome,filename,nb_words,content,domain\n",
- "\n",
- " for tome in sorted(os.listdir(path)):\n",
- " try:\n",
- " for article in tqdm(sorted(os.listdir(path + \"/\" + tome))):\n",
- " filename = article[:-4]\n",
- " id = tome + filename\n",
- "\n",
- " if article[-4:] == \".txt\":\n",
- " with open(path + \"/\" + tome + \"/\" + article) as f:\n",
- " content = f.read()\n",
- "\n",
- " data.append([id, tome, filename, content, len(content.split(' '))])\n",
- " except NotADirectoryError:\n",
- " pass\n",
- " return pd.DataFrame(data, columns=['id', 'tome', 'filename', 'content', 'nb_words'])\n"
+ "\n"
]
},
{
@@ -307,92 +285,172 @@
"id": "c5QKcXulhNJ-"
},
"source": [
- "## 2. Load Data\n",
+ "## 3. Load Data\n",
"\n",
"\n",
"!! A modifier: charger le corpus parallele : EDdA et LGE"
]
},
{
- "cell_type": "code",
- "execution_count": 3,
+ "cell_type": "markdown",
"metadata": {},
- "outputs": [],
"source": [
- "!wget https://api.nakala.fr/data/10.34847/nkl.74eb1xfd/e522413b58b04ab7c283f8fa68642e9cb69ab5c5"
+ "### 3.1 LGE (Nakala)"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
- "!unzip e522413b58b04ab7c283f8fa68642e9cb69ab5c5"
+ "lge_path = \"/Users/lmoncla/Nextcloud-LIRIS/GEODE/GEODE - Partage consortium/Corpus/LGE/LGE_dataset_articles.tsv\"\n",
+ "df_LGE = pd.read_csv(lge_path, sep=\"\\t\")"
]
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 6,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>id</th>\n",
+ " <th>tome</th>\n",
+ " <th>filename</th>\n",
+ " <th>content</th>\n",
+ " <th>nb_words</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>T1article_1</td>\n",
+ " <td>T1</td>\n",
+ " <td>article_1</td>\n",
+ " <td>F.-Camille DREYFUS, député de la Seine.\\n</td>\n",
+ " <td>6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>T1article_10</td>\n",
+ " <td>T1</td>\n",
+ " <td>article_10</td>\n",
+ " <td>quimarque un mouvement en avant de l’esprit hu...</td>\n",
+ " <td>212</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>T1article_100</td>\n",
+ " <td>T1</td>\n",
+ " <td>article_100</td>\n",
+ " <td>ABACUS. L’abacus ou abaque était un instrument...</td>\n",
+ " <td>1345</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>T1article_1000</td>\n",
+ " <td>T1</td>\n",
+ " <td>article_1000</td>\n",
+ " <td>H6SS6)\\n1780-1793 Choiseul-Goufficr\\n1780-1793...</td>\n",
+ " <td>218</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>T1article_1001</td>\n",
+ " <td>T1</td>\n",
+ " <td>article_1001</td>\n",
+ " <td>1803Le Brun.\\n</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " id tome filename \\\n",
+ "0 T1article_1 T1 article_1 \n",
+ "1 T1article_10 T1 article_10 \n",
+ "2 T1article_100 T1 article_100 \n",
+ "3 T1article_1000 T1 article_1000 \n",
+ "4 T1article_1001 T1 article_1001 \n",
+ "\n",
+ " content nb_words \n",
+ "0 F.-Camille DREYFUS, député de la Seine.\\n 6 \n",
+ "1 quimarque un mouvement en avant de l’esprit hu... 212 \n",
+ "2 ABACUS. L’abacus ou abaque était un instrument... 1345 \n",
+ "3 H6SS6)\\n1780-1793 Choiseul-Goufficr\\n1780-1793... 218 \n",
+ "4 1803Le Brun.\\n 2 "
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "input_path = \"/Users/lmoncla/Documents/Data/Corpus/LGE/Text\"\n",
- "#input_path = \"./Text\""
+ "df_LGE.head()"
]
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "100%|██████████| 5201/5201 [00:00<00:00, 6137.32it/s]\n",
- "100%|██████████| 5704/5704 [00:00<00:00, 6325.35it/s]\n",
- "100%|██████████| 5214/5214 [00:00<00:00, 5986.96it/s]\n",
- "100%|██████████| 5528/5528 [00:00<00:00, 6213.04it/s]\n",
- "100%|██████████| 6963/6963 [00:01<00:00, 5686.82it/s]\n",
- "100%|██████████| 5983/5983 [00:00<00:00, 6120.28it/s]\n",
- "100%|██████████| 13713/13713 [00:01<00:00, 7057.45it/s]\n",
- "100%|██████████| 9202/9202 [00:01<00:00, 7161.23it/s]\n",
- "100%|██████████| 10704/10704 [00:01<00:00, 7208.53it/s]\n",
- "100%|██████████| 6378/6378 [00:00<00:00, 6988.23it/s]\n",
- "100%|██████████| 8476/8476 [00:01<00:00, 7098.48it/s]\n",
- "100%|██████████| 6576/6576 [00:00<00:00, 6996.19it/s]\n",
- "100%|██████████| 7797/7797 [00:01<00:00, 6981.47it/s]\n",
- "100%|██████████| 9027/9027 [00:01<00:00, 6563.44it/s]\n",
- "100%|██████████| 8383/8383 [00:01<00:00, 7017.88it/s]\n",
- "100%|██████████| 7319/7319 [00:01<00:00, 7064.77it/s]\n",
- "100%|██████████| 10269/10269 [00:01<00:00, 6864.36it/s]\n",
- "100%|██████████| 7512/7512 [00:01<00:00, 6854.61it/s]\n",
- "100%|██████████| 6701/6701 [00:01<00:00, 6501.17it/s]\n",
- "100%|██████████| 7343/7343 [00:01<00:00, 6933.17it/s]\n",
- "100%|██████████| 7273/7273 [00:01<00:00, 6877.68it/s]\n",
- "100%|██████████| 10877/10877 [00:01<00:00, 6410.62it/s]\n",
- "100%|██████████| 4731/4731 [00:00<00:00, 6429.83it/s]\n",
- "100%|██████████| 8698/8698 [00:01<00:00, 6076.43it/s]\n",
- "100%|██████████| 9675/9675 [00:01<00:00, 6399.53it/s]\n",
- "100%|██████████| 5710/5710 [00:00<00:00, 6343.15it/s]\n",
- "100%|██████████| 5664/5664 [00:00<00:00, 6450.75it/s]\n",
- "100%|██████████| 5828/5828 [00:00<00:00, 6425.49it/s]\n",
- "100%|██████████| 5721/5721 [00:00<00:00, 6536.62it/s]\n",
- "100%|██████████| 6110/6110 [00:00<00:00, 6391.42it/s]\n",
- "100%|██████████| 5195/5195 [00:00<00:00, 6016.13it/s]\n"
- ]
+ "data": {
+ "text/plain": [
+ "(229475, 5)"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
}
],
"source": [
- "df_LGE = text_folder_to_dataframe(input_path)\n",
- "#df_LGE = pd.read_csv(path + \"data/LGE_withContent.tsv\", sep=\"\\t\")\n",
- "data_LGE = df_LGE[\"content\"].values"
+ "df_LGE.shape"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 3.2 LGE Parallel"
]
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "lge_par_path = \"/Users/lmoncla/Nextcloud-LIRIS/GEODE/GEODE - Partage consortium/Corpus/LGE/LGE_parallel_dataset_articles.tsv\"\n",
+ "df_LGE_par = pd.read_csv(lge_par_path, sep=\"\\t\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
@@ -418,107 +476,279 @@
" <th></th>\n",
" <th>id</th>\n",
" <th>tome</th>\n",
- " <th>rank</th>\n",
- " <th>domain</th>\n",
- " <th>remark</th>\n",
+ " <th>filename</th>\n",
" <th>content</th>\n",
+ " <th>nb_words</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
- " <td>abrabeses-0</td>\n",
- " <td>1</td>\n",
- " <td>623</td>\n",
- " <td>geography</td>\n",
- " <td>NaN</td>\n",
- " <td>ABRABESES. Village d’Espagne de la prov. de Za...</td>\n",
+ " <td>T1aam-0</td>\n",
+ " <td>T1</td>\n",
+ " <td>aam-0</td>\n",
+ " <td>AAM. Mesure de capacité pour les liquides en u...</td>\n",
+ " <td>38</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
- " <td>accius-0</td>\n",
- " <td>1</td>\n",
- " <td>1076</td>\n",
- " <td>biography</td>\n",
- " <td>NaN</td>\n",
- " <td>ACCIUS, L. ou L. ATTIUS (170-94 av. J.-C.), po...</td>\n",
+ " <td>T1abaco-0</td>\n",
+ " <td>T1</td>\n",
+ " <td>abaco-0</td>\n",
+ " <td>ABACO, architecte italien du xvi siècle (V. La...</td>\n",
+ " <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
- " <td>achenbach-2</td>\n",
- " <td>1</td>\n",
- " <td>1357</td>\n",
- " <td>biography</td>\n",
- " <td>NaN</td>\n",
- " <td>ACHENBACH(Henri), administrateur prussien, né ...</td>\n",
+ " <td>T1abacot-0</td>\n",
+ " <td>T1</td>\n",
+ " <td>abacot-0</td>\n",
+ " <td>ABACOT. Double couronne que portaient autrefoi...</td>\n",
+ " <td>33</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
- " <td>acireale-0</td>\n",
- " <td>1</td>\n",
- " <td>1513</td>\n",
- " <td>geography</td>\n",
- " <td>NaN</td>\n",
- " <td>ACIREALE. Yille de Sicile, de la province et d...</td>\n",
+ " <td>T1abaddon-0</td>\n",
+ " <td>T1</td>\n",
+ " <td>abaddon-0</td>\n",
+ " <td>ABADDONou APOLYON le Destructeur. « Elles\\nava...</td>\n",
+ " <td>109</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
- " <td>actée-0</td>\n",
- " <td>1</td>\n",
- " <td>1731</td>\n",
- " <td>botany</td>\n",
- " <td>NaN</td>\n",
- " <td>ACTÉE(Actœa L.). Genre de plantes de la famill...</td>\n",
+ " <td>T1abandonnement-0</td>\n",
+ " <td>T1</td>\n",
+ " <td>abandonnement-0</td>\n",
+ " <td>ABANDONNEMENT. I. Droit civil. — Ce mot est un...</td>\n",
+ " <td>76</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " id tome rank domain remark \\\n",
- "0 abrabeses-0 1 623 geography NaN \n",
- "1 accius-0 1 1076 biography NaN \n",
- "2 achenbach-2 1 1357 biography NaN \n",
- "3 acireale-0 1 1513 geography NaN \n",
- "4 actée-0 1 1731 botany NaN \n",
+ " id tome filename \\\n",
+ "0 T1aam-0 T1 aam-0 \n",
+ "1 T1abaco-0 T1 abaco-0 \n",
+ "2 T1abacot-0 T1 abacot-0 \n",
+ "3 T1abaddon-0 T1 abaddon-0 \n",
+ "4 T1abandonnement-0 T1 abandonnement-0 \n",
"\n",
- " content \n",
- "0 ABRABESES. Village d’Espagne de la prov. de Za... \n",
- "1 ACCIUS, L. ou L. ATTIUS (170-94 av. J.-C.), po... \n",
- "2 ACHENBACH(Henri), administrateur prussien, né ... \n",
- "3 ACIREALE. Yille de Sicile, de la province et d... \n",
- "4 ACTÉE(Actœa L.). Genre de plantes de la famill... "
+ " content nb_words \n",
+ "0 AAM. Mesure de capacité pour les liquides en u... 38 \n",
+ "1 ABACO, architecte italien du xvi siècle (V. La... 8 \n",
+ "2 ABACOT. Double couronne que portaient autrefoi... 33 \n",
+ "3 ABADDONou APOLYON le Destructeur. « Elles\\nava... 109 \n",
+ "4 ABANDONNEMENT. I. Droit civil. — Ce mot est un... 76 "
]
},
- "execution_count": 5,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "df_LGE.head()"
+ "df_LGE_par.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 3.3 EDdA (ARTFL)"
]
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "edda_path = \"/Users/lmoncla/Nextcloud-LIRIS/GEODE/GEODE - Partage consortium/Corpus/EDdA/EDdA_dataset_articles.tsv\"\n",
+ "df_EDdA = pd.read_csv(edda_path, sep=\"\\t\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>volume</th>\n",
+ " <th>numero</th>\n",
+ " <th>head</th>\n",
+ " <th>author</th>\n",
+ " <th>edda_class</th>\n",
+ " <th>enccre_id</th>\n",
+ " <th>enccre_class</th>\n",
+ " <th>content</th>\n",
+ " <th>content_without_designant</th>\n",
+ " <th>first_paragraph</th>\n",
+ " <th>nb_words</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
+ " <td>Title Page</td>\n",
+ " <td>unsigned</td>\n",
+ " <td>unclassified</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>\\n\\nENCYCLOPÉDIE,\\nDICTIONNAIRE RAISONNÉ\\nDES ...</td>\n",
+ " <td>\\n\\nENCYCLOPÉDIE,\\nDICTIONNAIRE RAISONNÉ\\nDES ...</td>\n",
+ " <td>\\n\\nENCYCLOPÉDIE,\\nDICTIONNAIRE RAISONNÉ\\nDES ...</td>\n",
+ " <td>151</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>1</td>\n",
+ " <td>2</td>\n",
+ " <td>A MONSEIGNEUR LE COMTE D'ARGENSON</td>\n",
+ " <td>Diderot & d'Alembert</td>\n",
+ " <td>unclassified</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>\\n\\nA MONSEIGNEUR\\nLE COMTE D'ARGENSON,\\nMINIS...</td>\n",
+ " <td>\\n\\nA MONSEIGNEUR\\nLE COMTE D'ARGENSON,\\nMINIS...</td>\n",
+ " <td>\\n\\nA MONSEIGNEUR\\nLE COMTE D'ARGENSON,\\nMINIS...</td>\n",
+ " <td>208</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>1</td>\n",
+ " <td>3</td>\n",
+ " <td>DISCOURS PRÉLIMINAIRE DES EDITEURS</td>\n",
+ " <td>d'Alembert</td>\n",
+ " <td>unclassified</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>\\n\\nDISCOURS PRÉLIMINAIRE\\nDES EDITEURS.\\n\\n\\n...</td>\n",
+ " <td>\\n\\nDISCOURS PRÉLIMINAIRE\\nDES EDITEURS.\\n\\n\\n...</td>\n",
+ " <td>\\n\\nDISCOURS PRÉLIMINAIRE\\nDES EDITEURS.\\n\\n</td>\n",
+ " <td>44669</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>1</td>\n",
+ " <td>5</td>\n",
+ " <td>A, a & a</td>\n",
+ " <td>Dumarsais5</td>\n",
+ " <td>Grammaire</td>\n",
+ " <td>v1-1-0</td>\n",
+ " <td>Grammaire</td>\n",
+ " <td>\\nA, a & a s.m. (ordre Encyclopéd.\\nEntend. Sc...</td>\n",
+ " <td>\\nA, a & a s.m. (ordre Encyclopéd.\\nEntend. Sc...</td>\n",
+ " <td>\\nA, a & a s.m. (ordre Encyclopéd.\\nEntend. Sc...</td>\n",
+ " <td>711</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>1</td>\n",
+ " <td>6</td>\n",
+ " <td>A</td>\n",
+ " <td>Dumarsais5</td>\n",
+ " <td>unclassified</td>\n",
+ " <td>v1-1-1</td>\n",
+ " <td>Grammaire</td>\n",
+ " <td>\\nA, mot, est 1. la troisieme personne du prés...</td>\n",
+ " <td>\\nA, mot, est 1. la troisieme personne du prés...</td>\n",
+ " <td>\\nA, mot, est 1. la troisieme personne du prés...</td>\n",
+ " <td>238</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
"text/plain": [
- "(310, 6)"
+ " volume numero head author \\\n",
+ "0 1 1 Title Page unsigned \n",
+ "1 1 2 A MONSEIGNEUR LE COMTE D'ARGENSON Diderot & d'Alembert \n",
+ "2 1 3 DISCOURS PRÉLIMINAIRE DES EDITEURS d'Alembert \n",
+ "3 1 5 A, a & a Dumarsais5 \n",
+ "4 1 6 A Dumarsais5 \n",
+ "\n",
+ " edda_class enccre_id enccre_class \\\n",
+ "0 unclassified NaN NaN \n",
+ "1 unclassified NaN NaN \n",
+ "2 unclassified NaN NaN \n",
+ "3 Grammaire v1-1-0 Grammaire \n",
+ "4 unclassified v1-1-1 Grammaire \n",
+ "\n",
+ " content \\\n",
+ "0 \\n\\nENCYCLOPÉDIE,\\nDICTIONNAIRE RAISONNÉ\\nDES ... \n",
+ "1 \\n\\nA MONSEIGNEUR\\nLE COMTE D'ARGENSON,\\nMINIS... \n",
+ "2 \\n\\nDISCOURS PRÉLIMINAIRE\\nDES EDITEURS.\\n\\n\\n... \n",
+ "3 \\nA, a & a s.m. (ordre Encyclopéd.\\nEntend. Sc... \n",
+ "4 \\nA, mot, est 1. la troisieme personne du prés... \n",
+ "\n",
+ " content_without_designant \\\n",
+ "0 \\n\\nENCYCLOPÉDIE,\\nDICTIONNAIRE RAISONNÉ\\nDES ... \n",
+ "1 \\n\\nA MONSEIGNEUR\\nLE COMTE D'ARGENSON,\\nMINIS... \n",
+ "2 \\n\\nDISCOURS PRÉLIMINAIRE\\nDES EDITEURS.\\n\\n\\n... \n",
+ "3 \\nA, a & a s.m. (ordre Encyclopéd.\\nEntend. Sc... \n",
+ "4 \\nA, mot, est 1. la troisieme personne du prés... \n",
+ "\n",
+ " first_paragraph nb_words \n",
+ "0 \\n\\nENCYCLOPÉDIE,\\nDICTIONNAIRE RAISONNÉ\\nDES ... 151 \n",
+ "1 \\n\\nA MONSEIGNEUR\\nLE COMTE D'ARGENSON,\\nMINIS... 208 \n",
+ "2 \\n\\nDISCOURS PRÉLIMINAIRE\\nDES EDITEURS.\\n\\n 44669 \n",
+ "3 \\nA, a & a s.m. (ordre Encyclopéd.\\nEntend. Sc... 711 \n",
+ "4 \\nA, mot, est 1. la troisieme personne du prés... 238 "
]
},
- "execution_count": 6,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "df_LGE.shape"
+ "df_EDdA.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 3.4 EDdA Parallel"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
{
"cell_type": "markdown",
"metadata": {},
--
GitLab