{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import requests \n",
    "import datetime as dt\n",
    "import re\n",
    "import json\n",
    "from tqdm import tqdm\n",
    "import os\n",
    "\n",
    "from openai import OpenAI"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### SciencesPoC extract"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('extract_sciences_po.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
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       "      <th>Unnamed: 0</th>\n",
       "      <th>item_id</th>\n",
       "      <th>date_published</th>\n",
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       "      <th>titre</th>\n",
       "      <th>description</th>\n",
       "      <th>type</th>\n",
       "      <th>author</th>\n",
       "      <th>section</th>\n",
       "      <th>subhead</th>\n",
       "      <th>premium</th>\n",
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       "      <td>0</td>\n",
       "      <td>I4OEKQ6MHRBP3LQVVYDDXW6T6U</td>\n",
       "      <td>2024-10-07 15:33:34</td>\n",
       "      <td>https://www.liberation.fr/societe/familles/a-m...</td>\n",
       "      <td>Centre de loisirs à Marseille : sept plaintes ...</td>\n",
       "      <td>Une enquête pour violences sur mineurs et diff...</td>\n",
       "      <td>article</td>\n",
       "      <td>Caroline Delabroy</td>\n",
       "      <td>Familles</td>\n",
       "      <td>Justice</td>\n",
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       "      <td>https://www.liberation.fr/resizer/E6tv2-_N7qhg...</td>\n",
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       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>LVA4MZBQOBECNPZD323NV6O7K4</td>\n",
       "      <td>2024-10-09 14:53:55</td>\n",
       "      <td>https://www.liberation.fr/sports/jeux-olympiqu...</td>\n",
       "      <td>JO de Paris 2024 : pour la santé mentale des a...</td>\n",
       "      <td>Avec la libération de la parole sur la santé m...</td>\n",
       "      <td>article</td>\n",
       "      <td>Marie Thimonnier</td>\n",
       "      <td>Jeux olympiques et paralympiques</td>\n",
       "      <td>Ecriture</td>\n",
       "      <td>True</td>\n",
       "      <td>https://www.liberation.fr/resizer/uAqwfrqGpk93...</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>4FAEHUUZ5ZFAJKLFEV2LT5CBAQ</td>\n",
       "      <td>2024-10-10 15:49:02</td>\n",
       "      <td>https://www.liberation.fr/international/afriqu...</td>\n",
       "      <td>Au Burkina Faso, la conscription pour «punir d...</td>\n",
       "      <td>Au moins sept magistrats ont été réquisitionné...</td>\n",
       "      <td>article</td>\n",
       "      <td>Agnès Faivre</td>\n",
       "      <td>Afrique</td>\n",
       "      <td>Répression</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liberation.fr/resizer/_A-QaSGPPcHu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>4S4G6BKFRNER3LB22CLPAEWWKY</td>\n",
       "      <td>2024-10-11 15:28:25</td>\n",
       "      <td>https://www.liberation.fr/economie/social/ferm...</td>\n",
       "      <td>Fermeture de l’usine automobile MA France : «O...</td>\n",
       "      <td>Le 13 mai, l’entreprise sous-traitante de Stel...</td>\n",
       "      <td>article</td>\n",
       "      <td>Eléna Roney</td>\n",
       "      <td>Social</td>\n",
       "      <td>Lutte sociale</td>\n",
       "      <td>True</td>\n",
       "      <td>https://www.liberation.fr/resizer/6hlzuHlwTJFQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>ZAFHRNAHJVC6THXRSBMCB4A24I</td>\n",
       "      <td>2024-10-09 10:55:05</td>\n",
       "      <td>https://www.liberation.fr/lifestyle/design/pre...</td>\n",
       "      <td>Près de Rouen, jardiner dans «un jeu subtil av...</td>\n",
       "      <td>Imaginé par Patrick et Sylvie Quibel il y a tr...</td>\n",
       "      <td>article</td>\n",
       "      <td>['Florian Bardou, envoyé spécial à Rouen', 'ph...</td>\n",
       "      <td>Design</td>\n",
       "      <td>Reportage</td>\n",
       "      <td>True</td>\n",
       "      <td>https://www.liberation.fr/resizer/goppJdUChU09...</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>516</td>\n",
       "      <td>AOT254SA2VDIDNF4YW7XPLWJ5E</td>\n",
       "      <td>2024-10-12 15:46:00</td>\n",
       "      <td>https://www.liberation.fr/culture/musique/char...</td>\n",
       "      <td>Charlie Dalin : «Mon oncle était le chanteur d...</td>\n",
       "      <td>Charlie Dalin, skipper qui s’apprête à embarqu...</td>\n",
       "      <td>article</td>\n",
       "      <td>Alexis Bernier</td>\n",
       "      <td>Musique</td>\n",
       "      <td>Casque t'écoutes?</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liberation.fr/resizer/Oum9ZxntR4pt...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>517</td>\n",
       "      <td>GUOUKHLPFZBK7GVR5XU7MXVD5A</td>\n",
       "      <td>2024-10-12 16:32:37</td>\n",
       "      <td>https://www.liberation.fr/societe/droits-des-f...</td>\n",
       "      <td>Violences sexuelles : à la recherche de «co-vi...</td>\n",
       "      <td>Avec un système de «matchs», le site Coabuse r...</td>\n",
       "      <td>article</td>\n",
       "      <td>Hélène Coutard</td>\n",
       "      <td>Droits des femmes</td>\n",
       "      <td>«Match»</td>\n",
       "      <td>True</td>\n",
       "      <td>https://www.liberation.fr/resizer/F5PeR7sIedRA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>518</td>\n",
       "      <td>5HT6C24ZBVDOBFXPLA4HNVOTT4</td>\n",
       "      <td>2024-10-12 16:33:57</td>\n",
       "      <td>https://www.liberation.fr/environnement/agricu...</td>\n",
       "      <td>«Plus ils habitent près des champs, plus les t...</td>\n",
       "      <td>Des traces de pesticides, dont certains interd...</td>\n",
       "      <td>article</td>\n",
       "      <td>[' LIBERATION', ' AFP']</td>\n",
       "      <td>Agriculture</td>\n",
       "      <td>Contamination</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liberation.fr/resizer/VzMm-X_AuAhQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>519</td>\n",
       "      <td>VLV6RSQ6U5E6XJ6AIRV26AEKO4</td>\n",
       "      <td>2024-10-12 16:43:33</td>\n",
       "      <td>https://www.liberation.fr/economie/annonces-de...</td>\n",
       "      <td>Annonces de la Chine contre la crise économiqu...</td>\n",
       "      <td>Face aux problèmes structurels de l’économie, ...</td>\n",
       "      <td>article</td>\n",
       "      <td>Arnaud Vaulerin</td>\n",
       "      <td>Economie</td>\n",
       "      <td>Analyse</td>\n",
       "      <td>True</td>\n",
       "      <td>https://www.liberation.fr/resizer/ZKreJUwCgQPk...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>520</td>\n",
       "      <td>FVCJ6DQ5HVDNDGC4F6F276NVFM</td>\n",
       "      <td>2024-10-12 16:53:20</td>\n",
       "      <td>https://www.liberation.fr/economie/medias/budg...</td>\n",
       "      <td>Budget 2025 : les radios associatives dénoncen...</td>\n",
       "      <td>Les radios associatives se sont alarmées vendr...</td>\n",
       "      <td>article</td>\n",
       "      <td>[' LIBERATION', ' AFP']</td>\n",
       "      <td>Médias</td>\n",
       "      <td>Mauvaises ondes</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liberation.fr/resizer/KVsBqITY61oN...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>516 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                     item_id       date_published  \\\n",
       "0             0  I4OEKQ6MHRBP3LQVVYDDXW6T6U  2024-10-07 15:33:34   \n",
       "1             1  LVA4MZBQOBECNPZD323NV6O7K4  2024-10-09 14:53:55   \n",
       "2             2  4FAEHUUZ5ZFAJKLFEV2LT5CBAQ  2024-10-10 15:49:02   \n",
       "3             3  4S4G6BKFRNER3LB22CLPAEWWKY  2024-10-11 15:28:25   \n",
       "4             4  ZAFHRNAHJVC6THXRSBMCB4A24I  2024-10-09 10:55:05   \n",
       "..          ...                         ...                  ...   \n",
       "511         516  AOT254SA2VDIDNF4YW7XPLWJ5E  2024-10-12 15:46:00   \n",
       "512         517  GUOUKHLPFZBK7GVR5XU7MXVD5A  2024-10-12 16:32:37   \n",
       "513         518  5HT6C24ZBVDOBFXPLA4HNVOTT4  2024-10-12 16:33:57   \n",
       "514         519  VLV6RSQ6U5E6XJ6AIRV26AEKO4  2024-10-12 16:43:33   \n",
       "515         520  FVCJ6DQ5HVDNDGC4F6F276NVFM  2024-10-12 16:53:20   \n",
       "\n",
       "                                                   url  \\\n",
       "0    https://www.liberation.fr/societe/familles/a-m...   \n",
       "1    https://www.liberation.fr/sports/jeux-olympiqu...   \n",
       "2    https://www.liberation.fr/international/afriqu...   \n",
       "3    https://www.liberation.fr/economie/social/ferm...   \n",
       "4    https://www.liberation.fr/lifestyle/design/pre...   \n",
       "..                                                 ...   \n",
       "511  https://www.liberation.fr/culture/musique/char...   \n",
       "512  https://www.liberation.fr/societe/droits-des-f...   \n",
       "513  https://www.liberation.fr/environnement/agricu...   \n",
       "514  https://www.liberation.fr/economie/annonces-de...   \n",
       "515  https://www.liberation.fr/economie/medias/budg...   \n",
       "\n",
       "                                                 titre  \\\n",
       "0    Centre de loisirs à Marseille : sept plaintes ...   \n",
       "1    JO de Paris 2024 : pour la santé mentale des a...   \n",
       "2    Au Burkina Faso, la conscription pour «punir d...   \n",
       "3    Fermeture de l’usine automobile MA France : «O...   \n",
       "4    Près de Rouen, jardiner dans «un jeu subtil av...   \n",
       "..                                                 ...   \n",
       "511  Charlie Dalin : «Mon oncle était le chanteur d...   \n",
       "512  Violences sexuelles : à la recherche de «co-vi...   \n",
       "513  «Plus ils habitent près des champs, plus les t...   \n",
       "514  Annonces de la Chine contre la crise économiqu...   \n",
       "515  Budget 2025 : les radios associatives dénoncen...   \n",
       "\n",
       "                                           description     type  \\\n",
       "0    Une enquête pour violences sur mineurs et diff...  article   \n",
       "1    Avec la libération de la parole sur la santé m...  article   \n",
       "2    Au moins sept magistrats ont été réquisitionné...  article   \n",
       "3    Le 13 mai, l’entreprise sous-traitante de Stel...  article   \n",
       "4    Imaginé par Patrick et Sylvie Quibel il y a tr...  article   \n",
       "..                                                 ...      ...   \n",
       "511  Charlie Dalin, skipper qui s’apprête à embarqu...  article   \n",
       "512  Avec un système de «matchs», le site Coabuse r...  article   \n",
       "513  Des traces de pesticides, dont certains interd...  article   \n",
       "514  Face aux problèmes structurels de l’économie, ...  article   \n",
       "515  Les radios associatives se sont alarmées vendr...  article   \n",
       "\n",
       "                                                author  \\\n",
       "0                                    Caroline Delabroy   \n",
       "1                                     Marie Thimonnier   \n",
       "2                                         Agnès Faivre   \n",
       "3                                          Eléna Roney   \n",
       "4    ['Florian Bardou, envoyé spécial à Rouen', 'ph...   \n",
       "..                                                 ...   \n",
       "511                                     Alexis Bernier   \n",
       "512                                     Hélène Coutard   \n",
       "513                            [' LIBERATION', ' AFP']   \n",
       "514                                    Arnaud Vaulerin   \n",
       "515                            [' LIBERATION', ' AFP']   \n",
       "\n",
       "                              section            subhead  premium  \\\n",
       "0                            Familles            Justice     True   \n",
       "1    Jeux olympiques et paralympiques           Ecriture     True   \n",
       "2                             Afrique         Répression    False   \n",
       "3                              Social      Lutte sociale     True   \n",
       "4                              Design          Reportage     True   \n",
       "..                                ...                ...      ...   \n",
       "511                           Musique  Casque t'écoutes?    False   \n",
       "512                 Droits des femmes            «Match»     True   \n",
       "513                       Agriculture      Contamination    False   \n",
       "514                          Economie            Analyse     True   \n",
       "515                            Médias    Mauvaises ondes    False   \n",
       "\n",
       "                                             image_url  \n",
       "0    https://www.liberation.fr/resizer/E6tv2-_N7qhg...  \n",
       "1    https://www.liberation.fr/resizer/uAqwfrqGpk93...  \n",
       "2    https://www.liberation.fr/resizer/_A-QaSGPPcHu...  \n",
       "3    https://www.liberation.fr/resizer/6hlzuHlwTJFQ...  \n",
       "4    https://www.liberation.fr/resizer/goppJdUChU09...  \n",
       "..                                                 ...  \n",
       "511  https://www.liberation.fr/resizer/Oum9ZxntR4pt...  \n",
       "512  https://www.liberation.fr/resizer/F5PeR7sIedRA...  \n",
       "513  https://www.liberation.fr/resizer/VzMm-X_AuAhQ...  \n",
       "514  https://www.liberation.fr/resizer/ZKreJUwCgQPk...  \n",
       "515  https://www.liberation.fr/resizer/KVsBqITY61oN...  \n",
       "\n",
       "[516 rows x 12 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Connect to Deepseek endpoint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "save_path = 'save'\n",
    "content_path = 'extract_sciences_po'\n",
    "\n",
    "\n",
    "def retrieve_classifications(name, mapping_prompt):\n",
    "\n",
    "\n",
    "    if os.path.exists(f\"{save_path}/output_{name}.txt\"):\n",
    "        with open(f\"{save_path}/output_{name}.txt\", 'r') as f : \n",
    "            out_dict = json.loads(f.read())\n",
    "        out_df = pd.DataFrame.from_dict(out_dict)\n",
    "        out = out_dict\n",
    "    else : \n",
    "        out_df = pd.DataFrame(columns = ['item_id', 'categorie_principale', 'categorie_secondaire'])\n",
    "        out = []\n",
    "\n",
    "    df_to_process = df.loc[~df.item_id.isin(out_df.item_id)]\n",
    "\n",
    "    if mapping_prompt[name]['client']=='deepseek':\n",
    "        client = OpenAI(api_key=os.environ[\"DEEPSEEK_API_KEY\"], base_url=\"https://api.deepseek.com\")\n",
    "    else:\n",
    "        client=OpenAI()\n",
    "\n",
    "    df_to_process = df.loc[~df.item_id.isin(out_df.item_id)]\n",
    "\n",
    "\n",
    "    with open(mapping_prompt[name]['path_prompt'], 'r') as f:\n",
    "        prompt = f.read()\n",
    "\n",
    "    with tqdm(total=df_to_process.shape[0]) as pbar:\n",
    "        for i, row in df_to_process.iterrows():\n",
    "            titre_brut = f\"{row.item_id}_\"+row.titre.lower().strip().replace(f\"\\xa0\", ' ').replace(' : ', ':').replace(' ', '_').replace('/', '')\n",
    "            \n",
    "            with open(f'{content_path}/{titre_brut}.txt', 'r') as f:\n",
    "                text = f.read()\n",
    "\n",
    "            messages = [{\"role\": \"system\", \"content\": prompt},\n",
    "                        {\"role\": \"user\", \"content\": text}]\n",
    "\n",
    "            response = client.chat.completions.create(\n",
    "                model=\"deepseek-chat\",\n",
    "                messages=messages,\n",
    "                response_format={\n",
    "                    'type': 'json_object'\n",
    "                }\n",
    "            )\n",
    "            try : \n",
    "                cat_json = json.loads(response.choices[0].message.content)\n",
    "\n",
    "                out.append({\n",
    "                    'item_id':row.item_id, \n",
    "                    'categorie_principale': cat_json['categorie_principale'],\n",
    "                    'categorie_secondaire': cat_json['categorie_secondaire'],\n",
    "                })\n",
    "                \n",
    "                with open(f'{save_path}/output_{name}.txt', 'w+') as f : \n",
    "                    f.write(json.dumps(out))\n",
    "\n",
    "            except Exception as e : \n",
    "                print(f'Error with article {row.item_id}')\n",
    "                pass\n",
    "\n",
    "            \n",
    "            pbar.update(1)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'DEEPSEEK_API_KEY'",
     "output_type": "error",
     "traceback": [
      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
      "\u001b[31mKeyError\u001b[39m                                  Traceback (most recent call last)",
      "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[5]\u001b[39m\u001b[32m, line 3\u001b[39m\n\u001b[32m      1\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mopen\u001b[39m(\u001b[33m'\u001b[39m\u001b[33mmapping_prompts.txt\u001b[39m\u001b[33m'\u001b[39m, \u001b[33m'\u001b[39m\u001b[33mr\u001b[39m\u001b[33m'\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m f : \n\u001b[32m      2\u001b[39m     mapping = json.loads(f.read())\n\u001b[32m----> \u001b[39m\u001b[32m3\u001b[39m \u001b[43mretrieve_classifications\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43msans_titre_1\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmapping\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[4]\u001b[39m\u001b[32m, line 20\u001b[39m, in \u001b[36mretrieve_classifications\u001b[39m\u001b[34m(name, mapping_prompt)\u001b[39m\n\u001b[32m     17\u001b[39m df_to_process = df.loc[~df.item_id.isin(out_df.item_id)]\n\u001b[32m     19\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m mapping_prompt[name][\u001b[33m'\u001b[39m\u001b[33mclient\u001b[39m\u001b[33m'\u001b[39m]==\u001b[33m'\u001b[39m\u001b[33mdeepseek\u001b[39m\u001b[33m'\u001b[39m:\n\u001b[32m---> \u001b[39m\u001b[32m20\u001b[39m     client = OpenAI(api_key=\u001b[43mos\u001b[49m\u001b[43m.\u001b[49m\u001b[43menviron\u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mDEEPSEEK_API_KEY\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m]\u001b[49m, base_url=\u001b[33m\"\u001b[39m\u001b[33mhttps://api.deepseek.com\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m     21\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m     22\u001b[39m     client=OpenAI()\n",
      "\u001b[36mFile \u001b[39m\u001b[32m<frozen os>:679\u001b[39m, in \u001b[36m__getitem__\u001b[39m\u001b[34m(self, key)\u001b[39m\n",
      "\u001b[31mKeyError\u001b[39m: 'DEEPSEEK_API_KEY'"
     ]
    }
   ],
   "source": [
    "with open('mapping_prompts.txt', 'r') as f : \n",
    "    mapping = json.loads(f.read())\n",
    "retrieve_classifications('sans_titre_1', mapping)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Ajouter images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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