adding dataset into repo

.gitignore

@@ -0,0 +1,2 @@
+
+.DS_Store

README.md

@@ -11,3 +11,16 @@ Les principaux pdfs correspondent aux différents code de lois (civil / pénal e
 
 Il s'agit des pdfs preparsés qui peuvent être ensuite utilisé dans des appli autour du NLP / LLMs dans un soucis de collaborations.
 
+Les différents codes ont été extrait en format XML ici : https://codes.droit.org/
+
+
+Les formats XML permet de faire un meilleurs preprocessing des codes de loi.
+
+
+La structure des données :
+
+- dans raw/ on retrouve les différents codes en format xml.
+
+- dans notebooks_preprocess/ on retrouve les différents notebooks qui ont permis de constitué le dataset final.
+
+

articles.parquet

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+size 16684216

notebooks_preprocess/preprocess_xml.ipynb

@@ -0,0 +1,177 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "\n",
+    "# import xml parsing tools\n",
+    "import xml.etree.ElementTree as ET\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Found 9 files\n",
+      "Parsing Code de la consommation.xml\n",
+      "Found 2164 articles\n",
+      "Parsing Code civil.xml\n",
+      "Found 2881 articles\n",
+      "Parsing Code du travail.xml\n",
+      "Found 11258 articles\n",
+      "Parsing Code général des impôts.xml\n",
+      "Found 2315 articles\n",
+      "Parsing Code de la propriété intellectuelle.xml\n",
+      "Found 1896 articles\n",
+      "Parsing Code de la santé publique.xml\n",
+      "Found 13242 articles\n",
+      "Parsing Code de la sécurité sociale.xml\n",
+      "Found 7318 articles\n",
+      "Parsing Code pénal.xml\n",
+      "Found 1303 articles\n",
+      "Parsing Code de la route.xml\n",
+      "Found 1157 articles\n"
+     ]
+    }
+   ],
+   "source": [
+    "def retrieve_every_article_xml(xml_file):\n",
+    "    \"\"\"\n",
+    "    This function retrieves all the articles from a xml file\n",
+    "    \"\"\"\n",
+    "    tree = ET.parse(xml_file)\n",
+    "    root = tree.getroot()\n",
+    "    \n",
+    "    # find all xml tags with the name \"article\"\n",
+    "    articles = root.findall(\".//article\")\n",
+    "    print(\"Found {} articles\".format(len(articles)))\n",
+    "    \n",
+    "    return articles\n",
+    "\n",
+    "def parse_article_xml(article):\n",
+    "    \n",
+    "    # we we check if there is any children\n",
+    "    return \"\".join(article.itertext())\n",
+    "\n",
+    "def main(main_folder=\"/Users/adrienbufort/Documents/workspace/datasets/LoiLibre/raw\"):\n",
+    "    \n",
+    "    # npw we can list all the xml files in the folder\n",
+    "    import os\n",
+    "    files = os.listdir(main_folder)\n",
+    "    files = [f for f in files if f.endswith(\".xml\")]\n",
+    "    print(\"Found {} files\".format(len(files)))\n",
+    "    \n",
+    "    # we can now parse all the files    \n",
+    "    df_articles = []\n",
+    "    \n",
+    "    for f in files:\n",
+    "        print(\"Parsing {}\".format(f))\n",
+    "        articles = retrieve_every_article_xml(os.path.join(main_folder, f))\n",
+    "        articles_text = [parse_article_xml(a) for a in articles]\n",
+    "        articles_metadata = [a.attrib for a in articles]\n",
+    "        \n",
+    "        dataframe_articles = pd.DataFrame({\"text\": articles_text})\n",
+    "        dataframe_metadata = pd.DataFrame(articles_metadata)\n",
+    "        \n",
+    "        # concatenate the columns\n",
+    "        dataframe_tmp = pd.concat([dataframe_articles, dataframe_metadata], axis=1)\n",
+    "        df_articles.append(dataframe_tmp)\n",
+    "    \n",
+    "    # concatenate all the dataframes\n",
+    "    df_articles = pd.concat(df_articles)\n",
+    "    \n",
+    "    return df_articles\n",
+    "\n",
+    "# we can now parse all the files\n",
+    "articles = main()\n",
+    "    \n",
+    "    \n",
+    "    \n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# strip the text\n",
+    "articles[\"text\"] = articles[\"text\"].str.strip()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# save the dataframe\n",
+    "articles.to_parquet(\"../articles.parquet\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Defaulting to user installation because normal site-packages is not writeable\n",
+      "Collecting pyarrow\n",
+      "  Downloading pyarrow-14.0.1-cp39-cp39-macosx_11_0_arm64.whl (24.0 MB)\n",
+      "\u001b[K     |████████████████████████████████| 24.0 MB 14.7 MB/s eta 0:00:01\n",
+      "\u001b[?25hRequirement already satisfied: numpy>=1.16.6 in /Users/adrienbufort/Library/Python/3.9/lib/python/site-packages (from pyarrow) (1.25.1)\n",
+      "Installing collected packages: pyarrow\n",
+      "Successfully installed pyarrow-14.0.1\n",
+      "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 23.3.1 is available.\n",
+      "You should consider upgrading via the '/Library/Developer/CommandLineTools/usr/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\n"
+     ]
+    }
+   ],
+   "source": [
+    "!pip3 install pyarrow"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

raw/.gitattributes

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+.xml filter=lfs diff=lfs merge=lfs -text
+*.xml filter=lfs diff=lfs merge=lfs -text

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