diff --git a/notebook/data_exploration.ipynb b/notebook/data_exploration.ipynb
index 7e71ac3..a33f58c 100644
--- a/notebook/data_exploration.ipynb
+++ b/notebook/data_exploration.ipynb
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"WARNING: Ignoring invalid distribution ~cikit-learn (C:\\Users\\antoi\\AppData\\Roaming\\Python\\Python312\\site-packages)\n",
+ "WARNING: Ignoring invalid distribution ~rpcio (C:\\Users\\antoi\\AppData\\Roaming\\Python\\Python312\\site-packages)\n",
"\n",
"[notice] A new release of pip is available: 24.2 -> 24.3.1\n",
"[notice] To update, run: python.exe -m pip install --upgrade pip\n",
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+ "WARNING: Ignoring invalid distribution ~rpcio (C:\\Users\\antoi\\AppData\\Roaming\\Python\\Python312\\site-packages)\n",
"ERROR: Cannot install tokenizers==0.19 and transformers==4.46.3 because these package versions have conflicting dependencies.\n",
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"[notice] A new release of pip is available: 24.2 -> 24.3.1\n",
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diff --git a/notebook/data_science.ipynb b/notebook/data_science.ipynb
index 68d87cf..30ee4c2 100644
--- a/notebook/data_science.ipynb
+++ b/notebook/data_science.ipynb
@@ -9,7 +9,7 @@
},
{
"cell_type": "code",
- "execution_count": 208,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
@@ -28,6 +28,7 @@
"output_type": "stream",
"text": [
"WARNING: Ignoring invalid distribution ~cikit-learn (C:\\Users\\antoi\\AppData\\Roaming\\Python\\Python312\\site-packages)\n",
+ "WARNING: Ignoring invalid distribution ~rpcio (C:\\Users\\antoi\\AppData\\Roaming\\Python\\Python312\\site-packages)\n",
"\n",
"[notice] A new release of pip is available: 24.2 -> 24.3.1\n",
"[notice] To update, run: python.exe -m pip install --upgrade pip\n",
@@ -42,7 +43,7 @@
},
{
"cell_type": "code",
- "execution_count": 242,
+ "execution_count": 8,
"metadata": {},
"outputs": [
{
@@ -56,22 +57,23 @@
"Requirement already satisfied: scikit-learn in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (1.5.2)\n",
"Requirement already satisfied: plotly in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (5.24.1)\n",
"Requirement already satisfied: nltk in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (3.9.1)\n",
- "Requirement already satisfied: transformers in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (4.17.0)\n",
- "Collecting transformers\n",
- " Using cached transformers-4.46.3-py3-none-any.whl.metadata (44 kB)\n",
- "Collecting tokenizers==0.19\n",
- " Downloading tokenizers-0.19.0-cp312-none-win_amd64.whl.metadata (6.9 kB)\n",
- "Requirement already satisfied: sentence-transformers in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (2.2.2)\n",
- "Collecting sentence-transformers\n",
- " Using cached sentence_transformers-3.3.1-py3-none-any.whl.metadata (10 kB)\n",
+ "Requirement already satisfied: transformers==4.46.3 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (4.46.3)\n",
+ "Requirement already satisfied: sentence-transformers in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (3.3.1)\n",
"Requirement already satisfied: einops in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (0.8.0)\n",
"Requirement already satisfied: datasets in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (3.1.0)\n",
"Requirement already satisfied: gradio in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (5.7.1)\n",
"Requirement already satisfied: networkx in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (3.4.2)\n",
"Requirement already satisfied: umap-learn in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (0.5.7)\n",
"Requirement already satisfied: ipywidgets in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (8.1.5)\n",
- "Requirement already satisfied: huggingface-hub<1.0,>=0.16.4 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from tokenizers==0.19) (0.26.3)\n",
- "Requirement already satisfied: filelock in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from torch) (3.15.4)\n",
+ "Requirement already satisfied: filelock in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from transformers==4.46.3) (3.15.4)\n",
+ "Requirement already satisfied: huggingface-hub<1.0,>=0.23.2 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from transformers==4.46.3) (0.26.3)\n",
+ "Requirement already satisfied: packaging>=20.0 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from transformers==4.46.3) (24.1)\n",
+ "Requirement already satisfied: pyyaml>=5.1 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from transformers==4.46.3) (6.0.1)\n",
+ "Requirement already satisfied: regex!=2019.12.17 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from transformers==4.46.3) (2024.5.15)\n",
+ "Requirement already satisfied: requests in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from transformers==4.46.3) (2.32.3)\n",
+ "Requirement already satisfied: tokenizers<0.21,>=0.20 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from transformers==4.46.3) (0.20.3)\n",
+ "Requirement already satisfied: safetensors>=0.4.1 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from transformers==4.46.3) (0.4.3)\n",
+ "Requirement already satisfied: tqdm>=4.27 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from transformers==4.46.3) (4.66.4)\n",
"Requirement already satisfied: typing-extensions>=4.8.0 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from torch) (4.12.2)\n",
"Requirement already satisfied: jinja2 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from torch) (3.1.4)\n",
"Requirement already satisfied: fsspec in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from torch) (2024.6.1)\n",
@@ -85,21 +87,7 @@
"Requirement already satisfied: joblib>=1.2.0 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from scikit-learn) (1.4.2)\n",
"Requirement already satisfied: threadpoolctl>=3.1.0 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from scikit-learn) (3.5.0)\n",
"Requirement already satisfied: tenacity>=6.2.0 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from plotly) (8.5.0)\n",
- "Requirement already satisfied: packaging in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from plotly) (24.1)\n",
"Requirement already satisfied: click in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from nltk) (8.1.7)\n",
- "Requirement already satisfied: regex>=2021.8.3 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from nltk) (2024.5.15)\n",
- "Requirement already satisfied: tqdm in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from nltk) (4.66.4)\n",
- "Requirement already satisfied: pyyaml>=5.1 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from transformers) (6.0.1)\n",
- "Requirement already satisfied: requests in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from transformers) (2.32.3)\n",
- "INFO: pip is looking at multiple versions of transformers to determine which version is compatible with other requirements. This could take a while.\n",
- "Collecting transformers\n",
- " Using cached transformers-4.46.2-py3-none-any.whl.metadata (44 kB)\n",
- "Requirement already satisfied: safetensors>=0.4.1 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from transformers) (0.4.3)\n",
- " Using cached transformers-4.46.1-py3-none-any.whl.metadata (44 kB)\n",
- " Using cached transformers-4.45.2-py3-none-any.whl.metadata (44 kB)\n",
- " Using cached transformers-4.45.1-py3-none-any.whl.metadata (44 kB)\n",
- " Using cached transformers-4.45.0-py3-none-any.whl.metadata (44 kB)\n",
- " Using cached transformers-4.44.2-py3-none-any.whl.metadata (43 kB)\n",
"Requirement already satisfied: Pillow in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from sentence-transformers) (10.4.0)\n",
"Requirement already satisfied: pyarrow>=15.0.0 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from datasets) (17.0.0)\n",
"Requirement already satisfied: dill<0.3.9,>=0.3.0 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from datasets) (0.3.8)\n",
@@ -153,8 +141,8 @@
"Requirement already satisfied: annotated-types>=0.4.0 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from pydantic>=2.0->gradio) (0.7.0)\n",
"Requirement already satisfied: pydantic-core==2.18.4 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from pydantic>=2.0->gradio) (2.18.4)\n",
"Requirement already satisfied: six>=1.5 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from python-dateutil>=2.8.2->pandas) (1.16.0)\n",
- "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from requests->transformers) (3.3.2)\n",
- "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from requests->transformers) (2.2.2)\n",
+ "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from requests->transformers==4.46.3) (3.3.2)\n",
+ "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from requests->transformers==4.46.3) (2.2.2)\n",
"Requirement already satisfied: shellingham>=1.3.0 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from typer<1.0,>=0.12->gradio) (1.5.4)\n",
"Requirement already satisfied: rich>=10.11.0 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from typer<1.0,>=0.12->gradio) (13.7.1)\n",
"Requirement already satisfied: parso<0.9.0,>=0.8.3 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from jedi>=0.16->ipython>=6.1.0->ipywidgets) (0.8.4)\n",
@@ -163,40 +151,7 @@
"Requirement already satisfied: executing>=1.2.0 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from stack-data->ipython>=6.1.0->ipywidgets) (2.0.1)\n",
"Requirement already satisfied: asttokens>=2.1.0 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from stack-data->ipython>=6.1.0->ipywidgets) (2.4.1)\n",
"Requirement already satisfied: pure-eval in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from stack-data->ipython>=6.1.0->ipywidgets) (0.2.2)\n",
- "Requirement already satisfied: mdurl~=0.1 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->typer<1.0,>=0.12->gradio) (0.1.2)\n",
- "Downloading tokenizers-0.19.0-cp312-none-win_amd64.whl (2.2 MB)\n",
- " ---------------------------------------- 0.0/2.2 MB ? eta -:--:--\n",
- " ---- ----------------------------------- 0.3/2.2 MB ? eta -:--:--\n",
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- " ---------------------------------------- 2.2/2.2 MB 3.8 MB/s eta 0:00:00\n",
- "Downloading transformers-4.44.2-py3-none-any.whl (9.5 MB)\n",
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- " -- ------------------------------------- 0.5/9.5 MB 4.2 MB/s eta 0:00:03\n",
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- "Using cached sentence_transformers-3.3.1-py3-none-any.whl (268 kB)\n",
- "Installing collected packages: tokenizers, transformers, sentence-transformers\n",
- " Attempting uninstall: tokenizers\n",
- " Found existing installation: tokenizers 0.21.0\n",
- " Uninstalling tokenizers-0.21.0:\n",
- " Successfully uninstalled tokenizers-0.21.0\n",
- " Attempting uninstall: transformers\n",
- " Found existing installation: transformers 4.17.0\n",
- " Uninstalling transformers-4.17.0:\n",
- " Successfully uninstalled transformers-4.17.0\n",
- " Attempting uninstall: sentence-transformers\n",
- " Found existing installation: sentence-transformers 2.2.2\n",
- " Uninstalling sentence-transformers-2.2.2:\n",
- " Successfully uninstalled sentence-transformers-2.2.2\n",
- "Successfully installed sentence-transformers-3.3.1 tokenizers-0.19.0 transformers-4.44.2\n"
+ "Requirement already satisfied: mdurl~=0.1 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->typer<1.0,>=0.12->gradio) (0.1.2)\n"
]
},
{
@@ -204,11 +159,11 @@
"output_type": "stream",
"text": [
"WARNING: Ignoring invalid distribution ~cikit-learn (C:\\Users\\antoi\\AppData\\Roaming\\Python\\Python312\\site-packages)\n",
+ "WARNING: Ignoring invalid distribution ~rpcio (C:\\Users\\antoi\\AppData\\Roaming\\Python\\Python312\\site-packages)\n",
"WARNING: Ignoring invalid distribution ~cikit-learn (C:\\Users\\antoi\\AppData\\Roaming\\Python\\Python312\\site-packages)\n",
+ "WARNING: Ignoring invalid distribution ~rpcio (C:\\Users\\antoi\\AppData\\Roaming\\Python\\Python312\\site-packages)\n",
"WARNING: Ignoring invalid distribution ~cikit-learn (C:\\Users\\antoi\\AppData\\Roaming\\Python\\Python312\\site-packages)\n",
- "ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
- "langchain-huggingface 0.0.3 requires langchain-core<0.3,>=0.1.52, but you have langchain-core 0.3.15 which is incompatible.\n",
- "langchain-huggingface 0.0.3 requires tokenizers>=0.19.1, but you have tokenizers 0.19.0 which is incompatible.\n",
+ "WARNING: Ignoring invalid distribution ~rpcio (C:\\Users\\antoi\\AppData\\Roaming\\Python\\Python312\\site-packages)\n",
"\n",
"[notice] A new release of pip is available: 24.2 -> 24.3.1\n",
"[notice] To update, run: python.exe -m pip install --upgrade pip\n"
@@ -228,9 +183,53 @@
},
{
"cell_type": "code",
- "execution_count": 210,
+ "execution_count": 9,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ " \n",
+ " "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ " "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "ename": "NameError",
+ "evalue": "name 'HTML' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[1;32mIn[70], line 40\u001b[0m\n\u001b[0;32m 38\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mplotly\u001b[39;00m\n\u001b[0;32m 39\u001b[0m plotly\u001b[38;5;241m.\u001b[39moffline\u001b[38;5;241m.\u001b[39minit_notebook_mode()\n\u001b[1;32m---> 40\u001b[0m display(\u001b[43mHTML\u001b[49m(\n\u001b[0;32m 41\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 42\u001b[0m \u001b[38;5;124;03m