diff --git a/notebooks/Predict_XAI.ipynb b/notebooks/Predict_XAI.ipynb
index 347b3d0760c5efe64b1fb3c423220a66abf85a9c..cbc49c8e8d105ce4f4ef511c36ea7fef92f9bc23 100644
--- a/notebooks/Predict_XAI.ipynb
+++ b/notebooks/Predict_XAI.ipynb
@@ -93,7 +93,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 102,
"metadata": {
"id": "SkErnwgMMbRj"
},
@@ -105,6 +105,7 @@
"from transformers import BertTokenizer, BertForSequenceClassification\n",
"from transformers_interpret import SequenceClassificationExplainer\n",
"\n",
+ "from tqdm import tqdm\n",
"import numpy as np\n",
"import torch\n",
"from torch.utils.data import TensorDataset, DataLoader, SequentialSampler\n",
@@ -1268,7 +1269,85 @@
},
{
"cell_type": "code",
- "execution_count": 59,
+ "execution_count": 51,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'Géographie'"
+ ]
+ },
+ "execution_count": 51,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cls_explainer.predicted_class_name"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<table width: 100%><div style=\"border-top: 1px solid; margin-top: 5px; padding-top: 5px; display: inline-block\"><b>Legend: </b><span style=\"display: inline-block; width: 10px; height: 10px; border: 1px solid; background-color: hsl(0, 75%, 60%)\"></span> Negative <span style=\"display: inline-block; width: 10px; height: 10px; border: 1px solid; background-color: hsl(0, 75%, 100%)\"></span> Neutral <span style=\"display: inline-block; width: 10px; height: 10px; border: 1px solid; background-color: hsl(120, 75%, 50%)\"></span> Positive </div><tr><th>True Label</th><th>Predicted Label</th><th>Attribution Label</th><th>Attribution Score</th><th>Word Importance</th><tr><td><text style=\"padding-right:2em\"><b>15</b></text></td><td><text style=\"padding-right:2em\"><b>Géographie (1.00)</b></text></td><td><text style=\"padding-right:2em\"><b>Géographie</b></text></td><td><text style=\"padding-right:2em\"><b>6.80</b></text></td><td><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; 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+ "<table width: 100%><div style=\"border-top: 1px solid; margin-top: 5px; padding-top: 5px; display: inline-block\"><b>Legend: </b><span style=\"display: inline-block; width: 10px; height: 10px; border: 1px solid; background-color: hsl(0, 75%, 60%)\"></span> Negative <span style=\"display: inline-block; width: 10px; height: 10px; border: 1px solid; background-color: hsl(0, 75%, 100%)\"></span> Neutral <span style=\"display: inline-block; width: 10px; height: 10px; border: 1px solid; background-color: hsl(120, 75%, 50%)\"></span> Positive </div><tr><th>True Label</th><th>Predicted Label</th><th>Attribution Label</th><th>Attribution Score</th><th>Word Importance</th><tr><td><text style=\"padding-right:2em\"><b>15</b></text></td><td><text style=\"padding-right:2em\"><b>Géographie (1.00)</b></text></td><td><text style=\"padding-right:2em\"><b>Géographie</b></text></td><td><text style=\"padding-right:2em\"><b>6.80</b></text></td><td><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> [CLS] </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> L </font></mark><mark style=\"background-color: hsl(120, 75%, 93%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##Y </font></mark><mark style=\"background-color: hsl(120, 75%, 93%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##ON </font></mark><mark style=\"background-color: hsl(120, 75%, 91%); opacity:1.0; line-height:1.75\"><font color=\"black\"> , </font></mark><mark style=\"background-color: hsl(120, 75%, 96%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ( </font></mark><mark style=\"background-color: hsl(120, 75%, 88%); opacity:1.0; line-height:1.75\"><font color=\"black\"> G </font></mark><mark style=\"background-color: hsl(120, 75%, 89%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##éo </font></mark><mark style=\"background-color: hsl(120, 75%, 92%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##gr </font></mark><mark style=\"background-color: hsl(120, 75%, 93%); opacity:1.0; line-height:1.75\"><font color=\"black\"> . </font></mark><mark style=\"background-color: hsl(0, 75%, 95%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ) </font></mark><mark style=\"background-color: hsl(120, 75%, 90%); opacity:1.0; line-height:1.75\"><font color=\"black\"> grande </font></mark><mark style=\"background-color: hsl(120, 75%, 95%); opacity:1.0; line-height:1.75\"><font color=\"black\"> , </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0; line-height:1.75\"><font color=\"black\"> riche </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> , </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> belle </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0; line-height:1.75\"><font color=\"black\"> , </font></mark><mark style=\"background-color: hsl(120, 75%, 94%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ancienne </font></mark><mark style=\"background-color: hsl(0, 75%, 97%); opacity:1.0; line-height:1.75\"><font color=\"black\"> & </font></mark><mark style=\"background-color: hsl(120, 75%, 94%); opacity:1.0; line-height:1.75\"><font color=\"black\"> celebre </font></mark><mark style=\"background-color: hsl(120, 75%, 77%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ville </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> de </font></mark><mark style=\"background-color: hsl(120, 75%, 94%); opacity:1.0; line-height:1.75\"><font color=\"black\"> France </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> , </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> la </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> plus </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> con </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##sid </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##érable </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> du </font></mark><mark style=\"background-color: hsl(120, 75%, 88%); opacity:1.0; line-height:1.75\"><font color=\"black\"> royaume </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> après </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> Paris </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> , </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> & </font></mark><mark style=\"background-color: hsl(120, 75%, 96%); opacity:1.0; line-height:1.75\"><font color=\"black\"> la </font></mark><mark style=\"background-color: hsl(120, 75%, 86%); opacity:1.0; line-height:1.75\"><font color=\"black\"> capitale </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0; line-height:1.75\"><font color=\"black\"> du </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> Lyon </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##noi </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##s </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0; line-height:1.75\"><font color=\"black\"> . </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0; line-height:1.75\"><font color=\"black\"> Elle </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> se </font></mark><mark style=\"background-color: hsl(120, 75%, 95%); opacity:1.0; line-height:1.75\"><font color=\"black\"> nomme </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> en </font></mark><mark style=\"background-color: hsl(120, 75%, 94%); opacity:1.0; line-height:1.75\"><font color=\"black\"> latin </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> Lu </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##gd </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##unum </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> , </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> Lu </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##gu </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##dun </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##um </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> , </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> Lu </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##gd </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##umu </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##m </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> Se </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##gus </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##iano </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##rum </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> , </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> Lu </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##gd </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##umu </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##m </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> Cel </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##tar </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##um </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> , </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> & </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> c </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> . </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> Vo </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##ye </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##z </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> Lu </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##gd </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##unum </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0; line-height:1.75\"><font color=\"black\"> . </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> Lyon </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> fut </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> fondée </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> l </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ' </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> an </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> de </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> Rome </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> 712 </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> , </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> quarante </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> - </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> un </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ans </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> avant </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> l </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ' </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ere </font></mark><mark style=\"background-color: hsl(120, 75%, 94%); opacity:1.0; line-height:1.75\"><font color=\"black\"> chrétienne </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> , </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> par </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> Lucius </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> Mu </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##nati </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##us </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> Plan </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##cus </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> , </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> qui </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> é </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##toi </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##t </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> consul </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> avec </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> AE </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##mil </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##ius </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> Le </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##pid </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##us </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> . </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> Il </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> la </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> b </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##ât </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##it </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> sur </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> la </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0; line-height:1.75\"><font color=\"black\"> S </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##ôn </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##e </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> , </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> au </font></mark><mark style=\"background-color: hsl(120, 75%, 94%); opacity:1.0; line-height:1.75\"><font color=\"black\"> lieu </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> où </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> cette </font></mark><mark style=\"background-color: hsl(120, 75%, 95%); opacity:1.0; line-height:1.75\"><font color=\"black\"> rivier </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##e </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> se </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> jet </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##te </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> dans </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> le </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0; line-height:1.75\"><font color=\"black\"> Rhône </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> , </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> & </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> il </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> la </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> peu </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##pla </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> des </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> citoyens </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> romain </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##s </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> qui </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> a </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> [SEP] </font></mark></td><tr></table>"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "execution_count": 52,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cls_explainer.visualize()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "* récupérer les mots positifs par domaine (EDdA et LGE)\n",
+ "* faire des nuages de mots et comparer les plus fréquents entre EDdA et LGE (corpus parallèle)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "pour chaque domaine\n",
+ "pour chaque token : moyenne (somme ?) des scores ? ne prendre que les scores au dessus de 0.1 ?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
"metadata": {},
"outputs": [
{
@@ -1436,7 +1515,7 @@
" (')', -0.13544847084394057)]"
]
},
- "execution_count": 59,
+ "execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
@@ -1448,77 +1527,1502 @@
},
{
"cell_type": "code",
- "execution_count": 51,
+ "execution_count": 83,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "d = {}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 84,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "'Géographie'"
+ "{'ville': 0.478071716663547,\n",
+ " 'capitale': 0.2983988672217172,\n",
+ " 'royaume': 0.24665610131446675,\n",
+ " 'G': 0.24402357535335403,\n",
+ " '##éo': 0.23393328870446992,\n",
+ " 'grande': 0.21832893139528123,\n",
+ " ',': -0.011642202072501788,\n",
+ " '##gr': 0.1695800465119405,\n",
+ " '##Y': 0.1456759996705617,\n",
+ " '##ON': 0.14307146561933012,\n",
+ " '.': 0.029180628239546275,\n",
+ " 'France': 0.13688799086603975,\n",
+ " 'latin': 0.13303588704102381,\n",
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+ " 'ancienne': 0.12958979621300132,\n",
+ " 'celebre': 0.12947489123965564,\n",
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+ " '(': 0.09932002907423143,\n",
+ " 'la': -0.006879341345145134,\n",
+ " 'riche': 0.07913704700022943,\n",
+ " 'du': 0.018572791985543135,\n",
+ " 'Rhône': 0.07226400802922804,\n",
+ " 'Elle': 0.0693630173969722,\n",
+ " \"'\": 0.05723696778164145,\n",
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+ " 'plus': 0.05840061099213507,\n",
+ " 'qui': 0.03778469886529954,\n",
+ " '712': 0.054693452829347115,\n",
+ " '##érable': 0.05297839086419718,\n",
+ " 'fondée': 0.04704211890403151,\n",
+ " 'l': 0.0451974674122074,\n",
+ " 'fut': 0.0438798787047486,\n",
+ " '##e': 0.010537012868472688,\n",
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+ " 'Lyon': 0.022692171217471906,\n",
+ " '##um': 0.03484266276127894,\n",
+ " '##ye': 0.03940461731845493,\n",
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+ " 'cette': 0.03737564027887762,\n",
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+ " '##umu': 0.03456580806237662,\n",
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+ " 'en': 0.03010674205624715,\n",
+ " '##z': 0.029871874749211054,\n",
+ " '##mil': 0.02963200210194755,\n",
+ " '##unum': 0.025898349689579492,\n",
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+ " 'des': 0.028996120278423045,\n",
+ " 'quarante': 0.028231791558966633,\n",
+ " '##s': 0.01484737615013025,\n",
+ " 'con': 0.026165582559808873,\n",
+ " '##dun': 0.025699022336446258,\n",
+ " '##tar': 0.025188870477124894,\n",
+ " 'é': 0.024089543382319098,\n",
+ " 'an': 0.023585319400848195,\n",
+ " '##gu': 0.023084632572130535,\n",
+ " 'Il': 0.021736540370470812,\n",
+ " '##us': 0.015200983089939281,\n",
+ " '##te': 0.020236291895152022,\n",
+ " 'avec': 0.019039309232488966,\n",
+ " 'dans': 0.01852231748257226,\n",
+ " '##cus': 0.01828726599412002,\n",
+ " '##pid': 0.01787476167297771,\n",
+ " 'après': 0.01785470962170739,\n",
+ " 'avant': 0.017626577836139475,\n",
+ " '##nati': 0.01752347206998558,\n",
+ " '##iano': 0.017089445343453365,\n",
+ " 'Le': 0.016166723086828174,\n",
+ " '##toi': 0.01483008688193065,\n",
+ " 'ans': 0.014472180695321534,\n",
+ " 'Cel': 0.014027086848242715,\n",
+ " 'où': 0.013157964330803138,\n",
+ " '##ât': 0.011332787999157318,\n",
+ " '##ôn': 0.011241165099203603,\n",
+ " '##it': 0.009763016011555254,\n",
+ " 'ere': 0.007590037219544403,\n",
+ " 'L': 0.007399733805079844,\n",
+ " 'par': 0.007011176299182855,\n",
+ " '##gd': -0.00442376201350928,\n",
+ " 'Mu': 0.006340399133187405,\n",
+ " 'consul': 0.006312700914285012,\n",
+ " 'il': 0.00609352197030786,\n",
+ " '##pla': 0.005560350755837545,\n",
+ " 'Lucius': 0.0044462351021057325,\n",
+ " '##t': 0.0036622619849812073,\n",
+ " '[CLS]': 0.0,\n",
+ " '[SEP]': 0.0,\n",
+ " '-': -0.0003846539976056082,\n",
+ " '##ius': -0.00048531039895657175,\n",
+ " 'au': -0.0018304190363696647,\n",
+ " '&': -0.08418116246612357,\n",
+ " 'romain': -0.008083189911088765,\n",
+ " 'AE': -0.010990138859793724,\n",
+ " 'a': -0.022083265525204197,\n",
+ " 'belle': -0.029909244412604778,\n",
+ " 'citoyens': -0.03278504989463669,\n",
+ " ')': -0.13544847084394057}"
]
},
- "execution_count": 51,
+ "execution_count": 84,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "cls_explainer.predicted_class_name"
+ "d_tmp = dict(word_attributions)\n",
+ "d_tmp"
]
},
{
"cell_type": "code",
- "execution_count": 52,
+ "execution_count": 97,
"metadata": {},
"outputs": [
{
"data": {
- "text/html": [
- "<table width: 100%><div style=\"border-top: 1px solid; margin-top: 5px; padding-top: 5px; display: inline-block\"><b>Legend: </b><span style=\"display: inline-block; width: 10px; height: 10px; border: 1px solid; background-color: hsl(0, 75%, 60%)\"></span> Negative <span style=\"display: inline-block; width: 10px; height: 10px; border: 1px solid; background-color: hsl(0, 75%, 100%)\"></span> Neutral <span style=\"display: inline-block; width: 10px; height: 10px; border: 1px solid; background-color: hsl(120, 75%, 50%)\"></span> Positive </div><tr><th>True Label</th><th>Predicted Label</th><th>Attribution Label</th><th>Attribution Score</th><th>Word Importance</th><tr><td><text style=\"padding-right:2em\"><b>15</b></text></td><td><text style=\"padding-right:2em\"><b>Géographie (1.00)</b></text></td><td><text style=\"padding-right:2em\"><b>Géographie</b></text></td><td><text style=\"padding-right:2em\"><b>6.80</b></text></td><td><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; 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line-height:1.75\"><font color=\"black\"> Mu </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##nati </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##us </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> Plan </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##cus </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> , </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> qui </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> é </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; 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line-height:1.75\"><font color=\"black\"> sur </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> la </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0; line-height:1.75\"><font color=\"black\"> S </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##ôn </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##e </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> , </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> au </font></mark><mark style=\"background-color: hsl(120, 75%, 94%); opacity:1.0; line-height:1.75\"><font color=\"black\"> lieu </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> où </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> cette </font></mark><mark style=\"background-color: hsl(120, 75%, 95%); opacity:1.0; line-height:1.75\"><font color=\"black\"> rivier </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##e </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> se </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> jet </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##te </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> dans </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> le </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0; line-height:1.75\"><font color=\"black\"> Rhône </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> , </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> & </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> il </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> la </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> peu </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##pla </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> des </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0; line-height:1.75\"><font color=\"black\"> citoyens </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> romain </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> ##s </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0; line-height:1.75\"><font color=\"black\"> qui </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> a </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0; line-height:1.75\"><font color=\"black\"> [SEP] </font></mark></td><tr></table>"
- ],
"text/plain": [
- "<IPython.core.display.HTML object>"
+ "array([nan, 'Grammaire', 'Médailles', 'Histoire', 'Caractères',\n",
+ " 'Philosophie', 'Chimie', 'Médecine - Chirurgie', 'Commerce',\n",
+ " 'Géographie', 'Mathématiques', 'Histoire naturelle',\n",
+ " 'Architecture', 'Blason', 'Agriculture - Economie rustique',\n",
+ " 'Chasse', 'Métiers', 'Anatomie', 'Droit - Jurisprudence',\n",
+ " 'Antiquité', 'Marine', 'Militaire (Art) - Guerre - Arme',\n",
+ " 'Economie domestique', 'Maréchage - Manège', 'Jeu', 'Monnaie',\n",
+ " 'Physique - [Sciences physico-mathématiques]', 'Religion', 'Pêche',\n",
+ " 'Pharmacie', 'Musique', 'Beaux-arts', 'Spectacle', 'Politique',\n",
+ " 'Mesure', 'Belles-lettres - Poésie', 'Superstition',\n",
+ " 'Arts et métiers', 'Minéralogie'], dtype=object)"
]
},
+ "execution_count": 97,
"metadata": {},
- "output_type": "display_data"
- },
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_EDdA.enccre_class.unique()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 105,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def get_dict_xai(word_attributions):\n",
+ "\n",
+ " word_attributions.sort(key=lambda a: a[1], reverse = True)\n",
+ " return dict(word_attributions)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 108,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = df_EDdA.copy()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 109,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = df.sample(100)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 111,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "2it [00:05, 2.71s/it]\n",
+ "3it [00:13, 4.63s/it]\n",
+ "3it [00:10, 3.66s/it]\n",
+ "2it [00:05, 2.57s/it]\n",
+ "1it [00:01, 1.19s/it]\n",
+ "1it [00:02, 2.46s/it]\n",
+ "1it [00:01, 1.73s/it]\n",
+ "1it [00:03, 3.13s/it]\n",
+ "2it [00:09, 4.66s/it]\n",
+ "11it [00:21, 1.99s/it]\n",
+ "1it [00:01, 1.41s/it]\n",
+ "16it [00:47, 2.97s/it]\n",
+ "2it [00:06, 3.33s/it]\n",
+ "10it [00:40, 4.09s/it]\n",
+ "3it [00:06, 2.25s/it]\n",
+ "1it [00:01, 1.14s/it]\n",
+ "1it [00:01, 1.60s/it]\n",
+ "2it [00:06, 3.00s/it]\n",
+ "1it [00:01, 1.60s/it]\n",
+ "1it [00:02, 2.46s/it]\n",
+ "1it [00:00, 1.30it/s]\n",
+ "4it [00:15, 3.97s/it]\n",
+ "4it [00:13, 3.41s/it]\n",
+ "2it [00:07, 3.59s/it]\n",
+ "1it [00:04, 4.69s/it]\n",
+ "1it [00:00, 1.24it/s]\n"
+ ]
+ }
+ ],
+ "source": [
+ "d = {}\n",
+ "# boucle sur les domaines\n",
+ "for group_name, df_group in df.groupby('enccre_class'):\n",
+ " d[group_name] = {}\n",
+ " # boucle sur les articles\n",
+ " for index, row in tqdm(df_group.iterrows()):\n",
+ " \n",
+ " word_attributions = cls_explainer(row['content'] if len(row['content']) < 512 else row['content'][:512])\n",
+ "\n",
+ " d_tmp = get_dict_xai(word_attributions)\n",
+ "\n",
+ " for k, v in d_tmp.items():\n",
+ " if k in d[group_name]:\n",
+ " d[group_name][k] = (d[group_name][k] + v) / 2\n",
+ " else:\n",
+ " d[group_name][k] = v\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 112,
+ "metadata": {},
+ "outputs": [
{
"data": {
- "text/html": [
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]
},
- "execution_count": 52,
+ "execution_count": 112,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "cls_explainer.visualize()"
+ "d['Géographie']"
]
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "markdown",
+ "execution_count": 117,
"metadata": {},
+ "outputs": [
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+ " ('##d', -0.007455893077793125),\n",
+ " ('creu', -0.007475521658293897),\n",
+ " ('h', -0.007529062495164878),\n",
+ " ('##vo', -0.007773218105616921),\n",
+ " ('##illes', -0.007961146859700573),\n",
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+ " ('portent', -0.010660914154466471),\n",
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+ " ('##ique', -0.014304967428463296),\n",
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+ " ('selon', -0.020082683114963043),\n",
+ " ('##ifier', -0.024313910709926605),\n",
+ " ('1°', -0.026381150057445416),\n",
+ " ('##ure', -0.029633249072781927),\n",
+ " ('seul', -0.0305767799476541),\n",
+ " ('tem', -0.03507853370176394),\n",
+ " ('accord', -0.0385442098622452),\n",
+ " (':', -0.04107125437938059),\n",
+ " ('born', -0.041898895862637786),\n",
+ " ('to', -0.043587086241707595),\n",
+ " ('y', -0.044396462419225395),\n",
+ " ('audience', -0.045768989771362824),\n",
+ " ('S', -0.04602159510840381),\n",
+ " ('let', -0.0461111572568852),\n",
+ " ('sentiment', -0.048171146031505886),\n",
+ " ('nach', -0.059647272844616725),\n",
+ " (')', -0.06872271549404119),\n",
+ " ('SAR', -0.07143494474675065),\n",
+ " ('Torre', -0.07370789174796667),\n",
+ " ('&', -0.08000801041182604),\n",
+ " ('Comme', -0.08102775997694327),\n",
+ " ('Port', -0.1040613277987558)]"
+ ]
+ },
+ "execution_count": 117,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "* récupérer les mots positifs par domaine (EDdA et LGE)\n",
- "* faire des nuages de mots et comparer les plus fréquents entre EDdA et LGE (corpus parallèle)"
+ "\n",
+ "l = [(k, v) for k, v in d['Géographie'].items()]\n",
+ "l.sort(key=lambda a: a[1], reverse = True)\n",
+ "l\n"
]
},
{
- "cell_type": "markdown",
+ "cell_type": "code",
+ "execution_count": null,
"metadata": {},
+ "outputs": [],
"source": []
}
],