Siret.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cd25e196",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime\n",
    "import requests\n",
    "import json\n",
    "import os\n",
    "import time\n",
    "import ftplib\n",
    "from pyproj import Transformer\n",
    "from datetime import datetime, timedelta\n",
    "from dateutil.relativedelta import relativedelta\n",
    "import matplotlib.pyplot as plt\n",
    "from dotenv import load_dotenv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "83f57b3e",
   "metadata": {},
   "outputs": [],
   "source": [
    "heure_debut=datetime.now().strftime('%Y-%m-%d %H:%M:%S')\n",
    "dir_api = \"./api/\"\n",
    "if not os.path.exists(dir_api):\n",
    "    os.makedirs(dir_api)\n",
    "dir_data = \"./data/\"\n",
    "if not os.path.exists(dir_data):\n",
    "    os.makedirs(dir_data)\n",
    "dir_output = \"./output/\"\n",
    "if not os.path.exists(dir_output):\n",
    "    os.makedirs(dir_output)\n",
    "dir_apiinsee = \"./api/\"+datetime.now().strftime('%Y%m%d')\n",
    "if not os.path.exists(dir_apiinsee):\n",
    "    os.makedirs(dir_apiinsee)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2231a6cf-dd34-480a-bb42-2b6ebca67fad",
   "metadata": {},
   "outputs": [],
   "source": [
    "load_dotenv()\n",
    "apikey = os.getenv(\"apikey\")\n",
    "inseekey = os.getenv(\"inseekey\")\n",
    "apikeyods = os.getenv(\"apikeyods\")\n",
    "ftp_HOSTNAME = os.getenv(\"ftp_HOSTNAME\")\n",
    "ftp_USERNAME = os.getenv(\"ftp_USERNAME\")\n",
    "ftp_PASSWORD = os.getenv(\"ftp_PASSWORD\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fae0535c-f771-4b9d-bd5c-34edbd205d7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "categoriesJuridiques = pd.read_excel(dir_data+'categorieJuridiqueUniteLegale.xlsx',dtype=str)\n",
    "categoriesJuridiques=categoriesJuridiques[['categorieJuridiqueUniteLegale','categorieJuridiqueUniteLegaleLib']]\n",
    "activitePrincipaleUniteLegale = pd.read_excel(dir_data+'activitePrincipaleUniteLegale.xlsx',dtype=str)\n",
    "maj_structures_sirene_prec=pd.read_parquet(dir_data+\"maj_structures_sirene_prec.parquet\", engine='pyarrow')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "65349b1b",
   "metadata": {},
   "outputs": [],
   "source": [
    "les_communes=pd.read_parquet(dir_data+\"les_communes.parquet\", engine='pyarrow')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4e5fbc24",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\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>resourceId</th>\n",
       "      <th>siren</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9unA5</td>\n",
       "      <td>799066618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>zh675</td>\n",
       "      <td>390220119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>br3Cc</td>\n",
       "      <td>538758236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>emqo9</td>\n",
       "      <td>497511923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>xYJ6W</td>\n",
       "      <td>879223923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6301</th>\n",
       "      <td>xJdyB</td>\n",
       "      <td>130015332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6302</th>\n",
       "      <td>1tI7C</td>\n",
       "      <td>191333400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6303</th>\n",
       "      <td>8tVLr</td>\n",
       "      <td>191010602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6304</th>\n",
       "      <td>7CYWd</td>\n",
       "      <td>190609313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6305</th>\n",
       "      <td>18120</td>\n",
       "      <td>597020841</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5787 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     resourceId      siren\n",
       "0         9unA5  799066618\n",
       "1         zh675  390220119\n",
       "2         br3Cc  538758236\n",
       "3         emqo9  497511923\n",
       "4         xYJ6W  879223923\n",
       "...         ...        ...\n",
       "6301      xJdyB  130015332\n",
       "6302      1tI7C  191333400\n",
       "6303      8tVLr  191010602\n",
       "6304      7CYWd  190609313\n",
       "6305      18120  597020841\n",
       "\n",
       "[5787 rows x 2 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "headers = {\n",
    "    'Accept': 'application/json',\n",
    "    'X-API-KEY': apikey,\n",
    "}\n",
    "try:\n",
    "    response = requests.get(\"https://api.paysage.dataesr.ovh/identifiers?filters[type]=siret&limit=10000\", headers=headers)\n",
    "    response.raise_for_status()\n",
    "    result = response.json()\n",
    "    sirets = pd.DataFrame(result[\"data\"])\n",
    "    time.sleep(.6)\n",
    "except requests.exceptions.HTTPError as errh:\n",
    "    print(\"siret > KO : \", response.status_code)\n",
    "sirets=sirets.rename(columns={\"value\": \"siret\"})\n",
    "sirets[\"dernier_traitement\"]=datetime.now().strftime('%Y-%m-%d %H:%M:%S')\n",
    "sirets[\"url_paysage\"]=\"https://paysage.enseignementsup-recherche.gouv.fr/structures/\"+sirets[\"resourceId\"]+\"/presentation\"\n",
    "sirets[\"url_annuaire\"]=\"https://annuaire-entreprises.data.gouv.fr/etablissement/\"+sirets[\"siret\"]\n",
    "sirets[\"url_ods\"]=\"https://data.enseignementsup-recherche.gouv.fr/explore/dataset/fr-esr-maj_structures_sirene/table/?sort=datedebut&refine.numero_siren=\"+sirets[\"siret\"].str[:9]\n",
    "les_sirets=sirets[(~sirets[\"siret\"].isnull())][\"siret\"].drop_duplicates()\n",
    "siret_paysage = sirets.copy()\n",
    "siret_paysage[\"Siret_dans_paysage\"] = \"Oui\"\n",
    "siret_paysage=siret_paysage[(~siret_paysage[\"siret\"].isnull())][[\"siret\",\"Siret_dans_paysage\"]].drop_duplicates()\n",
    "siret_paysage=siret_paysage.rename(columns={\"siret\": \"dern_numero_siret\"})\n",
    "les_sirens=les_sirets.str[:9].drop_duplicates()\n",
    "les_sirens\n",
    "siret_paysage2 = sirets.copy()\n",
    "siret_paysage2[\"siren\"]=siret_paysage2[\"siret\"].str[:9]\n",
    "siret_paysage2=siret_paysage2[[\"resourceId\",\"siren\"]].drop_duplicates()\n",
    "siret_paysage2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8a2b8b9c",
   "metadata": {},
   "outputs": [],
   "source": [
    "siren_paysage = (siret_paysage2.pivot_table(index=['siren'], values='resourceId', aggfunc=';'.join)\n",
    "            .rename_axis(columns=None)\n",
    "         ).reset_index()\n",
    "siren_paysage['nb'] = siren_paysage[\"resourceId\"].str.count(';')+1\n",
    "siren_paysage_unique=siren_paysage[(siren_paysage['nb']==1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "10680dc8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        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>identifiantAssociationUniteLegale</th>\n",
       "      <th>Rna_dans_paysage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>W751276301</td>\n",
       "      <td>Oui</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>W133036847</td>\n",
       "      <td>Oui</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>W353021707</td>\n",
       "      <td>Oui</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>W313004321</td>\n",
       "      <td>Oui</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>W751265632</td>\n",
       "      <td>Oui</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>W601001426</td>\n",
       "      <td>Oui</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>W595008501</td>\n",
       "      <td>Oui</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>W595026827</td>\n",
       "      <td>Oui</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>W543003821</td>\n",
       "      <td>Oui</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>W212006809</td>\n",
       "      <td>Oui</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>199 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    identifiantAssociationUniteLegale Rna_dans_paysage\n",
       "0                          W751276301              Oui\n",
       "1                          W133036847              Oui\n",
       "2                          W353021707              Oui\n",
       "3                          W313004321              Oui\n",
       "4                          W751265632              Oui\n",
       "..                                ...              ...\n",
       "196                        W601001426              Oui\n",
       "197                        W595008501              Oui\n",
       "198                        W595026827              Oui\n",
       "199                        W543003821              Oui\n",
       "200                        W212006809              Oui\n",
       "\n",
       "[199 rows x 2 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "headers = {\n",
    "    'Accept': 'application/json',\n",
    "    'X-API-KEY': apikey,\n",
    "}\n",
    "try:\n",
    "    response = requests.get(\"https://api.paysage.dataesr.ovh/identifiers?filters[type]=rna&limit=10000\", headers=headers)\n",
    "    response.raise_for_status()\n",
    "    result = response.json()\n",
    "    rnas = pd.DataFrame(result[\"data\"])\n",
    "    time.sleep(.6)\n",
    "except requests.exceptions.HTTPError as errh:\n",
    "    print(\"siret > KO : \", response.status_code)\n",
    "rnas=rnas.rename(columns={\"value\": \"identifiantAssociationUniteLegale\"})\n",
    "rnas[\"Rna_dans_paysage\"] = \"Oui\"\n",
    "Rna_paysage=rnas[(~rnas[\"identifiantAssociationUniteLegale\"].isnull())][[\"identifiantAssociationUniteLegale\",\"Rna_dans_paysage\"]].drop_duplicates()\n",
    "Rna_paysage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e613772e",
   "metadata": {},
   "outputs": [],
   "source": [
    "headers = {\n",
    "    'X-INSEE-Api-Key-Integration': inseekey,\n",
    "}\n",
    "def extract_maj_sirene(dateheure,curseur=\"*\"):\n",
    "    global i\n",
    "    i=i+1\n",
    "    les_sirets_modifs = pd.DataFrame(columns = [\"siret\",\"dateDernierTraitementEtablissement\"])\n",
    "    cursor = curseur.replace(\"*\",\"-\")\n",
    "    dateheure2 = datetime.now()\n",
    "    dateheure2 = dateheure2.isoformat()\n",
    "    dateheure2 = dateheure2[:13]\n",
    "    params = {\n",
    "        'q': 'dateDernierTraitementEtablissement:['+dateheure+' TO '+dateheure2+']',\n",
    "        'champs': 'siret,dateDernierTraitementEtablissement',\n",
    "        'nombre': '1000',\n",
    "        'curseur': curseur\n",
    "    }\n",
    "    if os.path.isfile(dir_apiinsee+\"/modifs_-_\"+cursor+\".json\"):\n",
    "        f = open(dir_apiinsee+\"/modifs_-_\"+cursor+\".json\")\n",
    "        result = json.load(f)\n",
    "        f.close()\n",
    "    else:\n",
    "        response = requests.get('https://api.insee.fr/api-sirene/3.11/siret', params=params, headers=headers)\n",
    "        writeFile =open(dir_apiinsee+\"/modifs_-_\"+cursor+\".json\", 'w')\n",
    "        json.dump(response.json(),writeFile)\n",
    "        writeFile.close()\n",
    "        result = response.json()\n",
    "        time.sleep(2.1)\n",
    "    if result[\"header\"][\"statut\"]==200:\n",
    "        les_sirets_modif = pd.DataFrame(result[\"etablissements\"])\n",
    "        les_sirets_modifs = pd.concat([les_sirets_modifs, les_sirets_modif], axis=0, join='outer')\n",
    "        curseurSuivant=result[\"header\"][\"curseurSuivant\"]\n",
    "        if curseurSuivant != curseur :\n",
    "            if i==1 :\n",
    "                print(\"Total : \"+str(result[\"header\"][\"total\"]))\n",
    "            if i%25==0 :\n",
    "                print(str(i)+\"000 - \"+datetime.now().strftime('%Y-%m-%d %H:%M:%S'))\n",
    "            les_sirets_modif = extract_maj_sirene(dateheure,curseurSuivant)\n",
    "            les_sirets_modif = pd.DataFrame(les_sirets_modif)\n",
    "            les_sirets_modifs = pd.concat([les_sirets_modifs, les_sirets_modif], axis=0, join='outer')\n",
    "        return les_sirets_modifs    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "650e3f7b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#debut = datetime.now() - relativedelta(days=6)\n",
    "#fin = datetime.now() + relativedelta(hours=1)\n",
    "#delta = timedelta(hours=1)\n",
    "#dates = []\n",
    "#while debut <= fin:\n",
    "#    dates.append(debut.isoformat())\n",
    "#    debut += delta\n",
    "#i=0\n",
    "#for date in dates:\n",
    "les_sirets_modifs = pd.DataFrame(columns = [\"siret\",\"dateDernierTraitementEtablissement\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c98c830f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total : 161310\n",
      "25000 - 2024-12-05 14:09:17\n",
      "50000 - 2024-12-05 14:09:17\n",
      "75000 - 2024-12-05 14:09:17\n",
      "100000 - 2024-12-05 14:09:17\n",
      "125000 - 2024-12-05 14:09:17\n",
      "150000 - 2024-12-05 14:09:17\n",
      "Terminé\n"
     ]
    }
   ],
   "source": [
    "i=0\n",
    "les_sirets_modifs = pd.DataFrame(columns = [\"siret\",\"dateDernierTraitementEtablissement\"])\n",
    "dateheure = datetime.now() - relativedelta(days=10)\n",
    "dateheure = dateheure.isoformat()\n",
    "dateheure = dateheure[:13]\n",
    "les_sirets_modif = extract_maj_sirene(dateheure)\n",
    "les_sirets_modif = pd.DataFrame(les_sirets_modif)\n",
    "les_sirets_modifs = pd.concat([les_sirets_modifs, les_sirets_modif], axis=0, join='outer')\n",
    "les_sirets_modifs=les_sirets_modifs.drop_duplicates()\n",
    "print(\"Terminé\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ba75b0d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              siret dateDernierTraitementEtablissement\n",
      "0    00562003400032            2024-12-04T05:34:13.249\n",
      "1    00648024800043            2024-12-03T10:41:38.928\n",
      "2    00648024800050            2024-12-03T10:41:38.933\n",
      "3    00652026600039            2024-12-04T05:34:06.253\n",
      "4    00665008900037            2024-11-27T08:25:45.849\n",
      "..              ...                                ...\n",
      "305  99882350433176            2024-12-03T15:59:08.460\n",
      "306  99889300200142            2024-11-26T17:05:49.739\n",
      "307  99889300200217            2024-11-29T17:02:46.993\n",
      "308  99999030200047            2024-11-26T05:31:34.206\n",
      "309  99999036900095            2024-12-02T10:31:49.640\n",
      "\n",
      "[161310 rows x 2 columns]\n"
     ]
    }
   ],
   "source": [
    "print(les_sirets_modifs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "152f7a03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        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>siret</th>\n",
       "      <th>dateDernierTraitementEtablissement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>39022011900049</td>\n",
       "      <td>2024-12-02T17:16:27.771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>53875823600052</td>\n",
       "      <td>2024-12-02T09:54:12.037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>49751192300052</td>\n",
       "      <td>2024-12-02T10:44:40.671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>87922392300035</td>\n",
       "      <td>2024-11-29T12:01:02.192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>89241456600042</td>\n",
       "      <td>2024-11-28T09:26:25.153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>77566410500019</td>\n",
       "      <td>2024-12-03T09:53:22.098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>18004619500012</td>\n",
       "      <td>2024-11-28T05:25:53.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>19624401600016</td>\n",
       "      <td>2024-11-30T05:23:15.127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>13001727000146</td>\n",
       "      <td>2024-11-26T05:25:13.744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>19941111700013</td>\n",
       "      <td>2024-12-04T05:33:30.711</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>74 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             siret dateDernierTraitementEtablissement\n",
       "0   39022011900049            2024-12-02T17:16:27.771\n",
       "1   53875823600052            2024-12-02T09:54:12.037\n",
       "2   49751192300052            2024-12-02T10:44:40.671\n",
       "3   87922392300035            2024-11-29T12:01:02.192\n",
       "4   89241456600042            2024-11-28T09:26:25.153\n",
       "..             ...                                ...\n",
       "69  77566410500019            2024-12-03T09:53:22.098\n",
       "70  18004619500012            2024-11-28T05:25:53.003\n",
       "71  19624401600016            2024-11-30T05:23:15.127\n",
       "72  13001727000146            2024-11-26T05:25:13.744\n",
       "73  19941111700013            2024-12-04T05:33:30.711\n",
       "\n",
       "[74 rows x 2 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "les_siretss=pd.DataFrame(les_sirets)\n",
    "les_siretss=les_siretss.rename(columns={0: \"siret\"})\n",
    "les_sirets_a_gerer=pd.merge(les_siretss,les_sirets_modifs,how='inner',on=['siret'])\n",
    "les_sirets_a_gerer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "58916b42",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "89 fichier(s) json supprimé(s)\n"
     ]
    }
   ],
   "source": [
    "nbfic = 0\n",
    "for ind in les_sirets_a_gerer.index:\n",
    "    numero_siret = les_sirets_a_gerer['siret'][ind]\n",
    "    numero_siren= numero_siret[:9]\n",
    "    fname = dir_api+\"/\"+numero_siret+\".json\"\n",
    "    if os.path.isfile(fname):\n",
    "        os.remove(fname)\n",
    "        nbfic+=1\n",
    "    fname = dir_api+\"/\"+numero_siren+\".json\"\n",
    "    if os.path.isfile(fname):\n",
    "        os.remove(fname)\n",
    "        nbfic+=1\n",
    "if nbfic>1:\n",
    "    print(str(nbfic)+\" fichier(s) json supprimé(s)\")\n",
    "else:\n",
    "    print(str(nbfic)+\" fichier json supprimé\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7e1913e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "headers = {\n",
    "    'X-INSEE-Api-Key-Integration': inseekey,\n",
    "}\n",
    "def extract_siren(numero_siren):\n",
    "    structure = {}\n",
    "    structure[\"numero_siren\"] = numero_siren\n",
    "    sep=\";\"\n",
    "    params = {\n",
    "        'q': 'siren:'+numero_siren,\n",
    "        'masquerValeursNulles' : 'true'\n",
    "    }\n",
    "    if os.path.isfile(dir_api+\"/\"+numero_siren+\".json\"):\n",
    "        f = open(dir_api+\"/\"+numero_siren+\".json\")\n",
    "        result = json.load(f)\n",
    "        f.close()\n",
    "    else:\n",
    "        response = requests.get('https://api.insee.fr/api-sirene/3.11/siren', params=params, headers=headers)\n",
    "        writeFile =open(dir_api+\"/\"+numero_siren+\".json\", 'w')\n",
    "        json.dump(response.json(),writeFile)\n",
    "        writeFile.close()\n",
    "        result = response.json()\n",
    "        time.sleep(2.02)\n",
    "    structure[\"statut\"] = result[\"header\"][\"statut\"]\n",
    "    if result[\"header\"][\"statut\"]==200:\n",
    "        if \"unitesLegales\" in result:\n",
    "            if \"dateCreationUniteLegale\" in result[\"unitesLegales\"][0]:\n",
    "                structure[\"dateCreationUniteLegale\"]=result[\"unitesLegales\"][0][\"dateCreationUniteLegale\"]\n",
    "            if \"identifiantAssociationUniteLegale\" in result[\"unitesLegales\"][0]:\n",
    "                structure[\"identifiantAssociationUniteLegale\"]=result[\"unitesLegales\"][0][\"identifiantAssociationUniteLegale\"]\n",
    "            if \"sigleUniteLegale\" in result[\"unitesLegales\"][0]:\n",
    "                structure[\"sigleUniteLegale\"]=result[\"unitesLegales\"][0][\"sigleUniteLegale\"]\n",
    "            if \"dateDernierTraitementUniteLegale\" in result[\"unitesLegales\"][0]:\n",
    "                structure[\"dateDernierTraitementUniteLegale\"]=result[\"unitesLegales\"][0][\"dateDernierTraitementUniteLegale\"]\n",
    "            if \"categorieEntreprise\" in result[\"unitesLegales\"][0]:\n",
    "                structure[\"categorieEntreprise\"]=result[\"unitesLegales\"][0][\"categorieEntreprise\"]\n",
    "            if result[\"unitesLegales\"][0][\"nombrePeriodesUniteLegale\"]>0:\n",
    "                if \"dateDebut\" in result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0]:\n",
    "                    structure[\"dateDebutDerniere\"]=result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0][\"dateDebut\"]\n",
    "                if \"dateFin\" in result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0]:\n",
    "                    structure[\"dateFinDerniere\"]=result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0][\"dateFin\"]\n",
    "                if \"denominationUniteLegale\" in result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0]:\n",
    "                    structure[\"denominationUniteLegale\"]=result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0][\"denominationUniteLegale\"]\n",
    "                if \"nomUniteLegale\" in result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0]:\n",
    "                    structure[\"nomUniteLegale\"]=result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0][\"nomUniteLegale\"]\n",
    "                if \"nomUsageUniteLegale\" in result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0]:\n",
    "                    structure[\"nomUsageUniteLegale\"]=result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0][\"nomUsageUniteLegale\"]\n",
    "                if \"denominationUsuelle1UniteLegale\" in result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0]:\n",
    "                    structure[\"denominationUsuelle1UniteLegale\"]=result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0][\"denominationUsuelle1UniteLegale\"]\n",
    "                if \"denominationUsuelle2UniteLegale\" in result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0]:\n",
    "                    structure[\"denominationUsuelle2UniteLegale\"]=result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0][\"denominationUsuelle2UniteLegale\"]\n",
    "                if \"denominationUsuelle3UniteLegale\" in result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0]:\n",
    "                    structure[\"denominationUsuelle3UniteLegale\"]=result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0][\"denominationUsuelle3UniteLegale\"]\n",
    "                if \"etatAdministratifUniteLegale\" in result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0]:\n",
    "                    structure[\"etatAdministratifUniteLegale\"]=result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0][\"etatAdministratifUniteLegale\"]\n",
    "                if \"nicSiegeUniteLegale\" in result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0]:\n",
    "                    structure[\"nicSiegeUniteLegale\"]=result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0][\"nicSiegeUniteLegale\"]\n",
    "                    structure[\"numero_siret\"]=numero_siren+result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0][\"nicSiegeUniteLegale\"]\n",
    "                if \"categorieJuridiqueUniteLegale\" in result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0]:\n",
    "                    structure[\"categorieJuridiqueUniteLegale\"]=result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0][\"categorieJuridiqueUniteLegale\"]\n",
    "                if \"activitePrincipaleUniteLegale\" in result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0]:\n",
    "                    structure[\"activitePrincipaleUniteLegale\"]=result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0][\"activitePrincipaleUniteLegale\"]\n",
    "                if \"nomenclatureActivitePrincipaleUniteLegale\" in result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0]:\n",
    "                    structure[\"nomenclatureActivitePrincipaleUniteLegale\"]=result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0][\"nomenclatureActivitePrincipaleUniteLegale\"]\n",
    "                if \"changementEtatAdministratifUniteLegale\" in result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0]:\n",
    "                    structure[\"changementEtatAdministratifUniteLegale\"]=result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0][\"changementEtatAdministratifUniteLegale\"]\n",
    "                if \"changementNomUniteLegale\" in result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0]:\n",
    "                    structure[\"changementNomUniteLegale\"]=result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0][\"changementNomUniteLegale\"]\n",
    "                if \"changementNomUsageUniteLegale\" in result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0]:\n",
    "                    structure[\"changementNomUsageUniteLegale\"]=result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0][\"changementNomUsageUniteLegale\"]\n",
    "                if \"changementDenominationUniteLegale\" in result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0]:\n",
    "                    structure[\"changementDenominationUniteLegale\"]=result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0][\"changementDenominationUniteLegale\"]\n",
    "                if \"changementDenominationUsuelleUniteLegale\" in result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0]:\n",
    "                    structure[\"changementDenominationUsuelleUniteLegale\"]=result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0][\"changementDenominationUsuelleUniteLegale\"]\n",
    "                if \"changementCategorieJuridiqueUniteLegale\" in result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0]:\n",
    "                    structure[\"changementCategorieJuridiqueUniteLegale\"]=result[\"unitesLegales\"][0][\"periodesUniteLegale\"][0][\"changementCategorieJuridiqueUniteLegale\"]\n",
    "                identifiers = pd.DataFrame(result[\"unitesLegales\"][0][\"periodesUniteLegale\"])\n",
    "                if identifiers[\"categorieJuridiqueUniteLegale\"].count() > 0:\n",
    "                    categoriesJuridiques=identifiers[\"categorieJuridiqueUniteLegale\"].dropna().unique()\n",
    "                    structure[\"categoriesJuridiques\"] = sep.join(map(str, categoriesJuridiques))\n",
    "                    structure[\"categoriesJuridiquesCompte\"] = len(categoriesJuridiques)\n",
    "    return structure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8afec334",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-12-05 14:09:50 250/4.8 %\n",
      "2024-12-05 14:10:05 500/9.6 %\n",
      "2024-12-05 14:10:16 750/14.4 %\n",
      "2024-12-05 14:10:20 1000/19.2 %\n",
      "2024-12-05 14:10:24 1250/24.0 %\n",
      "2024-12-05 14:10:26 1500/28.8 %\n",
      "2024-12-05 14:10:27 1750/33.6 %\n",
      "2024-12-05 14:10:31 2000/38.4 %\n",
      "2024-12-05 14:10:44 2250/43.3 %\n",
      "2024-12-05 14:10:52 2500/48.1 %\n",
      "2024-12-05 14:11:04 2750/52.9 %\n",
      "2024-12-05 14:11:07 3000/57.7 %\n",
      "2024-12-05 14:11:24 3250/62.5 %\n",
      "2024-12-05 14:11:35 3500/67.3 %\n",
      "2024-12-05 14:11:42 3750/72.1 %\n",
      "2024-12-05 14:11:46 4000/76.9 %\n",
      "2024-12-05 14:11:55 4250/81.7 %\n",
      "2024-12-05 14:12:05 4500/86.5 %\n",
      "2024-12-05 14:12:18 4750/91.3 %\n",
      "2024-12-05 14:12:25 5000/96.1 %\n",
      "Terminé\n"
     ]
    }
   ],
   "source": [
    "structures=pd.DataFrame(columns = [\"numero_siren\",\"dateCreationUniteLegale\"])\n",
    "i=0\n",
    "for ind in les_sirens.index:\n",
    "    numero_siren = les_sirens[ind]\n",
    "    i=i+1\n",
    "    if i%250==0:\n",
    "        print(datetime.now().strftime('%Y-%m-%d %H:%M:%S')+\" \"+str(i)+\"/{:0.1f} %\".format(i*100/len(les_sirens.index)))\n",
    "    structure = extract_siren(numero_siren)\n",
    "    structure = pd.DataFrame(structure, index=[0])\n",
    "    if (structures.empty) & (not structure.empty):\n",
    "        structures = structure\n",
    "    elif not structure.empty:\n",
    "        structures = pd.concat([structures, structure], axis=0, join='outer')\n",
    "print(\"Terminé\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ecaccc56",
   "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>numero_siren</th>\n",
       "      <th>statut</th>\n",
       "      <th>dateCreationUniteLegale</th>\n",
       "      <th>dateDernierTraitementUniteLegale</th>\n",
       "      <th>categorieEntreprise</th>\n",
       "      <th>dateDebutDerniere</th>\n",
       "      <th>denominationUniteLegale</th>\n",
       "      <th>etatAdministratifUniteLegale</th>\n",
       "      <th>nicSiegeUniteLegale</th>\n",
       "      <th>numero_siret</th>\n",
       "      <th>...</th>\n",
       "      <th>changementDenominationUsuelleUniteLegale</th>\n",
       "      <th>changementCategorieJuridiqueUniteLegale</th>\n",
       "      <th>categoriesJuridiques</th>\n",
       "      <th>categoriesJuridiquesCompte</th>\n",
       "      <th>sigleUniteLegale</th>\n",
       "      <th>identifiantAssociationUniteLegale</th>\n",
       "      <th>denominationUsuelle1UniteLegale</th>\n",
       "      <th>denominationUsuelle2UniteLegale</th>\n",
       "      <th>nomUniteLegale</th>\n",
       "      <th>nomUsageUniteLegale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>799066618</td>\n",
       "      <td>200</td>\n",
       "      <td>2013-12-06</td>\n",
       "      <td>2024-11-22T14:05:38.802</td>\n",
       "      <td>PME</td>\n",
       "      <td>2024-11-01</td>\n",
       "      <td>E-PHY-SCIENCE</td>\n",
       "      <td>A</td>\n",
       "      <td>00031</td>\n",
       "      <td>79906661800031</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>5499;5710</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>390220119</td>\n",
       "      <td>200</td>\n",
       "      <td>1993-01-29</td>\n",
       "      <td>2024-12-02T17:16:27.790</td>\n",
       "      <td>PME</td>\n",
       "      <td>2024-11-20</td>\n",
       "      <td>SCIENCES &amp; COMPUTERS CONSULTANTS</td>\n",
       "      <td>A</td>\n",
       "      <td>00049</td>\n",
       "      <td>39022011900049</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>5499;5710</td>\n",
       "      <td>2.0</td>\n",
       "      <td>S&amp;CC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>538758236</td>\n",
       "      <td>200</td>\n",
       "      <td>2011-12-12</td>\n",
       "      <td>2024-12-02T09:54:12.070</td>\n",
       "      <td>PME</td>\n",
       "      <td>2024-06-18</td>\n",
       "      <td>DRACULA TECHNOLOGIES</td>\n",
       "      <td>A</td>\n",
       "      <td>00052</td>\n",
       "      <td>53875823600052</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>5710;5499</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>497511923</td>\n",
       "      <td>200</td>\n",
       "      <td>2007-04-03</td>\n",
       "      <td>2024-12-02T10:44:40.698</td>\n",
       "      <td>PME</td>\n",
       "      <td>2024-04-01</td>\n",
       "      <td>WEATHERNEWS FRANCE</td>\n",
       "      <td>A</td>\n",
       "      <td>00052</td>\n",
       "      <td>49751192300052</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>5710;5599</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>879223923</td>\n",
       "      <td>200</td>\n",
       "      <td>2019-09-15</td>\n",
       "      <td>2024-11-29T12:01:02.196</td>\n",
       "      <td>PME</td>\n",
       "      <td>2024-10-24</td>\n",
       "      <td>SPORTSDYNAMICS</td>\n",
       "      <td>A</td>\n",
       "      <td>00035</td>\n",
       "      <td>87922392300035</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>5710</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <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",
       "      <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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>191700327</td>\n",
       "      <td>200</td>\n",
       "      <td>1993-01-28</td>\n",
       "      <td>2024-05-31T19:19:14.075</td>\n",
       "      <td>ETI</td>\n",
       "      <td>2018-10-15</td>\n",
       "      <td>LA ROCHELLE UNIVERSITE</td>\n",
       "      <td>A</td>\n",
       "      <td>00015</td>\n",
       "      <td>19170032700015</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>7383</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>130021330</td>\n",
       "      <td>200</td>\n",
       "      <td>2014-12-29</td>\n",
       "      <td>2024-03-22T14:26:06.001</td>\n",
       "      <td>PME</td>\n",
       "      <td>2014-12-29</td>\n",
       "      <td>COMMUNAUTE UNIVERSITES ET ETABLISSEMENTS NORMA...</td>\n",
       "      <td>A</td>\n",
       "      <td>00019</td>\n",
       "      <td>13002133000019</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>7383</td>\n",
       "      <td>1.0</td>\n",
       "      <td>COMUE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>191333400</td>\n",
       "      <td>200</td>\n",
       "      <td>2003-10-01</td>\n",
       "      <td>2024-03-22T14:26:06.001</td>\n",
       "      <td>PME</td>\n",
       "      <td>2008-01-01</td>\n",
       "      <td>ECOLE CENTRALE DE MARSEILLE</td>\n",
       "      <td>A</td>\n",
       "      <td>00015</td>\n",
       "      <td>19133340000015</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>7383</td>\n",
       "      <td>1.0</td>\n",
       "      <td>CENTRALE MARSEILLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>190609313</td>\n",
       "      <td>200</td>\n",
       "      <td>1970-06-10</td>\n",
       "      <td>2024-03-22T14:26:06.001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>UNIVERSITE DE NICE</td>\n",
       "      <td>C</td>\n",
       "      <td>00019</td>\n",
       "      <td>19060931300019</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>7383</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>597020841</td>\n",
       "      <td>200</td>\n",
       "      <td>1970-01-01</td>\n",
       "      <td>2024-08-02T15:44:58.654</td>\n",
       "      <td>GE</td>\n",
       "      <td>2021-09-29</td>\n",
       "      <td>DAHER AEROSPACE</td>\n",
       "      <td>A</td>\n",
       "      <td>01253</td>\n",
       "      <td>59702084101253</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>5599;5710</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5202 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   numero_siren  statut dateCreationUniteLegale  \\\n",
       "0     799066618     200              2013-12-06   \n",
       "0     390220119     200              1993-01-29   \n",
       "0     538758236     200              2011-12-12   \n",
       "0     497511923     200              2007-04-03   \n",
       "0     879223923     200              2019-09-15   \n",
       "..          ...     ...                     ...   \n",
       "0     191700327     200              1993-01-28   \n",
       "0     130021330     200              2014-12-29   \n",
       "0     191333400     200              2003-10-01   \n",
       "0     190609313     200              1970-06-10   \n",
       "0     597020841     200              1970-01-01   \n",
       "\n",
       "   dateDernierTraitementUniteLegale categorieEntreprise dateDebutDerniere  \\\n",
       "0           2024-11-22T14:05:38.802                 PME        2024-11-01   \n",
       "0           2024-12-02T17:16:27.790                 PME        2024-11-20   \n",
       "0           2024-12-02T09:54:12.070                 PME        2024-06-18   \n",
       "0           2024-12-02T10:44:40.698                 PME        2024-04-01   \n",
       "0           2024-11-29T12:01:02.196                 PME        2024-10-24   \n",
       "..                              ...                 ...               ...   \n",
       "0           2024-05-31T19:19:14.075                 ETI        2018-10-15   \n",
       "0           2024-03-22T14:26:06.001                 PME        2014-12-29   \n",
       "0           2024-03-22T14:26:06.001                 PME        2008-01-01   \n",
       "0           2024-03-22T14:26:06.001                 NaN        2020-01-01   \n",
       "0           2024-08-02T15:44:58.654                  GE        2021-09-29   \n",
       "\n",
       "                              denominationUniteLegale  \\\n",
       "0                                       E-PHY-SCIENCE   \n",
       "0                    SCIENCES & COMPUTERS CONSULTANTS   \n",
       "0                                DRACULA TECHNOLOGIES   \n",
       "0                                  WEATHERNEWS FRANCE   \n",
       "0                                      SPORTSDYNAMICS   \n",
       "..                                                ...   \n",
       "0                              LA ROCHELLE UNIVERSITE   \n",
       "0   COMMUNAUTE UNIVERSITES ET ETABLISSEMENTS NORMA...   \n",
       "0                         ECOLE CENTRALE DE MARSEILLE   \n",
       "0                                  UNIVERSITE DE NICE   \n",
       "0                                     DAHER AEROSPACE   \n",
       "\n",
       "   etatAdministratifUniteLegale nicSiegeUniteLegale    numero_siret  ...  \\\n",
       "0                             A               00031  79906661800031  ...   \n",
       "0                             A               00049  39022011900049  ...   \n",
       "0                             A               00052  53875823600052  ...   \n",
       "0                             A               00052  49751192300052  ...   \n",
       "0                             A               00035  87922392300035  ...   \n",
       "..                          ...                 ...             ...  ...   \n",
       "0                             A               00015  19170032700015  ...   \n",
       "0                             A               00019  13002133000019  ...   \n",
       "0                             A               00015  19133340000015  ...   \n",
       "0                             C               00019  19060931300019  ...   \n",
       "0                             A               01253  59702084101253  ...   \n",
       "\n",
       "   changementDenominationUsuelleUniteLegale  \\\n",
       "0                                     False   \n",
       "0                                     False   \n",
       "0                                     False   \n",
       "0                                     False   \n",
       "0                                     False   \n",
       "..                                      ...   \n",
       "0                                     False   \n",
       "0                                     False   \n",
       "0                                     False   \n",
       "0                                     False   \n",
       "0                                     False   \n",
       "\n",
       "   changementCategorieJuridiqueUniteLegale categoriesJuridiques  \\\n",
       "0                                    False            5499;5710   \n",
       "0                                    False            5499;5710   \n",
       "0                                    False            5710;5499   \n",
       "0                                    False            5710;5599   \n",
       "0                                    False                 5710   \n",
       "..                                     ...                  ...   \n",
       "0                                    False                 7383   \n",
       "0                                    False                 7383   \n",
       "0                                    False                 7383   \n",
       "0                                    False                 7383   \n",
       "0                                    False            5599;5710   \n",
       "\n",
       "   categoriesJuridiquesCompte    sigleUniteLegale  \\\n",
       "0                         2.0                 NaN   \n",
       "0                         2.0                S&CC   \n",
       "0                         2.0                 NaN   \n",
       "0                         2.0                 NaN   \n",
       "0                         1.0                 NaN   \n",
       "..                        ...                 ...   \n",
       "0                         1.0                 NaN   \n",
       "0                         1.0               COMUE   \n",
       "0                         1.0  CENTRALE MARSEILLE   \n",
       "0                         1.0                 NaN   \n",
       "0                         2.0                 NaN   \n",
       "\n",
       "   identifiantAssociationUniteLegale denominationUsuelle1UniteLegale  \\\n",
       "0                                NaN                             NaN   \n",
       "0                                NaN                             NaN   \n",
       "0                                NaN                             NaN   \n",
       "0                                NaN                             NaN   \n",
       "0                                NaN                             NaN   \n",
       "..                               ...                             ...   \n",
       "0                                NaN                             NaN   \n",
       "0                                NaN                             NaN   \n",
       "0                                NaN                             NaN   \n",
       "0                                NaN                             NaN   \n",
       "0                                NaN                             NaN   \n",
       "\n",
       "   denominationUsuelle2UniteLegale nomUniteLegale nomUsageUniteLegale  \n",
       "0                              NaN            NaN                 NaN  \n",
       "0                              NaN            NaN                 NaN  \n",
       "0                              NaN            NaN                 NaN  \n",
       "0                              NaN            NaN                 NaN  \n",
       "0                              NaN            NaN                 NaN  \n",
       "..                             ...            ...                 ...  \n",
       "0                              NaN            NaN                 NaN  \n",
       "0                              NaN            NaN                 NaN  \n",
       "0                              NaN            NaN                 NaN  \n",
       "0                              NaN            NaN                 NaN  \n",
       "0                              NaN            NaN                 NaN  \n",
       "\n",
       "[5202 rows x 27 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "structures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "36e98c4e",
   "metadata": {},
   "outputs": [],
   "source": [
    "epsg = {'D001':'EPSG:2154','D002':'EPSG:2154','D003':'EPSG:2154','D004':'EPSG:2154','D005':'EPSG:2154','D006':'EPSG:2154','D007':'EPSG:2154','D008':'EPSG:2154','D009':'EPSG:2154','D010':'EPSG:2154','D011':'EPSG:2154','D012':'EPSG:2154','D013':'EPSG:2154','D014':'EPSG:2154','D015':'EPSG:2154','D016':'EPSG:2154','D017':'EPSG:2154','D018':'EPSG:2154','D019':'EPSG:2154','D021':'EPSG:2154','D022':'EPSG:2154','D023':'EPSG:2154','D024':'EPSG:2154','D025':'EPSG:2154','D026':'EPSG:2154','D027':'EPSG:2154','D028':'EPSG:2154','D029':'EPSG:2154','D02A':'EPSG:2154','D02B':'EPSG:2154','D030':'EPSG:2154','D031':'EPSG:2154','D032':'EPSG:2154','D033':'EPSG:2154','D034':'EPSG:2154','D035':'EPSG:2154','D036':'EPSG:2154','D037':'EPSG:2154','D038':'EPSG:2154','D039':'EPSG:2154','D040':'EPSG:2154','D041':'EPSG:2154','D042':'EPSG:2154','D043':'EPSG:2154','D044':'EPSG:2154','D045':'EPSG:2154','D046':'EPSG:2154','D047':'EPSG:2154','D048':'EPSG:2154','D049':'EPSG:2154','D050':'EPSG:2154','D051':'EPSG:2154','D052':'EPSG:2154','D053':'EPSG:2154','D054':'EPSG:2154','D055':'EPSG:2154','D056':'EPSG:2154','D057':'EPSG:2154','D058':'EPSG:2154','D059':'EPSG:2154','D060':'EPSG:2154','D061':'EPSG:2154','D062':'EPSG:2154','D063':'EPSG:2154','D064':'EPSG:2154','D065':'EPSG:2154','D066':'EPSG:2154','D067':'EPSG:2154','D068':'EPSG:2154','D069':'EPSG:2154','D070':'EPSG:2154','D071':'EPSG:2154','D072':'EPSG:2154','D073':'EPSG:2154','D074':'EPSG:2154','D075':'EPSG:2154','D076':'EPSG:2154','D077':'EPSG:2154','D078':'EPSG:2154','D079':'EPSG:2154','D080':'EPSG:2154','D081':'EPSG:2154','D082':'EPSG:2154','D083':'EPSG:2154','D084':'EPSG:2154','D085':'EPSG:2154','D086':'EPSG:2154','D087':'EPSG:2154','D088':'EPSG:2154','D089':'EPSG:2154','D090':'EPSG:2154','D091':'EPSG:2154','D092':'EPSG:2154','D093':'EPSG:2154','D094':'EPSG:2154','D095':'EPSG:2154','D971':'EPSG:5490','D972':'EPSG:5490','D973':'EPSG:2972','D974':'EPSG:2975','D975':'EPSG:4467','D976':'EPSG:4471','D978':'EPSG:5490','D986':'EPSG:8903','D987':'EPSG:6687','D988':'EPSG:3163'}\n",
    "les_communes2=les_communes[(les_communes[\"reg_id\"]!=\"R99\")][[\"com_code\",\"dep_id\"]].rename(columns={\"com_code\": \"codeCommuneEtablissement\",\"dep_id\": \"epsg\"}).drop_duplicates(subset=['codeCommuneEtablissement'])\n",
    "les_communes2=les_communes2.replace({\"epsg\": epsg})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b467c948",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>79906661800031</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>39022011900049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>53875823600052</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>49751192300052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>87922392300035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6428</th>\n",
       "      <td>78461701100027</td>\n",
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       "    <tr>\n",
       "      <th>6429</th>\n",
       "      <td>78475641300117</td>\n",
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       "      <th>6430</th>\n",
       "      <td>75080177100023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6431</th>\n",
       "      <td>18640005700011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6432</th>\n",
       "      <td>18310002300013</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6432 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   0\n",
       "0     79906661800031\n",
       "1     39022011900049\n",
       "2     53875823600052\n",
       "3     49751192300052\n",
       "4     87922392300035\n",
       "...              ...\n",
       "6428  78461701100027\n",
       "6429  78475641300117\n",
       "6430  75080177100023\n",
       "6431  18640005700011\n",
       "6432  18310002300013\n",
       "\n",
       "[6432 rows x 1 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "les_sirets= pd.concat([les_sirets, structures[\"numero_siret\"].drop_duplicates()], axis=0, join='outer').drop_duplicates().reset_index()\n",
    "les_sirets=les_sirets[(~les_sirets[0].isnull())][[0]].drop_duplicates()\n",
    "les_sirets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "cda6e103",
   "metadata": {},
   "outputs": [],
   "source": [
    "headers = {\n",
    "    'X-INSEE-Api-Key-Integration': inseekey,\n",
    "}\n",
    "def extract_data_siret(numero_siret):\n",
    "    structure = {}\n",
    "    numero_siren = numero_siret[:9]\n",
    "    structure[\"siren\"] = numero_siren\n",
    "    structure[\"siret\"] = numero_siret\n",
    "    sep=\";\"\n",
    "    params = {\n",
    "        'q': 'siret:'+numero_siret,\n",
    "        'masquerValeursNulles' : 'true'\n",
    "    }\n",
    "    if os.path.isfile(dir_api+\"/\"+numero_siret+\".json\"):\n",
    "        f = open(dir_api+\"/\"+numero_siret+\".json\")\n",
    "        result = json.load(f)\n",
    "        f.close()\n",
    "    else:\n",
    "        response = requests.get('https://api.insee.fr/api-sirene/3.11/siret', params=params, headers=headers)\n",
    "        #response.raise_for_status()\n",
    "        writeFile =open(dir_api+\"/\"+numero_siret+\".json\", 'w')\n",
    "        json.dump(response.json(),writeFile)\n",
    "        writeFile.close()\n",
    "        result = response.json()\n",
    "        time.sleep(2.02)\n",
    "    structure[\"statut\"] = result[\"header\"][\"statut\"]\n",
    "    structure[\"message\"] = result[\"header\"][\"message\"]\n",
    "    if result[\"header\"][\"statut\"]==200:\n",
    "        if \"etablissements\" in result:\n",
    "            if \"etablissementSiege\" in result[\"etablissements\"][0]:\n",
    "                structure[\"etablissementSiege\"]=result[\"etablissements\"][0][\"etablissementSiege\"]            \n",
    "            if \"dateCreationEtablissement\" in result[\"etablissements\"][0]:\n",
    "                structure[\"dateCreationEtablissement\"]=result[\"etablissements\"][0][\"dateCreationEtablissement\"]            \n",
    "            if \"dateDernierTraitementEtablissement\" in result[\"etablissements\"][0]:\n",
    "                structure[\"dateDernierTraitementEtablissement\"]=result[\"etablissements\"][0][\"dateDernierTraitementEtablissement\"]            \n",
    "            if \"uniteLegale\" in result[\"etablissements\"][0]:\n",
    "                if \"etatAdministratifUniteLegale\" in result[\"etablissements\"][0][\"uniteLegale\"]:\n",
    "                    structure[\"etatAdministratifUniteLegale\"]=result[\"etablissements\"][0][\"uniteLegale\"][\"etatAdministratifUniteLegale\"]            \n",
    "                if \"dateCreationUniteLegale\" in result[\"etablissements\"][0][\"uniteLegale\"]:\n",
    "                    structure[\"dateCreationUniteLegale\"]=result[\"etablissements\"][0][\"uniteLegale\"][\"dateCreationUniteLegale\"]            \n",
    "                if \"nicSiegeUniteLegale\" in result[\"etablissements\"][0][\"uniteLegale\"]:\n",
    "                    structure[\"siretSiege\"]=numero_siren+result[\"etablissements\"][0][\"uniteLegale\"][\"nicSiegeUniteLegale\"]\n",
    "                if \"sigleUniteLegale\" in result[\"etablissements\"][0][\"uniteLegale\"]:\n",
    "                    structure[\"sigleUniteLegale\"]=result[\"etablissements\"][0][\"uniteLegale\"][\"sigleUniteLegale\"]            \n",
    "                if \"denominationUniteLegale\" in result[\"etablissements\"][0][\"uniteLegale\"]:\n",
    "                    structure[\"denominationUniteLegale\"]=result[\"etablissements\"][0][\"uniteLegale\"][\"denominationUniteLegale\"]            \n",
    "                if \"categorieJuridiqueUniteLegale\" in result[\"etablissements\"][0][\"uniteLegale\"]:\n",
    "                    structure[\"categorieJuridiqueUniteLegale\"]=result[\"etablissements\"][0][\"uniteLegale\"][\"categorieJuridiqueUniteLegale\"]            \n",
    "            if \"adresseEtablissement\" in result[\"etablissements\"][0]:\n",
    "                if \"numeroVoieEtablissement\" in result[\"etablissements\"][0][\"adresseEtablissement\"]:\n",
    "                    structure[\"numeroVoieEtablissement\"]=str(result[\"etablissements\"][0][\"adresseEtablissement\"][\"numeroVoieEtablissement\"])\n",
    "                if \"dernierNumeroVoieEtablissement\" in result[\"etablissements\"][0][\"adresseEtablissement\"]:\n",
    "                    structure[\"dernierNumeroVoieEtablissement\"]=str(result[\"etablissements\"][0][\"adresseEtablissement\"][\"dernierNumeroVoieEtablissement\"])\n",
    "                if \"typeVoieEtablissement\" in result[\"etablissements\"][0][\"adresseEtablissement\"]:\n",
    "                    structure[\"typeVoieEtablissement\"]=result[\"etablissements\"][0][\"adresseEtablissement\"][\"typeVoieEtablissement\"]            \n",
    "                if \"libelleVoieEtablissement\" in result[\"etablissements\"][0][\"adresseEtablissement\"]:\n",
    "                    structure[\"libelleVoieEtablissement\"]=result[\"etablissements\"][0][\"adresseEtablissement\"][\"libelleVoieEtablissement\"]            \n",
    "                if \"complementAdresseEtablissement\" in result[\"etablissements\"][0][\"adresseEtablissement\"]:\n",
    "                    structure[\"complementAdresseEtablissement\"]=result[\"etablissements\"][0][\"adresseEtablissement\"][\"complementAdresseEtablissement\"]            \n",
    "                if \"codePostalEtablissement\" in result[\"etablissements\"][0][\"adresseEtablissement\"]:\n",
    "                    structure[\"codePostalEtablissement\"]=str(result[\"etablissements\"][0][\"adresseEtablissement\"][\"codePostalEtablissement\"])\n",
    "                if \"libelleCommuneEtablissement\" in result[\"etablissements\"][0][\"adresseEtablissement\"]:\n",
    "                    structure[\"libelleCommuneEtablissement\"]=result[\"etablissements\"][0][\"adresseEtablissement\"][\"libelleCommuneEtablissement\"]            \n",
    "                if \"codePaysEtrangerEtablissement\" in result[\"etablissements\"][0][\"adresseEtablissement\"]:\n",
    "                    structure[\"codePaysEtrangerEtablissement\"]=str(result[\"etablissements\"][0][\"adresseEtablissement\"][\"codePaysEtrangerEtablissement\"])\n",
    "                if \"libellePaysEtrangerEtablissement\" in result[\"etablissements\"][0][\"adresseEtablissement\"]:\n",
    "                    structure[\"libellePaysEtrangerEtablissement\"]=result[\"etablissements\"][0][\"adresseEtablissement\"][\"libellePaysEtrangerEtablissement\"]            \n",
    "                if \"libelleCommuneEtrangerEtablissement\" in result[\"etablissements\"][0][\"adresseEtablissement\"]:\n",
    "                    structure[\"libelleCommuneEtrangerEtablissement\"]=result[\"etablissements\"][0][\"adresseEtablissement\"][\"libelleCommuneEtrangerEtablissement\"]            \n",
    "                if \"coordonneeLambertAbscisseEtablissement\" in result[\"etablissements\"][0][\"adresseEtablissement\"]:\n",
    "                    structure[\"coordonneeEtablissement\"]=result[\"etablissements\"][0][\"adresseEtablissement\"][\"coordonneeLambertAbscisseEtablissement\"]+\",\"+result[\"etablissements\"][0][\"adresseEtablissement\"][\"coordonneeLambertOrdonneeEtablissement\"]\n",
    "                if \"identifiantAdresseEtablissement\" in result[\"etablissements\"][0][\"adresseEtablissement\"]:\n",
    "                    structure[\"identifiantAdresseEtablissement\"]=result[\"etablissements\"][0][\"adresseEtablissement\"][\"identifiantAdresseEtablissement\"]            \n",
    "                if \"codeCommuneEtablissement\" in result[\"etablissements\"][0][\"adresseEtablissement\"]:\n",
    "                    structure[\"codeCommuneEtablissement\"]=result[\"etablissements\"][0][\"adresseEtablissement\"][\"codeCommuneEtablissement\"]            \n",
    "            if \"periodesEtablissement\" in result[\"etablissements\"][0]:\n",
    "                if \"dateDebut\" in result[\"etablissements\"][0][\"periodesEtablissement\"]:\n",
    "                    structure[\"dateDebut\"]=result[\"etablissements\"][0][\"periodesEtablissement\"][0][\"dateDebut\"]\n",
    "                if \"etatAdministratifEtablissement\" in result[\"etablissements\"][0][\"periodesEtablissement\"]:\n",
    "                    structure[\"etatAdministratifEtablissement\"]=result[\"etablissements\"][0][\"periodesEtablissement\"][0][\"etatAdministratifEtablissement\"]            \n",
    "                if \"changementDenominationUsuelleEtablissement\" in result[\"etablissements\"][0][\"periodesEtablissement\"]:\n",
    "                    structure[\"changementDenominationUsuelleEtablissement\"]=result[\"etablissements\"][0][\"changementDenominationUsuelleEtablissement\"][0][\"etatAdministratifUniteLegale\"]            \n",
    "                if \"changementEnseigneEtablissement\" in result[\"etablissements\"][0][\"periodesEtablissement\"]:\n",
    "                    structure[\"changementEnseigneEtablissement\"]=result[\"etablissements\"][0][\"periodesEtablissement\"][0][\"changementEnseigneEtablissement\"]            \n",
    "                if \"changementEtatAdministratifEtablissement\" in result[\"etablissements\"][0][\"periodesEtablissement\"]:\n",
    "                    structure[\"changementEtatAdministratifEtablissement\"]=result[\"etablissements\"][0][\"periodesEtablissement\"][0][\"changementEtatAdministratifEtablissement\"]            \n",
    "    return structure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8dea5e98",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'19941111700013'"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numero_siret"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "5adb26c2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-12-05 14:12:28 0/0.0 %\n",
      "2024-12-05 14:12:57 250/3.9 %\n",
      "2024-12-05 14:13:11 500/7.8 %\n",
      "2024-12-05 14:13:21 750/11.7 %\n",
      "2024-12-05 14:17:45 1000/15.5 %\n",
      "2024-12-05 14:26:40 1250/19.4 %\n",
      "2024-12-05 14:35:37 1500/23.3 %\n",
      "2024-12-05 14:44:34 1750/27.2 %\n",
      "2024-12-05 14:53:32 2000/31.1 %\n",
      "2024-12-05 15:02:13 2250/35.0 %\n",
      "2024-12-05 15:10:52 2500/38.9 %\n",
      "2024-12-05 15:19:31 2750/42.8 %\n",
      "2024-12-05 15:28:17 3000/46.6 %\n",
      "2024-12-05 15:37:15 3250/50.5 %\n",
      "2024-12-05 15:46:09 3500/54.4 %\n",
      "2024-12-05 15:55:06 3750/58.3 %\n",
      "2024-12-05 16:04:02 4000/62.2 %\n",
      "2024-12-05 16:12:49 4250/66.1 %\n",
      "2024-12-05 16:21:29 4500/70.0 %\n",
      "2024-12-05 16:30:09 4750/73.8 %\n",
      "2024-12-05 16:38:52 5000/77.7 %\n",
      "2024-12-05 16:47:46 5250/81.6 %\n",
      "2024-12-05 16:56:39 5500/85.5 %\n",
      "2024-12-05 17:05:33 5750/89.4 %\n",
      "2024-12-05 17:14:16 6000/93.3 %\n",
      "2024-12-05 17:22:55 6250/97.2 %\n",
      "Terminé\n"
     ]
    }
   ],
   "source": [
    "structures=pd.DataFrame(columns = [\"siren\",\"siretSiege\",\"siret\"])\n",
    "i=0\n",
    "for ind in les_sirets.index:\n",
    "    numero_siret = les_sirets[0][ind]\n",
    "    if i%250==0:\n",
    "        print(datetime.now().strftime('%Y-%m-%d %H:%M:%S')+\" \"+str(i)+\"/{:0.1f} %\".format(i*100/len(les_sirets.index)))\n",
    "    i=i+1\n",
    "    structure = extract_data_siret(numero_siret)\n",
    "    structure = pd.DataFrame(structure, index=[0])\n",
    "    if (structures.empty) & (not structure.empty):\n",
    "        structures = structure\n",
    "    elif not structure.empty:\n",
    "        structures = pd.concat([structures, structure], axis=0, join='outer')\n",
    "print(\"Terminé\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e15eaaaa",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        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>siren</th>\n",
       "      <th>siret</th>\n",
       "      <th>statut</th>\n",
       "      <th>message</th>\n",
       "      <th>etablissementSiege</th>\n",
       "      <th>dateCreationEtablissement</th>\n",
       "      <th>dateDernierTraitementEtablissement</th>\n",
       "      <th>etatAdministratifUniteLegale</th>\n",
       "      <th>dateCreationUniteLegale</th>\n",
       "      <th>siretSiege</th>\n",
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       "      <th>identifiantAdresseEtablissement</th>\n",
       "      <th>codeCommuneEtablissement</th>\n",
       "      <th>sigleUniteLegale</th>\n",
       "      <th>dernierNumeroVoieEtablissement</th>\n",
       "      <th>codePaysEtrangerEtablissement</th>\n",
       "      <th>libellePaysEtrangerEtablissement</th>\n",
       "      <th>libelleCommuneEtrangerEtablissement</th>\n",
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       "      <td>1993-01-29</td>\n",
       "      <td>39022011900049</td>\n",
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       "      <td>42000</td>\n",
       "      <td>SAINT-ETIENNE</td>\n",
       "      <td>809126.6,6485172.25</td>\n",
       "      <td>422188363_B</td>\n",
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       "      <td>S&amp;CC</td>\n",
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       "      <td>2024-06-18</td>\n",
       "      <td>2024-12-02T09:54:12.037</td>\n",
       "      <td>A</td>\n",
       "      <td>2011-12-12</td>\n",
       "      <td>53875823600052</td>\n",
       "      <td>...</td>\n",
       "      <td>26000</td>\n",
       "      <td>VALENCE</td>\n",
       "      <td>852216.75,6427376.99</td>\n",
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       "      <td>2022-07-01</td>\n",
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       "      <td>75080177100023</td>\n",
       "      <td>...</td>\n",
       "      <td>44340</td>\n",
       "      <td>BOUGUENAIS</td>\n",
       "      <td>352314.6186480904,6683114.7737259</td>\n",
       "      <td>440201993_B</td>\n",
       "      <td>44020</td>\n",
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       "    <tr>\n",
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       "      <td>200</td>\n",
       "      <td>OK</td>\n",
       "      <td>True</td>\n",
       "      <td>1983-09-27</td>\n",
       "      <td>2024-03-30T18:41:10.472</td>\n",
       "      <td>A</td>\n",
       "      <td>1948-06-14</td>\n",
       "      <td>18640005700011</td>\n",
       "      <td>...</td>\n",
       "      <td>64100</td>\n",
       "      <td>BAYONNE</td>\n",
       "      <td>337008.8151680981,6276964.080286231</td>\n",
       "      <td>641020065_B</td>\n",
       "      <td>64102</td>\n",
       "      <td>CCI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>183100023</td>\n",
       "      <td>18310002300013</td>\n",
       "      <td>200</td>\n",
       "      <td>OK</td>\n",
       "      <td>True</td>\n",
       "      <td>1983-08-10</td>\n",
       "      <td>2024-03-30T12:56:53.770</td>\n",
       "      <td>A</td>\n",
       "      <td>1982-01-01</td>\n",
       "      <td>18310002300013</td>\n",
       "      <td>...</td>\n",
       "      <td>31000</td>\n",
       "      <td>TOULOUSE</td>\n",
       "      <td>574471.9226221967,6279087.139925344</td>\n",
       "      <td>315550224_B</td>\n",
       "      <td>31555</td>\n",
       "      <td>CCIT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6432 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        siren           siret  statut message etablissementSiege  \\\n",
       "0   799066618  79906661800031     200      OK               True   \n",
       "0   390220119  39022011900049     200      OK               True   \n",
       "0   538758236  53875823600052     200      OK               True   \n",
       "0   497511923  49751192300052     200      OK               True   \n",
       "0   879223923  87922392300035     200      OK               True   \n",
       "..        ...             ...     ...     ...                ...   \n",
       "0   784617011  78461701100027     200      OK               True   \n",
       "0   784756413  78475641300117     200      OK               True   \n",
       "0   750801771  75080177100023     200      OK               True   \n",
       "0   186400057  18640005700011     200      OK               True   \n",
       "0   183100023  18310002300013     200      OK               True   \n",
       "\n",
       "   dateCreationEtablissement dateDernierTraitementEtablissement  \\\n",
       "0                 2024-07-05            2024-11-22T14:05:38.787   \n",
       "0                 2024-11-20            2024-12-02T17:16:27.771   \n",
       "0                 2024-06-18            2024-12-02T09:54:12.037   \n",
       "0                 2024-04-01            2024-12-02T10:44:40.671   \n",
       "0                 2024-10-24            2024-11-29T12:01:02.192   \n",
       "..                       ...                                ...   \n",
       "0                 1989-08-01            2024-03-30T11:35:14.175   \n",
       "0                 1992-09-01            2024-03-30T12:24:38.895   \n",
       "0                 2022-07-01            2024-03-30T00:35:39.567   \n",
       "0                 1983-09-27            2024-03-30T18:41:10.472   \n",
       "0                 1983-08-10            2024-03-30T12:56:53.770   \n",
       "\n",
       "   etatAdministratifUniteLegale dateCreationUniteLegale      siretSiege  ...  \\\n",
       "0                             A              2013-12-06  79906661800031  ...   \n",
       "0                             A              1993-01-29  39022011900049  ...   \n",
       "0                             A              2011-12-12  53875823600052  ...   \n",
       "0                             A              2007-04-03  49751192300052  ...   \n",
       "0                             A              2019-09-15  87922392300035  ...   \n",
       "..                          ...                     ...             ...  ...   \n",
       "0                             A              1900-01-01  78461701100027  ...   \n",
       "0                             A              1900-01-01  78475641300117  ...   \n",
       "0                             A              2012-03-07  75080177100023  ...   \n",
       "0                             A              1948-06-14  18640005700011  ...   \n",
       "0                             A              1982-01-01  18310002300013  ...   \n",
       "\n",
       "   codePostalEtablissement libelleCommuneEtablissement  \\\n",
       "0                    06560                    VALBONNE   \n",
       "0                    42000               SAINT-ETIENNE   \n",
       "0                    26000                     VALENCE   \n",
       "0                    75009                       PARIS   \n",
       "0                    94160                 SAINT-MANDE   \n",
       "..                     ...                         ...   \n",
       "0                    75016                       PARIS   \n",
       "0                    93420                  VILLEPINTE   \n",
       "0                    44340                  BOUGUENAIS   \n",
       "0                    64100                     BAYONNE   \n",
       "0                    31000                    TOULOUSE   \n",
       "\n",
       "                coordonneeEtablissement identifiantAdresseEtablissement  \\\n",
       "0                 1026678.52,6287833.97                     061520195_B   \n",
       "0                   809126.6,6485172.25                     422188363_B   \n",
       "0                  852216.75,6427376.99                     263622842_B   \n",
       "0                  651026.51,6864090.79                     751091949_B   \n",
       "0                  657247.81,6860728.93                     940674137_B   \n",
       "..                                  ...                             ...   \n",
       "0   648128.4925053681,6863452.043919901                     751165336_B   \n",
       "0   663788.9003225574,6874780.164699845                     930781367_B   \n",
       "0     352314.6186480904,6683114.7737259                     440201993_B   \n",
       "0   337008.8151680981,6276964.080286231                     641020065_B   \n",
       "0   574471.9226221967,6279087.139925344                     315550224_B   \n",
       "\n",
       "   codeCommuneEtablissement sigleUniteLegale dernierNumeroVoieEtablissement  \\\n",
       "0                     06152              NaN                            NaN   \n",
       "0                     42218             S&CC                            NaN   \n",
       "0                     26362              NaN                            NaN   \n",
       "0                     75109              NaN                             41   \n",
       "0                     94067              NaN                            NaN   \n",
       "..                      ...              ...                            ...   \n",
       "0                     75116             CHEC                            NaN   \n",
       "0                     93078               IS                            NaN   \n",
       "0                     44020              NaN                            NaN   \n",
       "0                     64102              CCI                            NaN   \n",
       "0                     31555             CCIT                            NaN   \n",
       "\n",
       "   codePaysEtrangerEtablissement libellePaysEtrangerEtablissement  \\\n",
       "0                            NaN                              NaN   \n",
       "0                            NaN                              NaN   \n",
       "0                            NaN                              NaN   \n",
       "0                            NaN                              NaN   \n",
       "0                            NaN                              NaN   \n",
       "..                           ...                              ...   \n",
       "0                            NaN                              NaN   \n",
       "0                            NaN                              NaN   \n",
       "0                            NaN                              NaN   \n",
       "0                            NaN                              NaN   \n",
       "0                            NaN                              NaN   \n",
       "\n",
       "   libelleCommuneEtrangerEtablissement  \n",
       "0                                  NaN  \n",
       "0                                  NaN  \n",
       "0                                  NaN  \n",
       "0                                  NaN  \n",
       "0                                  NaN  \n",
       "..                                 ...  \n",
       "0                                  NaN  \n",
       "0                                  NaN  \n",
       "0                                  NaN  \n",
       "0                                  NaN  \n",
       "0                                  NaN  \n",
       "\n",
       "[6432 rows x 26 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dateDernierTraitementEtablissement=structures[['siren','dateDernierTraitementEtablissement']].drop_duplicates(\"siren\")\n",
    "dateDernierTraitementEtablissement=dateDernierTraitementEtablissement.rename(columns={\"siren\": \"numero_siren\"})\n",
    "structures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "1787fee2",
   "metadata": {},
   "outputs": [],
   "source": [
    "structures=pd.merge(structures,les_communes2,how='left',on='codeCommuneEtablissement')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "db3eeac3",
   "metadata": {},
   "outputs": [
    {
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       "               siret       epsg              coordonneeEtablissement  \\\n",
       "0     79906661800031  EPSG:2154                1026678.52,6287833.97   \n",
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       "\n",
       "                      X                  Y  \n",
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       "\n",
       "[5220 rows x 5 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coordonneeEtablissement=structures[(~structures[\"coordonneeEtablissement\"].isnull())&(structures[\"coordonneeEtablissement\"]!=\"[ND],[ND]\")][[\"siret\",\"epsg\",\"coordonneeEtablissement\"]]\n",
    "coordonneeEtablissement[['X', 'Y']] = coordonneeEtablissement['coordonneeEtablissement'].str.split(',', n=1, expand=True)\n",
    "coordonneeEtablissement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "bf0eaf82",
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "               siret       epsg              coordonneeEtablissement  \\\n",
       "0     79906661800031  EPSG:2154                1026678.52,6287833.97   \n",
       "1     39022011900049  EPSG:2154                  809126.6,6485172.25   \n",
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       "...              ...        ...                                  ...   \n",
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       "6431  18310002300013  EPSG:2154  574471.9226221967,6279087.139925344   \n",
       "\n",
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       "1              809126.6         6485172.25  \n",
       "2             852216.75         6427376.99  \n",
       "3             651026.51         6864090.79  \n",
       "4             657247.81         6860728.93  \n",
       "...                 ...                ...  \n",
       "6427  648128.4925053681  6863452.043919901  \n",
       "6428  663788.9003225574  6874780.164699845  \n",
       "6429  352314.6186480904    6683114.7737259  \n",
       "6430  337008.8151680981  6276964.080286231  \n",
       "6431  574471.9226221967  6279087.139925344  \n",
       "\n",
       "[5220 rows x 5 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selection=(coordonneeEtablissement[\"X\"].astype(float) < 1000) & (coordonneeEtablissement[\"Y\"].astype(float) < 1000)\n",
    "coordonneeEtablissement.loc[selection, 'epsg']=\"EPSG:4326\"\n",
    "coordonneeEtablissement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "22333626",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       EPSG:2154\n",
       "7       EPSG:5490\n",
       "30      EPSG:2975\n",
       "643     EPSG:2972\n",
       "2759          NaN\n",
       "5590    EPSG:4471\n",
       "Name: epsg, dtype: object"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coordonneeEtablissement[\"epsg\"].drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "9c6d2f01-e42a-47fd-bf67-e9c34a94f5b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>siret</th>\n",
       "      <th>epsg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2759</th>\n",
       "      <td>20001281300065</td>\n",
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       "    <tr>\n",
       "      <th>2824</th>\n",
       "      <td>13000215700027</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4206</th>\n",
       "      <td>20001281300016</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6143</th>\n",
       "      <td>13000322100012</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               siret epsg\n",
       "2759  20001281300065  NaN\n",
       "2824  13000215700027  NaN\n",
       "4206  20001281300016  NaN\n",
       "6143  13000322100012  NaN"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coordonneeEtablissement[(coordonneeEtablissement[\"epsg\"].isnull())][[\"siret\",\"epsg\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "50e12984",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>siret</th>\n",
       "      <th>epsg</th>\n",
       "      <th>coordonneeEtablissement</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>XX</th>\n",
       "      <th>YY</th>\n",
       "      <th>coordonneeEtablissementGPS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>79906661800031</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>1026678.52,6287833.97</td>\n",
       "      <td>1026678.52</td>\n",
       "      <td>6287833.97</td>\n",
       "      <td>7.047369</td>\n",
       "      <td>43.614190</td>\n",
       "      <td>43.6141899674233,7.04736900349428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>39022011900049</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>809126.6,6485172.25</td>\n",
       "      <td>809126.6</td>\n",
       "      <td>6485172.25</td>\n",
       "      <td>4.396336</td>\n",
       "      <td>45.457310</td>\n",
       "      <td>45.45731003636182,4.396336025955309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>53875823600052</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>852216.75,6427376.99</td>\n",
       "      <td>852216.75</td>\n",
       "      <td>6427376.99</td>\n",
       "      <td>4.929442</td>\n",
       "      <td>44.928855</td>\n",
       "      <td>44.928855011344815,4.929441941065717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>49751192300052</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>651026.51,6864090.79</td>\n",
       "      <td>651026.51</td>\n",
       "      <td>6864090.79</td>\n",
       "      <td>2.332304</td>\n",
       "      <td>48.874977</td>\n",
       "      <td>48.87497696179399,2.33230402380858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>87922392300035</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>657247.81,6860728.93</td>\n",
       "      <td>657247.81</td>\n",
       "      <td>6860728.93</td>\n",
       "      <td>2.417459</td>\n",
       "      <td>48.845187</td>\n",
       "      <td>48.84518701681063,2.4174589727800364</td>\n",
       "    </tr>\n",
       "    <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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2903</th>\n",
       "      <td>51795713000035</td>\n",
       "      <td>EPSG:2972</td>\n",
       "      <td>336817.14437628386,548327.6916124548</td>\n",
       "      <td>336817.14437628386</td>\n",
       "      <td>548327.6916124548</td>\n",
       "      <td>-52.471796</td>\n",
       "      <td>4.959129</td>\n",
       "      <td>4.959129,-52.471796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4890</th>\n",
       "      <td>13000285000076</td>\n",
       "      <td>EPSG:2972</td>\n",
       "      <td>317833.57721435843,571303.5466056234</td>\n",
       "      <td>317833.57721435843</td>\n",
       "      <td>571303.5466056234</td>\n",
       "      <td>-52.643494</td>\n",
       "      <td>5.166493</td>\n",
       "      <td>5.166492999999999,-52.643494000000004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5072</th>\n",
       "      <td>52892475600018</td>\n",
       "      <td>EPSG:2972</td>\n",
       "      <td>353727.5504268061,544369.9078320259</td>\n",
       "      <td>353727.5504268061</td>\n",
       "      <td>544369.9078320259</td>\n",
       "      <td>-52.319234</td>\n",
       "      <td>4.923656</td>\n",
       "      <td>4.923656,-52.319234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6145</th>\n",
       "      <td>13002059700014</td>\n",
       "      <td>EPSG:2972</td>\n",
       "      <td>355583.72615417856,544991.297485721</td>\n",
       "      <td>355583.72615417856</td>\n",
       "      <td>544991.297485721</td>\n",
       "      <td>-52.302507</td>\n",
       "      <td>4.929309</td>\n",
       "      <td>4.929308999999998,-52.302507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5590</th>\n",
       "      <td>17985083900012</td>\n",
       "      <td>EPSG:4471</td>\n",
       "      <td>524506.4111865156,8587047.338600682</td>\n",
       "      <td>524506.4111865156</td>\n",
       "      <td>8587047.338600682</td>\n",
       "      <td>45.225791</td>\n",
       "      <td>-12.781221</td>\n",
       "      <td>-12.781221000000002,45.225791</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5216 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               siret       epsg               coordonneeEtablissement  \\\n",
       "0     79906661800031  EPSG:2154                 1026678.52,6287833.97   \n",
       "1     39022011900049  EPSG:2154                   809126.6,6485172.25   \n",
       "2     53875823600052  EPSG:2154                  852216.75,6427376.99   \n",
       "3     49751192300052  EPSG:2154                  651026.51,6864090.79   \n",
       "4     87922392300035  EPSG:2154                  657247.81,6860728.93   \n",
       "...              ...        ...                                   ...   \n",
       "2903  51795713000035  EPSG:2972  336817.14437628386,548327.6916124548   \n",
       "4890  13000285000076  EPSG:2972  317833.57721435843,571303.5466056234   \n",
       "5072  52892475600018  EPSG:2972   353727.5504268061,544369.9078320259   \n",
       "6145  13002059700014  EPSG:2972   355583.72615417856,544991.297485721   \n",
       "5590  17985083900012  EPSG:4471   524506.4111865156,8587047.338600682   \n",
       "\n",
       "                       X                  Y         XX         YY  \\\n",
       "0             1026678.52         6287833.97   7.047369  43.614190   \n",
       "1               809126.6         6485172.25   4.396336  45.457310   \n",
       "2              852216.75         6427376.99   4.929442  44.928855   \n",
       "3              651026.51         6864090.79   2.332304  48.874977   \n",
       "4              657247.81         6860728.93   2.417459  48.845187   \n",
       "...                  ...                ...        ...        ...   \n",
       "2903  336817.14437628386  548327.6916124548 -52.471796   4.959129   \n",
       "4890  317833.57721435843  571303.5466056234 -52.643494   5.166493   \n",
       "5072   353727.5504268061  544369.9078320259 -52.319234   4.923656   \n",
       "6145  355583.72615417856   544991.297485721 -52.302507   4.929309   \n",
       "5590   524506.4111865156  8587047.338600682  45.225791 -12.781221   \n",
       "\n",
       "                 coordonneeEtablissementGPS  \n",
       "0         43.6141899674233,7.04736900349428  \n",
       "1       45.45731003636182,4.396336025955309  \n",
       "2      44.928855011344815,4.929441941065717  \n",
       "3        48.87497696179399,2.33230402380858  \n",
       "4      48.84518701681063,2.4174589727800364  \n",
       "...                                     ...  \n",
       "2903                    4.959129,-52.471796  \n",
       "4890  5.166492999999999,-52.643494000000004  \n",
       "5072                    4.923656,-52.319234  \n",
       "6145           4.929308999999998,-52.302507  \n",
       "5590          -12.781221000000002,45.225791  \n",
       "\n",
       "[5216 rows x 8 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def convertGPS(dftemp,epsg):\n",
    "    df=dftemp.copy()\n",
    "    xx, yy = Transformer.from_crs(epsg,\"EPSG:4326\",always_xy=True).transform(df[\"X\"].values, df[\"Y\"].values)\n",
    "    df[\"XX\"]=xx\n",
    "    df[\"YY\"]=yy\n",
    "    if epsg==\"EPSG:4326\":\n",
    "        df[\"coordonneeEtablissementGPS\"]=df[\"XX\"].astype(str)+\",\"+df[\"YY\"].astype(str)\n",
    "    else :\n",
    "        df[\"coordonneeEtablissementGPS\"]=df[\"YY\"].astype(str)+\",\"+df[\"XX\"].astype(str)\n",
    "    return df.drop_duplicates(\"siret\")\n",
    "coordonneeEtablissementGPS=pd.DataFrame(columns = [\"siret\",\"epsg\",\"coordonneeEtablissement\",\"X\",\"Y\",\"XX\",\"YY\",\"coordonneeEtablissementGPS\"])\n",
    "for epsg in coordonneeEtablissement[(~coordonneeEtablissement[\"epsg\"].isnull())][\"epsg\"].drop_duplicates():\n",
    "    A=convertGPS(coordonneeEtablissement[(coordonneeEtablissement[\"epsg\"]==epsg)],epsg)\n",
    "    coordonneeEtablissementGPS = pd.concat([coordonneeEtablissementGPS, A], axis=0, join='outer')\n",
    "coordonneeEtablissementGPS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "a1ab2eed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x=coordonneeEtablissementGPS['XX'], y=coordonneeEtablissementGPS['YY'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "29eee9f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "coordonneeEtablissementGPS=coordonneeEtablissementGPS[[\"siret\",\"coordonneeEtablissementGPS\"]]\n",
    "structures=pd.merge(structures,coordonneeEtablissementGPS,how='left',on='siret')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "14325398",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         BATIMENT I 80 ROUTE DES LUCIOLES 06560 VALBONNE\n",
       "1            46 RUE DE LA TELEMATIQUE 42000 SAINT-ETIENNE\n",
       "2                   2 PLACE EDMOND REGNAULT 26000 VALENCE\n",
       "3               39 RUE DE LA CHAUSSEE D'ANTIN 75009 PARIS\n",
       "4        14 AVENUE DU GENERAL DE GAULLE 94160 SAINT-MANDE\n",
       "                              ...                        \n",
       "6427                 006-014 6 RUE LA PEROUSE 75016 PARIS\n",
       "6428    ZI PARIS NORD II 90 RUE DES VANESSES 93420 VIL...\n",
       "6429            1 MAIL DES 20 000 LIEUES 44340 BOUGUENAIS\n",
       "6430                50-51 50 ALLEES MARINES 64100 BAYONNE\n",
       "6431               2 RUE D'ALSACE LORRAINE 31000 TOULOUSE\n",
       "Name: Adresse, Length: 6432, dtype: object"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "structures[\"Adresse\"]=structures[['complementAdresseEtablissement','numeroVoieEtablissement','typeVoieEtablissement','libelleVoieEtablissement','codePostalEtablissement','libelleCommuneEtablissement']].agg(lambda x:' '.join(x.dropna().astype(str)), axis=1)\n",
    "structures[\"Adresse\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "dfd1be89",
   "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>siren</th>\n",
       "      <th>siret</th>\n",
       "      <th>statut</th>\n",
       "      <th>message</th>\n",
       "      <th>etablissementSiege</th>\n",
       "      <th>dateCreationEtablissement</th>\n",
       "      <th>dateDernierTraitementEtablissement</th>\n",
       "      <th>etatAdministratifUniteLegale</th>\n",
       "      <th>dateCreationUniteLegale</th>\n",
       "      <th>siretSiege</th>\n",
       "      <th>...</th>\n",
       "      <th>identifiantAdresseEtablissement</th>\n",
       "      <th>codeCommuneEtablissement</th>\n",
       "      <th>sigleUniteLegale</th>\n",
       "      <th>dernierNumeroVoieEtablissement</th>\n",
       "      <th>codePaysEtrangerEtablissement</th>\n",
       "      <th>libellePaysEtrangerEtablissement</th>\n",
       "      <th>libelleCommuneEtrangerEtablissement</th>\n",
       "      <th>epsg</th>\n",
       "      <th>coordonneeEtablissementGPS</th>\n",
       "      <th>Adresse</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>799066618</td>\n",
       "      <td>79906661800031</td>\n",
       "      <td>200</td>\n",
       "      <td>OK</td>\n",
       "      <td>True</td>\n",
       "      <td>2024-07-05</td>\n",
       "      <td>2024-11-22T14:05:38.787</td>\n",
       "      <td>A</td>\n",
       "      <td>2013-12-06</td>\n",
       "      <td>79906661800031</td>\n",
       "      <td>...</td>\n",
       "      <td>061520195_B</td>\n",
       "      <td>06152</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>43.6141899674233,7.04736900349428</td>\n",
       "      <td>BATIMENT I 80 ROUTE DES LUCIOLES 06560 VALBONNE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>390220119</td>\n",
       "      <td>39022011900049</td>\n",
       "      <td>200</td>\n",
       "      <td>OK</td>\n",
       "      <td>True</td>\n",
       "      <td>2024-11-20</td>\n",
       "      <td>2024-12-02T17:16:27.771</td>\n",
       "      <td>A</td>\n",
       "      <td>1993-01-29</td>\n",
       "      <td>39022011900049</td>\n",
       "      <td>...</td>\n",
       "      <td>422188363_B</td>\n",
       "      <td>42218</td>\n",
       "      <td>S&amp;CC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>45.45731003636182,4.396336025955309</td>\n",
       "      <td>46 RUE DE LA TELEMATIQUE 42000 SAINT-ETIENNE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>538758236</td>\n",
       "      <td>53875823600052</td>\n",
       "      <td>200</td>\n",
       "      <td>OK</td>\n",
       "      <td>True</td>\n",
       "      <td>2024-06-18</td>\n",
       "      <td>2024-12-02T09:54:12.037</td>\n",
       "      <td>A</td>\n",
       "      <td>2011-12-12</td>\n",
       "      <td>53875823600052</td>\n",
       "      <td>...</td>\n",
       "      <td>263622842_B</td>\n",
       "      <td>26362</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>44.928855011344815,4.929441941065717</td>\n",
       "      <td>2 PLACE EDMOND REGNAULT 26000 VALENCE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>497511923</td>\n",
       "      <td>49751192300052</td>\n",
       "      <td>200</td>\n",
       "      <td>OK</td>\n",
       "      <td>True</td>\n",
       "      <td>2024-04-01</td>\n",
       "      <td>2024-12-02T10:44:40.671</td>\n",
       "      <td>A</td>\n",
       "      <td>2007-04-03</td>\n",
       "      <td>49751192300052</td>\n",
       "      <td>...</td>\n",
       "      <td>751091949_B</td>\n",
       "      <td>75109</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>48.87497696179399,2.33230402380858</td>\n",
       "      <td>39 RUE DE LA CHAUSSEE D'ANTIN 75009 PARIS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>879223923</td>\n",
       "      <td>87922392300035</td>\n",
       "      <td>200</td>\n",
       "      <td>OK</td>\n",
       "      <td>True</td>\n",
       "      <td>2024-10-24</td>\n",
       "      <td>2024-11-29T12:01:02.192</td>\n",
       "      <td>A</td>\n",
       "      <td>2019-09-15</td>\n",
       "      <td>87922392300035</td>\n",
       "      <td>...</td>\n",
       "      <td>940674137_B</td>\n",
       "      <td>94067</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>48.84518701681063,2.4174589727800364</td>\n",
       "      <td>14 AVENUE DU GENERAL DE GAULLE 94160 SAINT-MANDE</td>\n",
       "    </tr>\n",
       "    <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",
       "      <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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6427</th>\n",
       "      <td>784617011</td>\n",
       "      <td>78461701100027</td>\n",
       "      <td>200</td>\n",
       "      <td>OK</td>\n",
       "      <td>True</td>\n",
       "      <td>1989-08-01</td>\n",
       "      <td>2024-03-30T11:35:14.175</td>\n",
       "      <td>A</td>\n",
       "      <td>1900-01-01</td>\n",
       "      <td>78461701100027</td>\n",
       "      <td>...</td>\n",
       "      <td>751165336_B</td>\n",
       "      <td>75116</td>\n",
       "      <td>CHEC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>48.869006,2.2928729999999997</td>\n",
       "      <td>006-014 6 RUE LA PEROUSE 75016 PARIS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6428</th>\n",
       "      <td>784756413</td>\n",
       "      <td>78475641300117</td>\n",
       "      <td>200</td>\n",
       "      <td>OK</td>\n",
       "      <td>True</td>\n",
       "      <td>1992-09-01</td>\n",
       "      <td>2024-03-30T12:24:38.895</td>\n",
       "      <td>A</td>\n",
       "      <td>1900-01-01</td>\n",
       "      <td>78475641300117</td>\n",
       "      <td>...</td>\n",
       "      <td>930781367_B</td>\n",
       "      <td>93078</td>\n",
       "      <td>IS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>48.971945,2.5053859999999992</td>\n",
       "      <td>ZI PARIS NORD II 90 RUE DES VANESSES 93420 VIL...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6429</th>\n",
       "      <td>750801771</td>\n",
       "      <td>75080177100023</td>\n",
       "      <td>200</td>\n",
       "      <td>OK</td>\n",
       "      <td>True</td>\n",
       "      <td>2022-07-01</td>\n",
       "      <td>2024-03-30T00:35:39.567</td>\n",
       "      <td>A</td>\n",
       "      <td>2012-03-07</td>\n",
       "      <td>75080177100023</td>\n",
       "      <td>...</td>\n",
       "      <td>440201993_B</td>\n",
       "      <td>44020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>47.157306,-1.5915709999999998</td>\n",
       "      <td>1 MAIL DES 20 000 LIEUES 44340 BOUGUENAIS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6430</th>\n",
       "      <td>186400057</td>\n",
       "      <td>18640005700011</td>\n",
       "      <td>200</td>\n",
       "      <td>OK</td>\n",
       "      <td>True</td>\n",
       "      <td>1983-09-27</td>\n",
       "      <td>2024-03-30T18:41:10.472</td>\n",
       "      <td>A</td>\n",
       "      <td>1948-06-14</td>\n",
       "      <td>18640005700011</td>\n",
       "      <td>...</td>\n",
       "      <td>641020065_B</td>\n",
       "      <td>64102</td>\n",
       "      <td>CCI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>43.49888100000001,-1.4886939999999984</td>\n",
       "      <td>50-51 50 ALLEES MARINES 64100 BAYONNE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6431</th>\n",
       "      <td>183100023</td>\n",
       "      <td>18310002300013</td>\n",
       "      <td>200</td>\n",
       "      <td>OK</td>\n",
       "      <td>True</td>\n",
       "      <td>1983-08-10</td>\n",
       "      <td>2024-03-30T12:56:53.770</td>\n",
       "      <td>A</td>\n",
       "      <td>1982-01-01</td>\n",
       "      <td>18310002300013</td>\n",
       "      <td>...</td>\n",
       "      <td>315550224_B</td>\n",
       "      <td>31555</td>\n",
       "      <td>CCIT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>43.59972,1.445748</td>\n",
       "      <td>2 RUE D'ALSACE LORRAINE 31000 TOULOUSE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6432 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          siren           siret  statut message etablissementSiege  \\\n",
       "0     799066618  79906661800031     200      OK               True   \n",
       "1     390220119  39022011900049     200      OK               True   \n",
       "2     538758236  53875823600052     200      OK               True   \n",
       "3     497511923  49751192300052     200      OK               True   \n",
       "4     879223923  87922392300035     200      OK               True   \n",
       "...         ...             ...     ...     ...                ...   \n",
       "6427  784617011  78461701100027     200      OK               True   \n",
       "6428  784756413  78475641300117     200      OK               True   \n",
       "6429  750801771  75080177100023     200      OK               True   \n",
       "6430  186400057  18640005700011     200      OK               True   \n",
       "6431  183100023  18310002300013     200      OK               True   \n",
       "\n",
       "     dateCreationEtablissement dateDernierTraitementEtablissement  \\\n",
       "0                   2024-07-05            2024-11-22T14:05:38.787   \n",
       "1                   2024-11-20            2024-12-02T17:16:27.771   \n",
       "2                   2024-06-18            2024-12-02T09:54:12.037   \n",
       "3                   2024-04-01            2024-12-02T10:44:40.671   \n",
       "4                   2024-10-24            2024-11-29T12:01:02.192   \n",
       "...                        ...                                ...   \n",
       "6427                1989-08-01            2024-03-30T11:35:14.175   \n",
       "6428                1992-09-01            2024-03-30T12:24:38.895   \n",
       "6429                2022-07-01            2024-03-30T00:35:39.567   \n",
       "6430                1983-09-27            2024-03-30T18:41:10.472   \n",
       "6431                1983-08-10            2024-03-30T12:56:53.770   \n",
       "\n",
       "     etatAdministratifUniteLegale dateCreationUniteLegale      siretSiege  \\\n",
       "0                               A              2013-12-06  79906661800031   \n",
       "1                               A              1993-01-29  39022011900049   \n",
       "2                               A              2011-12-12  53875823600052   \n",
       "3                               A              2007-04-03  49751192300052   \n",
       "4                               A              2019-09-15  87922392300035   \n",
       "...                           ...                     ...             ...   \n",
       "6427                            A              1900-01-01  78461701100027   \n",
       "6428                            A              1900-01-01  78475641300117   \n",
       "6429                            A              2012-03-07  75080177100023   \n",
       "6430                            A              1948-06-14  18640005700011   \n",
       "6431                            A              1982-01-01  18310002300013   \n",
       "\n",
       "      ... identifiantAdresseEtablissement codeCommuneEtablissement  \\\n",
       "0     ...                     061520195_B                    06152   \n",
       "1     ...                     422188363_B                    42218   \n",
       "2     ...                     263622842_B                    26362   \n",
       "3     ...                     751091949_B                    75109   \n",
       "4     ...                     940674137_B                    94067   \n",
       "...   ...                             ...                      ...   \n",
       "6427  ...                     751165336_B                    75116   \n",
       "6428  ...                     930781367_B                    93078   \n",
       "6429  ...                     440201993_B                    44020   \n",
       "6430  ...                     641020065_B                    64102   \n",
       "6431  ...                     315550224_B                    31555   \n",
       "\n",
       "     sigleUniteLegale dernierNumeroVoieEtablissement  \\\n",
       "0                 NaN                            NaN   \n",
       "1                S&CC                            NaN   \n",
       "2                 NaN                            NaN   \n",
       "3                 NaN                             41   \n",
       "4                 NaN                            NaN   \n",
       "...               ...                            ...   \n",
       "6427             CHEC                            NaN   \n",
       "6428               IS                            NaN   \n",
       "6429              NaN                            NaN   \n",
       "6430              CCI                            NaN   \n",
       "6431             CCIT                            NaN   \n",
       "\n",
       "     codePaysEtrangerEtablissement libellePaysEtrangerEtablissement  \\\n",
       "0                              NaN                              NaN   \n",
       "1                              NaN                              NaN   \n",
       "2                              NaN                              NaN   \n",
       "3                              NaN                              NaN   \n",
       "4                              NaN                              NaN   \n",
       "...                            ...                              ...   \n",
       "6427                           NaN                              NaN   \n",
       "6428                           NaN                              NaN   \n",
       "6429                           NaN                              NaN   \n",
       "6430                           NaN                              NaN   \n",
       "6431                           NaN                              NaN   \n",
       "\n",
       "     libelleCommuneEtrangerEtablissement       epsg  \\\n",
       "0                                    NaN  EPSG:2154   \n",
       "1                                    NaN  EPSG:2154   \n",
       "2                                    NaN  EPSG:2154   \n",
       "3                                    NaN  EPSG:2154   \n",
       "4                                    NaN  EPSG:2154   \n",
       "...                                  ...        ...   \n",
       "6427                                 NaN  EPSG:2154   \n",
       "6428                                 NaN  EPSG:2154   \n",
       "6429                                 NaN  EPSG:2154   \n",
       "6430                                 NaN  EPSG:2154   \n",
       "6431                                 NaN  EPSG:2154   \n",
       "\n",
       "                 coordonneeEtablissementGPS  \\\n",
       "0         43.6141899674233,7.04736900349428   \n",
       "1       45.45731003636182,4.396336025955309   \n",
       "2      44.928855011344815,4.929441941065717   \n",
       "3        48.87497696179399,2.33230402380858   \n",
       "4      48.84518701681063,2.4174589727800364   \n",
       "...                                     ...   \n",
       "6427           48.869006,2.2928729999999997   \n",
       "6428           48.971945,2.5053859999999992   \n",
       "6429          47.157306,-1.5915709999999998   \n",
       "6430  43.49888100000001,-1.4886939999999984   \n",
       "6431                      43.59972,1.445748   \n",
       "\n",
       "                                                Adresse  \n",
       "0       BATIMENT I 80 ROUTE DES LUCIOLES 06560 VALBONNE  \n",
       "1          46 RUE DE LA TELEMATIQUE 42000 SAINT-ETIENNE  \n",
       "2                 2 PLACE EDMOND REGNAULT 26000 VALENCE  \n",
       "3             39 RUE DE LA CHAUSSEE D'ANTIN 75009 PARIS  \n",
       "4      14 AVENUE DU GENERAL DE GAULLE 94160 SAINT-MANDE  \n",
       "...                                                 ...  \n",
       "6427               006-014 6 RUE LA PEROUSE 75016 PARIS  \n",
       "6428  ZI PARIS NORD II 90 RUE DES VANESSES 93420 VIL...  \n",
       "6429          1 MAIL DES 20 000 LIEUES 44340 BOUGUENAIS  \n",
       "6430              50-51 50 ALLEES MARINES 64100 BAYONNE  \n",
       "6431             2 RUE D'ALSACE LORRAINE 31000 TOULOUSE  \n",
       "\n",
       "[6432 rows x 29 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "structures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "0df1e648",
   "metadata": {},
   "outputs": [],
   "source": [
    "writer = pd.ExcelWriter(dir_output+\"structures_\"+datetime.now().strftime('%Y-%m-%d')+\".xlsx\", engine='xlsxwriter')\n",
    "structures.to_excel(writer,sheet_name=\"data\", index=False)\n",
    "writer.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "6481f0a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>active</th>\n",
       "      <th>type</th>\n",
       "      <th>siret</th>\n",
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       "      <th>libelleCommuneEtrangerEtablissement</th>\n",
       "      <th>epsg</th>\n",
       "      <th>coordonneeEtablissementGPS</th>\n",
       "      <th>Adresse</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>True</td>\n",
       "      <td>siret</td>\n",
       "      <td>79906661800031</td>\n",
       "      <td>9unA5</td>\n",
       "      <td>{'firstName': 'Yann', 'lastName': 'Caradec', '...</td>\n",
       "      <td>2024-12-04T10:00:07.041Z</td>\n",
       "      <td>qaij7f8an2y9wbu</td>\n",
       "      <td>2024-11-01</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>061520195_B</td>\n",
       "      <td>06152</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>43.6141899674233,7.04736900349428</td>\n",
       "      <td>BATIMENT I 80 ROUTE DES LUCIOLES 06560 VALBONNE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>True</td>\n",
       "      <td>siret</td>\n",
       "      <td>39022011900049</td>\n",
       "      <td>zh675</td>\n",
       "      <td>{'firstName': 'Yann', 'lastName': 'Caradec', '...</td>\n",
       "      <td>2024-12-03T19:29:44.035Z</td>\n",
       "      <td>emc4pvrae5ybtvq</td>\n",
       "      <td>2024-11-20</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>422188363_B</td>\n",
       "      <td>42218</td>\n",
       "      <td>S&amp;CC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>45.45731003636182,4.396336025955309</td>\n",
       "      <td>46 RUE DE LA TELEMATIQUE 42000 SAINT-ETIENNE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>True</td>\n",
       "      <td>siret</td>\n",
       "      <td>53875823600052</td>\n",
       "      <td>br3Cc</td>\n",
       "      <td>{'firstName': 'Yann', 'lastName': 'Caradec', '...</td>\n",
       "      <td>2024-12-03T19:01:49.249Z</td>\n",
       "      <td>bxu25ct7tt22rub</td>\n",
       "      <td>2024-06-18</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>263622842_B</td>\n",
       "      <td>26362</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>44.928855011344815,4.929441941065717</td>\n",
       "      <td>2 PLACE EDMOND REGNAULT 26000 VALENCE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>True</td>\n",
       "      <td>siret</td>\n",
       "      <td>49751192300052</td>\n",
       "      <td>emqo9</td>\n",
       "      <td>{'firstName': 'Yann', 'lastName': 'Caradec', '...</td>\n",
       "      <td>2024-12-03T18:57:54.145Z</td>\n",
       "      <td>8jwgknfyemkpucn</td>\n",
       "      <td>2024-04-01</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>751091949_B</td>\n",
       "      <td>75109</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>48.87497696179399,2.33230402380858</td>\n",
       "      <td>39 RUE DE LA CHAUSSEE D'ANTIN 75009 PARIS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>True</td>\n",
       "      <td>siret</td>\n",
       "      <td>87922392300035</td>\n",
       "      <td>xYJ6W</td>\n",
       "      <td>{'firstName': 'Yann', 'lastName': 'Caradec', '...</td>\n",
       "      <td>2024-12-02T10:42:17.009Z</td>\n",
       "      <td>j0rwt7x7o7zzjzz</td>\n",
       "      <td>2024-10-24</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>940674137_B</td>\n",
       "      <td>94067</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>48.84518701681063,2.4174589727800364</td>\n",
       "      <td>14 AVENUE DU GENERAL DE GAULLE 94160 SAINT-MANDE</td>\n",
       "    </tr>\n",
       "    <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",
       "      <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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6302</th>\n",
       "      <td>True</td>\n",
       "      <td>siret</td>\n",
       "      <td>19133340000015</td>\n",
       "      <td>1tI7C</td>\n",
       "      <td>{'firstName': 'Migration', 'lastName': 'V1', '...</td>\n",
       "      <td>2022-11-29T18:51:27.578Z</td>\n",
       "      <td>1iS0Maw0viOj9am</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>132133746_B</td>\n",
       "      <td>13213</td>\n",
       "      <td>CENTRALE MARSEILLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>43.341539000000004,5.436390000000001</td>\n",
       "      <td>TECHNOPOLE CHATEAU GOMBERT 38 RUE FREDERIC JOL...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6303</th>\n",
       "      <td>True</td>\n",
       "      <td>siret</td>\n",
       "      <td>19101060200032</td>\n",
       "      <td>8tVLr</td>\n",
       "      <td>{'firstName': 'Migration', 'lastName': 'V1', '...</td>\n",
       "      <td>2022-11-29T18:51:26.539Z</td>\n",
       "      <td>RYLD0h34ZT4QFf7</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>10387adwl_B</td>\n",
       "      <td>10387</td>\n",
       "      <td>UTT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>48.272346000000006,4.07644</td>\n",
       "      <td>12 RUE MARIE CURIE 10000 TROYES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6304</th>\n",
       "      <td>False</td>\n",
       "      <td>siret</td>\n",
       "      <td>19060931300019</td>\n",
       "      <td>7CYWd</td>\n",
       "      <td>{'firstName': 'Migration', 'lastName': 'V1', '...</td>\n",
       "      <td>2022-11-29T18:51:26.155Z</td>\n",
       "      <td>yJld3FADbXaLsw9</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>06088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GRAND CHATEAU 28 AV VALROSE 06000 NICE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6305</th>\n",
       "      <td>False</td>\n",
       "      <td>siret</td>\n",
       "      <td>59702084100016</td>\n",
       "      <td>18120</td>\n",
       "      <td>{'firstName': 'Migration', 'lastName': 'V1', '...</td>\n",
       "      <td>2022-11-29T18:51:23.386Z</td>\n",
       "      <td>d2YbUlEQY0wIIxf</td>\n",
       "      <td>None</td>\n",
       "      <td>2021-11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>412170100_B</td>\n",
       "      <td>41217</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>47.33232099999999,1.2000629999999999</td>\n",
       "      <td>23 ROUTE DE TOURS 41400 SAINT-JULIEN-DE-CHEDON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6306</th>\n",
       "      <td>True</td>\n",
       "      <td>siret</td>\n",
       "      <td>59702084101253</td>\n",
       "      <td>18120</td>\n",
       "      <td>{'firstName': 'Migration', 'lastName': 'V1', '...</td>\n",
       "      <td>2022-11-29T18:51:22.502Z</td>\n",
       "      <td>8LeuIdSjm3DhuN4</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>940549300_B</td>\n",
       "      <td>94054</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EPSG:2154</td>\n",
       "      <td>48.73198500000001,2.3710709999999997</td>\n",
       "      <td>IMMEUBLE BELAIA AEROGARE 7 AVENUE DE L’UNION 9...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6307 rows × 43 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     active   type           siret resourceId  \\\n",
       "0      True  siret  79906661800031      9unA5   \n",
       "1      True  siret  39022011900049      zh675   \n",
       "2      True  siret  53875823600052      br3Cc   \n",
       "3      True  siret  49751192300052      emqo9   \n",
       "4      True  siret  87922392300035      xYJ6W   \n",
       "...     ...    ...             ...        ...   \n",
       "6302   True  siret  19133340000015      1tI7C   \n",
       "6303   True  siret  19101060200032      8tVLr   \n",
       "6304  False  siret  19060931300019      7CYWd   \n",
       "6305  False  siret  59702084100016      18120   \n",
       "6306   True  siret  59702084101253      18120   \n",
       "\n",
       "                                              createdBy  \\\n",
       "0     {'firstName': 'Yann', 'lastName': 'Caradec', '...   \n",
       "1     {'firstName': 'Yann', 'lastName': 'Caradec', '...   \n",
       "2     {'firstName': 'Yann', 'lastName': 'Caradec', '...   \n",
       "3     {'firstName': 'Yann', 'lastName': 'Caradec', '...   \n",
       "4     {'firstName': 'Yann', 'lastName': 'Caradec', '...   \n",
       "...                                                 ...   \n",
       "6302  {'firstName': 'Migration', 'lastName': 'V1', '...   \n",
       "6303  {'firstName': 'Migration', 'lastName': 'V1', '...   \n",
       "6304  {'firstName': 'Migration', 'lastName': 'V1', '...   \n",
       "6305  {'firstName': 'Migration', 'lastName': 'V1', '...   \n",
       "6306  {'firstName': 'Migration', 'lastName': 'V1', '...   \n",
       "\n",
       "                     createdAt               id   startDate  endDate  \\\n",
       "0     2024-12-04T10:00:07.041Z  qaij7f8an2y9wbu  2024-11-01     None   \n",
       "1     2024-12-03T19:29:44.035Z  emc4pvrae5ybtvq  2024-11-20     None   \n",
       "2     2024-12-03T19:01:49.249Z  bxu25ct7tt22rub  2024-06-18     None   \n",
       "3     2024-12-03T18:57:54.145Z  8jwgknfyemkpucn  2024-04-01     None   \n",
       "4     2024-12-02T10:42:17.009Z  j0rwt7x7o7zzjzz  2024-10-24     None   \n",
       "...                        ...              ...         ...      ...   \n",
       "6302  2022-11-29T18:51:27.578Z  1iS0Maw0viOj9am        None     None   \n",
       "6303  2022-11-29T18:51:26.539Z  RYLD0h34ZT4QFf7        None     None   \n",
       "6304  2022-11-29T18:51:26.155Z  yJld3FADbXaLsw9        None     None   \n",
       "6305  2022-11-29T18:51:23.386Z  d2YbUlEQY0wIIxf        None  2021-11   \n",
       "6306  2022-11-29T18:51:22.502Z  8LeuIdSjm3DhuN4        None     None   \n",
       "\n",
       "     updatedBy  ... identifiantAdresseEtablissement codeCommuneEtablissement  \\\n",
       "0          NaN  ...                     061520195_B                    06152   \n",
       "1          NaN  ...                     422188363_B                    42218   \n",
       "2          NaN  ...                     263622842_B                    26362   \n",
       "3          NaN  ...                     751091949_B                    75109   \n",
       "4          NaN  ...                     940674137_B                    94067   \n",
       "...        ...  ...                             ...                      ...   \n",
       "6302       NaN  ...                     132133746_B                    13213   \n",
       "6303       NaN  ...                     10387adwl_B                    10387   \n",
       "6304       NaN  ...                             NaN                    06088   \n",
       "6305       NaN  ...                     412170100_B                    41217   \n",
       "6306       NaN  ...                     940549300_B                    94054   \n",
       "\n",
       "        sigleUniteLegale dernierNumeroVoieEtablissement  \\\n",
       "0                    NaN                            NaN   \n",
       "1                   S&CC                            NaN   \n",
       "2                    NaN                            NaN   \n",
       "3                    NaN                             41   \n",
       "4                    NaN                            NaN   \n",
       "...                  ...                            ...   \n",
       "6302  CENTRALE MARSEILLE                            NaN   \n",
       "6303                 UTT                            NaN   \n",
       "6304                 NaN                            NaN   \n",
       "6305                 NaN                            NaN   \n",
       "6306                 NaN                            NaN   \n",
       "\n",
       "     codePaysEtrangerEtablissement libellePaysEtrangerEtablissement  \\\n",
       "0                              NaN                              NaN   \n",
       "1                              NaN                              NaN   \n",
       "2                              NaN                              NaN   \n",
       "3                              NaN                              NaN   \n",
       "4                              NaN                              NaN   \n",
       "...                            ...                              ...   \n",
       "6302                           NaN                              NaN   \n",
       "6303                           NaN                              NaN   \n",
       "6304                           NaN                              NaN   \n",
       "6305                           NaN                              NaN   \n",
       "6306                           NaN                              NaN   \n",
       "\n",
       "      libelleCommuneEtrangerEtablissement       epsg  \\\n",
       "0                                     NaN  EPSG:2154   \n",
       "1                                     NaN  EPSG:2154   \n",
       "2                                     NaN  EPSG:2154   \n",
       "3                                     NaN  EPSG:2154   \n",
       "4                                     NaN  EPSG:2154   \n",
       "...                                   ...        ...   \n",
       "6302                                  NaN  EPSG:2154   \n",
       "6303                                  NaN  EPSG:2154   \n",
       "6304                                  NaN  EPSG:2154   \n",
       "6305                                  NaN  EPSG:2154   \n",
       "6306                                  NaN  EPSG:2154   \n",
       "\n",
       "                coordonneeEtablissementGPS  \\\n",
       "0        43.6141899674233,7.04736900349428   \n",
       "1      45.45731003636182,4.396336025955309   \n",
       "2     44.928855011344815,4.929441941065717   \n",
       "3       48.87497696179399,2.33230402380858   \n",
       "4     48.84518701681063,2.4174589727800364   \n",
       "...                                    ...   \n",
       "6302  43.341539000000004,5.436390000000001   \n",
       "6303            48.272346000000006,4.07644   \n",
       "6304                                   NaN   \n",
       "6305  47.33232099999999,1.2000629999999999   \n",
       "6306  48.73198500000001,2.3710709999999997   \n",
       "\n",
       "                                                Adresse  \n",
       "0       BATIMENT I 80 ROUTE DES LUCIOLES 06560 VALBONNE  \n",
       "1          46 RUE DE LA TELEMATIQUE 42000 SAINT-ETIENNE  \n",
       "2                 2 PLACE EDMOND REGNAULT 26000 VALENCE  \n",
       "3             39 RUE DE LA CHAUSSEE D'ANTIN 75009 PARIS  \n",
       "4      14 AVENUE DU GENERAL DE GAULLE 94160 SAINT-MANDE  \n",
       "...                                                 ...  \n",
       "6302  TECHNOPOLE CHATEAU GOMBERT 38 RUE FREDERIC JOL...  \n",
       "6303                    12 RUE MARIE CURIE 10000 TROYES  \n",
       "6304             GRAND CHATEAU 28 AV VALROSE 06000 NICE  \n",
       "6305     23 ROUTE DE TOURS 41400 SAINT-JULIEN-DE-CHEDON  \n",
       "6306  IMMEUBLE BELAIA AEROGARE 7 AVENUE DE L’UNION 9...  \n",
       "\n",
       "[6307 rows x 43 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "les__structures=pd.merge(sirets,structures,how='left',on=['siret'])\n",
    "les__adresse=les__structures[[\"siret\",\"Adresse\",\"coordonneeEtablissementGPS\"]].drop_duplicates('siret')\n",
    "les__adresse=les__adresse.rename(columns={\"siret\": \"dern_numero_siret\"})\n",
    "les__structures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "85c73ce6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "drwx---r-x    2 25811      users              17 Dec  5 17:52 .\n",
      "drwx---r-x    2 25811      users              17 Dec  5 17:52 ..\n",
      "-rw----r--    1 25811      users          603138 Mar  5  2024 CII.xlsx\n",
      "-rw----r--    1 25811      users         3435698 Mar  5  2024 CIR.xlsx\n",
      "-rw----r--    1 25811      users           41003 Mar  5  2024 ORGANISMES.xlsx\n",
      "-rw----r--    1 25811      users         1678436 Mar  5  2024 _CII.xlsx\n",
      "-rw----r--    1 25811      users         8777350 Mar  5  2024 _CIR.xlsx\n",
      "-rw----r--    1 25811      users           79559 Mar  5  2024 _ORGANISMES.xlsx\n",
      "-rw----r--    1 25811      users          244292 Nov 22 10:13 biblio.xlsx\n",
      "-rw----r--    1 25811      users           21901 Dec  4 11:42 cc.xlsx\n",
      "-rw----r--    1 25811      users           85615 Nov 21 10:26 evt_data.xlsx\n",
      "-rw----r--    1 25811      users          400112 Jul 23 10:08 les_princ_etabs_infos.xlsx\n",
      "-rw----r--    1 25811      users         2073302 Dec  5 17:52 les_structures.xlsx\n",
      "-rw----r--    1 25811      users         3220155 Dec  4 10:06 maj_structures_sirene.xlsx\n",
      "-rw----r--    1 25811      users         3145579 Dec  2 11:46 piaweb.xlsx\n",
      "-rw----r--    1 25811      users           91953 Nov 21 10:26 prt_data.xlsx\n",
      "-rw----r--    1 25811      users            7169 Dec  4 09:55 siret_a_fermer.xlsx\n",
      "None\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'221-Goodbye. You uploaded 2025 and downloaded 0 kbytes.\\n221 Logout.'"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filename_in = dir_output+\"les_structures_\"+datetime.now().strftime('%Y-%m-%d')+\".xlsx\"\n",
    "writer = pd.ExcelWriter(filename_in, engine='xlsxwriter')\n",
    "les__structures.to_excel(writer,sheet_name=\"data\", index=False)\n",
    "writer.close()\n",
    "ftp_server = ftplib.FTP(ftp_HOSTNAME, ftp_USERNAME, ftp_PASSWORD)\n",
    "filename_out = \"les_structures.xlsx\"\n",
    "with open(filename_in, \"rb\") as file:\n",
    "    ftp_server.storbinary(f\"STOR {filename_out}\", file)\n",
    "print(ftp_server.dir())\n",
    "ftp_server.quit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "dfe9c2e9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "drwx---r-x    2 25811      users              17 Dec  5 17:52 .\n",
      "drwx---r-x    2 25811      users              17 Dec  5 17:52 ..\n",
      "-rw----r--    1 25811      users          603138 Mar  5  2024 CII.xlsx\n",
      "-rw----r--    1 25811      users         3435698 Mar  5  2024 CIR.xlsx\n",
      "-rw----r--    1 25811      users           41003 Mar  5  2024 ORGANISMES.xlsx\n",
      "-rw----r--    1 25811      users         1678436 Mar  5  2024 _CII.xlsx\n",
      "-rw----r--    1 25811      users         8777350 Mar  5  2024 _CIR.xlsx\n",
      "-rw----r--    1 25811      users           79559 Mar  5  2024 _ORGANISMES.xlsx\n",
      "-rw----r--    1 25811      users          244292 Nov 22 10:13 biblio.xlsx\n",
      "-rw----r--    1 25811      users           21901 Dec  4 11:42 cc.xlsx\n",
      "-rw----r--    1 25811      users           85615 Nov 21 10:26 evt_data.xlsx\n",
      "-rw----r--    1 25811      users          400112 Jul 23 10:08 les_princ_etabs_infos.xlsx\n",
      "-rw----r--    1 25811      users         2073302 Dec  5 17:52 les_structures.xlsx\n",
      "-rw----r--    1 25811      users         3220155 Dec  4 10:06 maj_structures_sirene.xlsx\n",
      "-rw----r--    1 25811      users         3145579 Dec  2 11:46 piaweb.xlsx\n",
      "-rw----r--    1 25811      users           91953 Nov 21 10:26 prt_data.xlsx\n",
      "-rw----r--    1 25811      users           10882 Dec  5 17:52 siret_a_fermer.xlsx\n",
      "None\n"
     ]
    },
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      "text/plain": [
       "     active   type           siret resourceId  \\\n",
       "3495   True  siret  89005681500016      sXpbq   \n",
       "873     NaN  siret  80389689300028      9wc3i   \n",
       "1971    NaN  siret  52162634100031      sr87d   \n",
       "2146    NaN  siret  87871911100014      1valx   \n",
       "2188    NaN  siret  88110142200015      zhgua   \n",
       "5188   True  siret  45327847500067      Ze5YB   \n",
       "2109    NaN  siret  90482027100016      tp7rz   \n",
       "3242   True  siret  79186482000034      5IjmS   \n",
       "1906    NaN  siret  91431592400011      ktqgv   \n",
       "2954    NaN  siret  43919697300036      9RchS   \n",
       "\n",
       "                                              createdBy  \\\n",
       "3495  {'firstName': 'Migration', 'lastName': 'V1', '...   \n",
       "873   {'firstName': 'Mialy', 'lastName': 'Rakotondra...   \n",
       "1971  {'firstName': 'Alexandra', 'lastName': 'Bounya...   \n",
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       "2188  {'firstName': 'Alexandra', 'lastName': 'Bounya...   \n",
       "5188  {'firstName': 'Migration', 'lastName': 'V1', '...   \n",
       "2109  {'firstName': 'Alexandra', 'lastName': 'Bounya...   \n",
       "3242  {'firstName': 'Migration', 'lastName': 'V1', '...   \n",
       "1906  {'firstName': 'Mialy', 'lastName': 'Rakotondra...   \n",
       "2954  {'firstName': 'Mihoub', 'lastName': 'Debache',...   \n",
       "\n",
       "                     createdAt               id   startDate endDate updatedBy  \\\n",
       "3495  2022-11-29T19:37:59.737Z  jYwq4W4S9sYXApD     2020-10    None       NaN   \n",
       "873   2024-07-16T10:58:35.700Z  9gmg0ygqa5f7sxs        None    None       NaN   \n",
       "1971  2024-01-15T15:26:34.100Z  wnvq4rx6j8yp835        None    None       NaN   \n",
       "2146  2024-01-15T15:10:55.198Z  m7swv6upwsj7pke        None    None       NaN   \n",
       "2188  2024-01-15T15:04:45.122Z  b2h17q57dzwje4w        None    None       NaN   \n",
       "5188  2022-11-29T19:08:47.314Z  ejMum4VisUG68tv  2004-04-27    None       NaN   \n",
       "2109  2024-01-15T15:12:22.283Z  rl9wdmlxdqkkfnu        None    None       NaN   \n",
       "3242  2022-11-29T19:38:34.707Z  bpo9y6uy3nO69E4     2013-02    None       NaN   \n",
       "1906  2024-01-29T09:36:00.882Z  7oztdp5iq2nrhi2        None    None       NaN   \n",
       "2954  2023-03-21T15:24:02.382Z  5nrhATuHcRbgj51        None    None       NaN   \n",
       "\n",
       "      ... identifiantAdresseEtablissement codeCommuneEtablissement  \\\n",
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       "2954  ...                             NaN                    91228   \n",
       "\n",
       "     sigleUniteLegale dernierNumeroVoieEtablissement  \\\n",
       "3495              NaN                            NaN   \n",
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       "5188              NaN                            NaN   \n",
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       "\n",
       "     codePaysEtrangerEtablissement libellePaysEtrangerEtablissement  \\\n",
       "3495                           NaN                              NaN   \n",
       "873                            NaN                              NaN   \n",
       "1971                           NaN                              NaN   \n",
       "2146                           NaN                              NaN   \n",
       "2188                           NaN                              NaN   \n",
       "5188                           NaN                              NaN   \n",
       "2109                           NaN                              NaN   \n",
       "3242                           NaN                              NaN   \n",
       "1906                           NaN                              NaN   \n",
       "2954                           NaN                              NaN   \n",
       "\n",
       "      libelleCommuneEtrangerEtablissement       epsg  \\\n",
       "3495                                  NaN  EPSG:2154   \n",
       "873                                   NaN  EPSG:2154   \n",
       "1971                                  NaN  EPSG:2154   \n",
       "2146                                  NaN  EPSG:2154   \n",
       "2188                                  NaN  EPSG:2154   \n",
       "5188                                  NaN  EPSG:2154   \n",
       "2109                                  NaN  EPSG:2154   \n",
       "3242                                  NaN  EPSG:2154   \n",
       "1906                                  NaN  EPSG:2154   \n",
       "2954                                  NaN  EPSG:2154   \n",
       "\n",
       "                coordonneeEtablissementGPS  \\\n",
       "3495          48.864115,2.3669249999999997   \n",
       "873             43.27485299999999,5.430648   \n",
       "1971           43.099339000000015,5.852053   \n",
       "2146           45.754003999999995,4.856114   \n",
       "2188  43.56918300000001,1.4661060000000004   \n",
       "5188           45.191772,5.712371999999999   \n",
       "2109   45.76221900000001,4.834230000000001   \n",
       "3242           47.35832,0.7747800000000011   \n",
       "1906            48.713066000000005,2.20971   \n",
       "2954                                   NaN   \n",
       "\n",
       "                                                Adresse  \n",
       "3495                         122 RUE AMELOT 75011 PARIS  \n",
       "873       102 BOULEVARD DES GRANDS PINS 13010 MARSEILLE  \n",
       "1971  ENTREE A 945 AVENUE MARECHAL JUIN 83140 SIX-FO...  \n",
       "2146                   59 RUE DE L'ABONDANCE 69003 LYON  \n",
       "2188         INSA 135 AVENUE DE RANGUEIL 31400 TOULOUSE  \n",
       "5188  6EME ETAGE 3 AVENUE DOYEN LOUIS WEIL 38000 GRE...  \n",
       "2109        57 RUE PRESIDENT EDOUARD HERRIOT 69002 LYON  \n",
       "3242                     4 ALLEE DE CHINON 37270 LARCAY  \n",
       "1906  STOP&WORK-LE PLAYGROUND PARIS-SACLAY 3 BOULEVA...  \n",
       "2954  CAMPUS3 PEPINIERE GENOPOLE ENTREPRISES 4 RUE P...  \n",
       "\n",
       "[10 rows x 43 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "siret_a_fermer=les__structures[((les__structures[\"active\"]!=False)&(les__structures[\"etatAdministratifUniteLegale\"]==\"C\"))]\n",
    "siret_a_fermer=siret_a_fermer.sort_values('dateDernierTraitementEtablissement',ascending=False)\n",
    "filename_in = dir_output+\"siret_a_fermer_\"+datetime.now().strftime('%Y-%m-%d')+\".xlsx\"\n",
    "writer = pd.ExcelWriter(filename_in, engine='xlsxwriter')\n",
    "siret_a_fermer.to_excel(writer,sheet_name=\"data\", index=False)\n",
    "writer.close()\n",
    "ftp_server = ftplib.FTP(ftp_HOSTNAME, ftp_USERNAME, ftp_PASSWORD)\n",
    "filename_out = \"siret_a_fermer.xlsx\"\n",
    "with open(filename_in, \"rb\") as file:\n",
    "    ftp_server.storbinary(f\"STOR {filename_out}\", file)\n",
    "print(ftp_server.dir())\n",
    "ftp_server.quit()\n",
    "siret_a_fermer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "a73b01c4",
   "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>uid</th>\n",
       "      <th>dataset_id</th>\n",
       "      <th>is_published</th>\n",
       "      <th>is_restricted</th>\n",
       "      <th>default_security</th>\n",
       "      <th>created_at</th>\n",
       "      <th>updated_at</th>\n",
       "      <th>metadata</th>\n",
       "      <th>asset_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>da_pcgcmx</td>\n",
       "      <td>fr-esr-siret-a-fermer-dans-paysage-v2</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>{'is_data_visible': True, 'visible_fields': No...</td>\n",
       "      <td>2024-01-23T15:51:25Z</td>\n",
       "      <td>2024-10-10T19:38:43Z</td>\n",
       "      <td>{'visualization': {'analyze_disabled': {'value...</td>\n",
       "      <td>ods_dataset</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           uid                             dataset_id  is_published  \\\n",
       "460  da_pcgcmx  fr-esr-siret-a-fermer-dans-paysage-v2          True   \n",
       "\n",
       "     is_restricted                                   default_security  \\\n",
       "460           True  {'is_data_visible': True, 'visible_fields': No...   \n",
       "\n",
       "               created_at            updated_at  \\\n",
       "460  2024-01-23T15:51:25Z  2024-10-10T19:38:43Z   \n",
       "\n",
       "                                              metadata   asset_type  \n",
       "460  {'visualization': {'analyze_disabled': {'value...  ods_dataset  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response = requests.get(\n",
    "    'https://mesr.opendatasoft.com/api/automation/v1.0/datasets/?limit=999', \n",
    "    headers={\"Authorization\": \"apikey \"+apikeyods})\n",
    "result=response.json()\n",
    "df = pd.DataFrame(result[\"results\"])\n",
    "od = df[df['dataset_id'].str.contains('siret')]\n",
    "od"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "0cbc6967",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_uid=\"da_pcgcmx\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "83169415",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fin\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    responseF = requests.post('https://mesr.opendatasoft.com/api/automation/v1.0/datasets/'+dataset_uid+'/publish/', headers={\"Authorization\": \"apikey \"+apikeyods})\n",
    "    responseF.raise_for_status()\n",
    "except requests.exceptions.HTTPError as errh:\n",
    "    print(dataset_uid+\" > KO : publish \", responseF.status_code)\n",
    "print(\"fin\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9c70c1a0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "428bd7f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        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>longNameFr</th>\n",
       "      <th>createdBy</th>\n",
       "      <th>createdAt</th>\n",
       "      <th>id</th>\n",
       "      <th>inseeCode</th>\n",
       "      <th>shortNameFr</th>\n",
       "      <th>acronymFr</th>\n",
       "      <th>pluralNameFr</th>\n",
       "      <th>descriptionFr</th>\n",
       "      <th>longNameEn</th>\n",
       "      <th>...</th>\n",
       "      <th>otherNames</th>\n",
       "      <th>sector</th>\n",
       "      <th>legalPersonality</th>\n",
       "      <th>inPublicResearch</th>\n",
       "      <th>wikidataId</th>\n",
       "      <th>websiteFr</th>\n",
       "      <th>websiteEn</th>\n",
       "      <th>comment</th>\n",
       "      <th>updatedBy</th>\n",
       "      <th>updatedAt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Assujetti unique à la TVA</td>\n",
       "      <td>{'firstName': 'Yann', 'lastName': 'Caradec', '...</td>\n",
       "      <td>2024-01-26T20:45:40.937Z</td>\n",
       "      <td>tyuoti8rn45agv5</td>\n",
       "      <td>2800</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Assujettis uniques à la TVA</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>[Groupe TVA]</td>\n",
       "      <td>privé</td>\n",
       "      <td>personne morale de droit privé</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Établissement public de coopération scientifique</td>\n",
       "      <td>{'firstName': 'Migration', 'lastName': 'V1', '...</td>\n",
       "      <td>2022-11-29T17:33:13.836Z</td>\n",
       "      <td>I0jvVI0jvVI0jvV</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>EPCS</td>\n",
       "      <td>Établissements publics de coopération scientif...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>[EPCS]</td>\n",
       "      <td>public</td>\n",
       "      <td>personne morale de droit public</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>{'firstName': 'Alexandra', 'lastName': 'Bounya...</td>\n",
       "      <td>2023-09-11T12:00:28.737Z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Non connu</td>\n",
       "      <td>{'firstName': 'Migration', 'lastName': 'V1', '...</td>\n",
       "      <td>2022-11-29T17:33:13.830Z</td>\n",
       "      <td>vXSCVvXSCVvXSCV</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>sans objet</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SARL d'aménagement foncier et d'équipement rural</td>\n",
       "      <td>{'firstName': 'Migration', 'lastName': 'V1', '...</td>\n",
       "      <td>2022-11-29T17:33:13.830Z</td>\n",
       "      <td>7F2cu7F2cu7F2cu</td>\n",
       "      <td>5430</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>[SARL SAFER]</td>\n",
       "      <td>privé</td>\n",
       "      <td>personne morale de droit privé</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SARL immobilière de gestion</td>\n",
       "      <td>{'firstName': 'Migration', 'lastName': 'V1', '...</td>\n",
       "      <td>2022-11-29T17:33:13.816Z</td>\n",
       "      <td>Nc9hFNc9hFNc9hF</td>\n",
       "      <td>5426</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>[SARL]</td>\n",
       "      <td>privé</td>\n",
       "      <td>personne morale de droit privé</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <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",
       "      <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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Groupement forestier</td>\n",
       "      <td>{'firstName': 'Migration', 'lastName': 'V1', '...</td>\n",
       "      <td>2022-11-29T17:33:06.547Z</td>\n",
       "      <td>294d6294d6294d6</td>\n",
       "      <td>6536</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>privé</td>\n",
       "      <td>personne morale de droit privé</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>Société européenne</td>\n",
       "      <td>{'firstName': 'Migration', 'lastName': 'V1', '...</td>\n",
       "      <td>2022-11-29T17:33:06.504Z</td>\n",
       "      <td>4P0P84P0P84P0P8</td>\n",
       "      <td>5800</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>privé</td>\n",
       "      <td>personne morale de droit privé</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Exploitant public</td>\n",
       "      <td>{'firstName': 'Migration', 'lastName': 'V1', '...</td>\n",
       "      <td>2022-11-29T17:33:06.496Z</td>\n",
       "      <td>VE5JsVE5JsVE5Js</td>\n",
       "      <td>4130</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>privé</td>\n",
       "      <td>personne morale de droit privé</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>Société civile d'exploitation agricole</td>\n",
       "      <td>{'firstName': 'Migration', 'lastName': 'V1', '...</td>\n",
       "      <td>2022-11-29T17:33:06.487Z</td>\n",
       "      <td>95Z2A95Z2A95Z2A</td>\n",
       "      <td>6597</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>privé</td>\n",
       "      <td>personne morale de droit privé</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Société de Participations Financières de Profe...</td>\n",
       "      <td>{'firstName': 'Migration', 'lastName': 'V1', '...</td>\n",
       "      <td>2022-11-29T17:33:06.443Z</td>\n",
       "      <td>297442974429744</td>\n",
       "      <td>5770</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>[SPFPL SAS]</td>\n",
       "      <td>privé</td>\n",
       "      <td>personne morale de droit privé</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>265 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            longNameFr  \\\n",
       "0                            Assujetti unique à la TVA   \n",
       "1     Établissement public de coopération scientifique   \n",
       "2                                            Non connu   \n",
       "3     SARL d'aménagement foncier et d'équipement rural   \n",
       "4                          SARL immobilière de gestion   \n",
       "..                                                 ...   \n",
       "260                               Groupement forestier   \n",
       "261                                 Société européenne   \n",
       "262                                  Exploitant public   \n",
       "263             Société civile d'exploitation agricole   \n",
       "264  Société de Participations Financières de Profe...   \n",
       "\n",
       "                                             createdBy  \\\n",
       "0    {'firstName': 'Yann', 'lastName': 'Caradec', '...   \n",
       "1    {'firstName': 'Migration', 'lastName': 'V1', '...   \n",
       "2    {'firstName': 'Migration', 'lastName': 'V1', '...   \n",
       "3    {'firstName': 'Migration', 'lastName': 'V1', '...   \n",
       "4    {'firstName': 'Migration', 'lastName': 'V1', '...   \n",
       "..                                                 ...   \n",
       "260  {'firstName': 'Migration', 'lastName': 'V1', '...   \n",
       "261  {'firstName': 'Migration', 'lastName': 'V1', '...   \n",
       "262  {'firstName': 'Migration', 'lastName': 'V1', '...   \n",
       "263  {'firstName': 'Migration', 'lastName': 'V1', '...   \n",
       "264  {'firstName': 'Migration', 'lastName': 'V1', '...   \n",
       "\n",
       "                    createdAt               id inseeCode shortNameFr  \\\n",
       "0    2024-01-26T20:45:40.937Z  tyuoti8rn45agv5      2800        None   \n",
       "1    2022-11-29T17:33:13.836Z  I0jvVI0jvVI0jvV      None        None   \n",
       "2    2022-11-29T17:33:13.830Z  vXSCVvXSCVvXSCV      None        None   \n",
       "3    2022-11-29T17:33:13.830Z  7F2cu7F2cu7F2cu      5430        None   \n",
       "4    2022-11-29T17:33:13.816Z  Nc9hFNc9hFNc9hF      5426        None   \n",
       "..                        ...              ...       ...         ...   \n",
       "260  2022-11-29T17:33:06.547Z  294d6294d6294d6      6536        None   \n",
       "261  2022-11-29T17:33:06.504Z  4P0P84P0P84P0P8      5800        None   \n",
       "262  2022-11-29T17:33:06.496Z  VE5JsVE5JsVE5Js      4130        None   \n",
       "263  2022-11-29T17:33:06.487Z  95Z2A95Z2A95Z2A      6597        None   \n",
       "264  2022-11-29T17:33:06.443Z  297442974429744      5770        None   \n",
       "\n",
       "    acronymFr                                       pluralNameFr  \\\n",
       "0        None                        Assujettis uniques à la TVA   \n",
       "1        EPCS  Établissements publics de coopération scientif...   \n",
       "2        None                                               None   \n",
       "3        None                                               None   \n",
       "4        None                                               None   \n",
       "..        ...                                                ...   \n",
       "260      None                                               None   \n",
       "261      None                                               None   \n",
       "262      None                                               None   \n",
       "263      None                                               None   \n",
       "264      None                                               None   \n",
       "\n",
       "    descriptionFr longNameEn  ...    otherNames      sector  \\\n",
       "0            None       None  ...  [Groupe TVA]       privé   \n",
       "1            None       None  ...        [EPCS]      public   \n",
       "2            None       None  ...            []  sans objet   \n",
       "3            None       None  ...  [SARL SAFER]       privé   \n",
       "4            None       None  ...        [SARL]       privé   \n",
       "..            ...        ...  ...           ...         ...   \n",
       "260          None       None  ...            []       privé   \n",
       "261          None       None  ...            []       privé   \n",
       "262          None       None  ...            []       privé   \n",
       "263          None       None  ...            []       privé   \n",
       "264          None       None  ...   [SPFPL SAS]       privé   \n",
       "\n",
       "                    legalPersonality inPublicResearch wikidataId websiteFr  \\\n",
       "0     personne morale de droit privé             None       None      None   \n",
       "1    personne morale de droit public             None       None      None   \n",
       "2                               None             None       None      None   \n",
       "3     personne morale de droit privé             None       None      None   \n",
       "4     personne morale de droit privé             None       None      None   \n",
       "..                               ...              ...        ...       ...   \n",
       "260   personne morale de droit privé             None       None      None   \n",
       "261   personne morale de droit privé             None       None      None   \n",
       "262   personne morale de droit privé             None       None      None   \n",
       "263   personne morale de droit privé             None       None      None   \n",
       "264   personne morale de droit privé             None       None      None   \n",
       "\n",
       "    websiteEn comment                                          updatedBy  \\\n",
       "0        None    None                                                NaN   \n",
       "1        None    None  {'firstName': 'Alexandra', 'lastName': 'Bounya...   \n",
       "2        None    None                                                NaN   \n",
       "3        None    None                                                NaN   \n",
       "4        None    None                                                NaN   \n",
       "..        ...     ...                                                ...   \n",
       "260      None    None                                                NaN   \n",
       "261      None    None                                                NaN   \n",
       "262      None    None                                                NaN   \n",
       "263      None    None                                                NaN   \n",
       "264      None    None                                                NaN   \n",
       "\n",
       "                    updatedAt  \n",
       "0                         NaN  \n",
       "1    2023-09-11T12:00:28.737Z  \n",
       "2                         NaN  \n",
       "3                         NaN  \n",
       "4                         NaN  \n",
       "..                        ...  \n",
       "260                       NaN  \n",
       "261                       NaN  \n",
       "262                       NaN  \n",
       "263                       NaN  \n",
       "264                       NaN  \n",
       "\n",
       "[265 rows x 21 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "headers = {\n",
    "    'Accept': 'application/json',\n",
    "    'X-API-KEY': apikey,\n",
    "}\n",
    "try:\n",
    "    response = requests.get(\"https://api.paysage.dataesr.ovh/legal-categories?limit=2000\", headers=headers)\n",
    "    response.raise_for_status()\n",
    "    result = response.json()\n",
    "    legcat = pd.DataFrame(result[\"data\"])\n",
    "    time.sleep(.6)\n",
    "except requests.exceptions.HTTPError as errh:\n",
    "    print(\"legcat > KO : \", response.status_code)\n",
    "legcat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "be247323",
   "metadata": {},
   "outputs": [],
   "source": [
    "legcat=legcat[[\"id\",\"longNameFr\",\"inseeCode\",\"acronymFr\",\"sector\",\"legalPersonality\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "aa4147ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_legcat(id,inseeCode):\n",
    "    try:\n",
    "        response = requests.get(\"https://api.paysage.dataesr.ovh/relations?filters[relationTag]=structure-categorie-juridique&filters[relatedObjectId]=\"+id+\"&limit=2000&sort=-startDate\", headers=headers)\n",
    "        response.raise_for_status()\n",
    "        result = response.json()\n",
    "        time.sleep(.75)\n",
    "    except requests.exceptions.HTTPError as errh:\n",
    "        print(\"legcat > KO : \", response.status_code)\n",
    "    if result[\"totalCount\"]>0 :\n",
    "        legcat = pd.json_normalize(result[\"data\"], \n",
    "                     meta=['relatedObjectId','active','startDate','endDate','resourceId','updatedAt', ['resource', 'creationDate'], ['resource', 'closureDate'], ['resource', 'currentLocalisation', 'cityId'], ['resource', 'currentLocalisation', 'iso3']])\n",
    "        legcat=legcat.drop(columns='id')\n",
    "        legcat=legcat.rename(columns={\"relatedObjectId\": \"id\"})\n",
    "        legcat[\"inseeCode\"]=inseeCode\n",
    "        return(legcat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "f0705c28",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-12-05 17:53:44 50/18.9 %\n",
      "2024-12-05 17:54:36 100/37.7 %\n",
      "2024-12-05 17:55:31 150/56.6 %\n",
      "2024-12-05 17:56:24 200/75.5 %\n",
      "2024-12-05 17:58:46 250/94.3 %\n",
      "Terminé\n"
     ]
    }
   ],
   "source": [
    "structures_legcat=pd.DataFrame(columns = [\"id\"])\n",
    "i=0\n",
    "for ind in legcat.index:\n",
    "    id = legcat[\"id\"][ind]\n",
    "    inseeCode = legcat[\"inseeCode\"][ind]\n",
    "    i=i+1\n",
    "    if i%50==0:\n",
    "        print(datetime.now().strftime('%Y-%m-%d %H:%M:%S')+\" \"+str(i)+\"/{:0.1f} %\".format(i*100/len(legcat.index)))\n",
    "    structure_legcat = extract_legcat(id,inseeCode)\n",
    "    structures_legcat = pd.concat([structures_legcat, structure_legcat], axis=0, join='outer')\n",
    "print(\"Terminé\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "9b603b81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "    .dataframe tbody tr th {\n",
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       "</style>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>resourceId</th>\n",
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       "      <th>endDate</th>\n",
       "      <th>endDatePrevisional</th>\n",
       "      <th>mandatePosition</th>\n",
       "      <th>...</th>\n",
       "      <th>resource.currentName.comment</th>\n",
       "      <th>endDateOfficialText.nature</th>\n",
       "      <th>endDateOfficialText.type</th>\n",
       "      <th>endDateOfficialText.pageUrl</th>\n",
       "      <th>endDateOfficialText.title</th>\n",
       "      <th>endDateOfficialText.id</th>\n",
       "      <th>endDateOfficialText.displayName</th>\n",
       "      <th>endDateOfficialText.collection</th>\n",
       "      <th>endDateOfficialText.href</th>\n",
       "      <th>endDateOfficialText.publicationDate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I0jvVI0jvVI0jvV</td>\n",
       "      <td>86UpY</td>\n",
       "      <td>2022-11-29T22:14:52.032Z</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>structure-categorie-juridique</td>\n",
       "      <td>2012-10-04</td>\n",
       "      <td>2013-07-23</td>\n",
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       "      <td>Olkw0</td>\n",
       "      <td>2022-11-29T22:14:51.085Z</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>structure-categorie-juridique</td>\n",
       "      <td>2012-08-06</td>\n",
       "      <td>2013-07-23</td>\n",
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       "      <td>HE9sT</td>\n",
       "      <td>2022-11-29T22:14:42.451Z</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>structure-categorie-juridique</td>\n",
       "      <td>2012-04-27</td>\n",
       "      <td>2013-07-23</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>I0jvVI0jvVI0jvV</td>\n",
       "      <td>Mz9Uy</td>\n",
       "      <td>2022-11-29T22:14:51.551Z</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>structure-categorie-juridique</td>\n",
       "      <td>2012-04-27</td>\n",
       "      <td>2013-07-23</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I0jvVI0jvVI0jvV</td>\n",
       "      <td>bI34a</td>\n",
       "      <td>2022-11-29T22:14:42.452Z</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>structure-categorie-juridique</td>\n",
       "      <td>2012-03-01</td>\n",
       "      <td>2012-02-29</td>\n",
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       "      <td>None</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4P0P84P0P84P0P8</td>\n",
       "      <td>IxdAw</td>\n",
       "      <td>2022-11-29T22:14:04.012Z</td>\n",
       "      <td>[]</td>\n",
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       "      <td>structure-categorie-juridique</td>\n",
       "      <td>None</td>\n",
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       "      <td>None</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4P0P84P0P84P0P8</td>\n",
       "      <td>Dt13r</td>\n",
       "      <td>2023-01-20T09:34:48.853Z</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>structure-categorie-juridique</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4P0P84P0P84P0P8</td>\n",
       "      <td>IJuw2</td>\n",
       "      <td>2023-03-21T15:25:03.736Z</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>structure-categorie-juridique</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4P0P84P0P84P0P8</td>\n",
       "      <td>3rdwr</td>\n",
       "      <td>2023-12-07T18:50:38.633Z</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>structure-categorie-juridique</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>VE5JsVE5JsVE5Js</td>\n",
       "      <td>H2Qcs</td>\n",
       "      <td>2022-11-29T22:06:40.709Z</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>structure-categorie-juridique</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9560 rows × 141 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id resourceId                 createdAt  \\\n",
       "0   I0jvVI0jvVI0jvV      86UpY  2022-11-29T22:14:52.032Z   \n",
       "1   I0jvVI0jvVI0jvV      Olkw0  2022-11-29T22:14:51.085Z   \n",
       "2   I0jvVI0jvVI0jvV      HE9sT  2022-11-29T22:14:42.451Z   \n",
       "3   I0jvVI0jvVI0jvV      Mz9Uy  2022-11-29T22:14:51.551Z   \n",
       "4   I0jvVI0jvVI0jvV      bI34a  2022-11-29T22:14:42.452Z   \n",
       "..              ...        ...                       ...   \n",
       "3   4P0P84P0P84P0P8      IxdAw  2022-11-29T22:14:04.012Z   \n",
       "4   4P0P84P0P84P0P8      Dt13r  2023-01-20T09:34:48.853Z   \n",
       "5   4P0P84P0P84P0P8      IJuw2  2023-03-21T15:25:03.736Z   \n",
       "6   4P0P84P0P84P0P8      3rdwr  2023-12-07T18:50:38.633Z   \n",
       "0   VE5JsVE5JsVE5Js      H2Qcs  2022-11-29T22:06:40.709Z   \n",
       "\n",
       "   otherAssociatedObjects relationsGroupId                    relationTag  \\\n",
       "0                      []             None  structure-categorie-juridique   \n",
       "1                      []             None  structure-categorie-juridique   \n",
       "2                      []             None  structure-categorie-juridique   \n",
       "3                      []             None  structure-categorie-juridique   \n",
       "4                      []             None  structure-categorie-juridique   \n",
       "..                    ...              ...                            ...   \n",
       "3                      []             None  structure-categorie-juridique   \n",
       "4                      []             None  structure-categorie-juridique   \n",
       "5                      []             None  structure-categorie-juridique   \n",
       "6                      []             None  structure-categorie-juridique   \n",
       "0                      []             None  structure-categorie-juridique   \n",
       "\n",
       "     startDate     endDate endDatePrevisional mandatePosition  ...  \\\n",
       "0   2012-10-04  2013-07-23               None            None  ...   \n",
       "1   2012-08-06  2013-07-23               None            None  ...   \n",
       "2   2012-04-27  2013-07-23               None            None  ...   \n",
       "3   2012-04-27  2013-07-23               None            None  ...   \n",
       "4   2012-03-01  2012-02-29               None            None  ...   \n",
       "..         ...         ...                ...             ...  ...   \n",
       "3         None        None               None            None  ...   \n",
       "4         None        None               None            None  ...   \n",
       "5         None        None               None            None  ...   \n",
       "6         None        None               None            None  ...   \n",
       "0         None        None               None            None  ...   \n",
       "\n",
       "   resource.currentName.comment endDateOfficialText.nature  \\\n",
       "0                           NaN                        NaN   \n",
       "1                           NaN                        NaN   \n",
       "2                           NaN                        NaN   \n",
       "3                           NaN                        NaN   \n",
       "4                           NaN                        NaN   \n",
       "..                          ...                        ...   \n",
       "3                           NaN                        NaN   \n",
       "4                           NaN                        NaN   \n",
       "5                           NaN                        NaN   \n",
       "6                           NaN                        NaN   \n",
       "0                           NaN                        NaN   \n",
       "\n",
       "   endDateOfficialText.type endDateOfficialText.pageUrl  \\\n",
       "0                       NaN                         NaN   \n",
       "1                       NaN                         NaN   \n",
       "2                       NaN                         NaN   \n",
       "3                       NaN                         NaN   \n",
       "4                       NaN                         NaN   \n",
       "..                      ...                         ...   \n",
       "3                       NaN                         NaN   \n",
       "4                       NaN                         NaN   \n",
       "5                       NaN                         NaN   \n",
       "6                       NaN                         NaN   \n",
       "0                       NaN                         NaN   \n",
       "\n",
       "   endDateOfficialText.title endDateOfficialText.id  \\\n",
       "0                        NaN                    NaN   \n",
       "1                        NaN                    NaN   \n",
       "2                        NaN                    NaN   \n",
       "3                        NaN                    NaN   \n",
       "4                        NaN                    NaN   \n",
       "..                       ...                    ...   \n",
       "3                        NaN                    NaN   \n",
       "4                        NaN                    NaN   \n",
       "5                        NaN                    NaN   \n",
       "6                        NaN                    NaN   \n",
       "0                        NaN                    NaN   \n",
       "\n",
       "   endDateOfficialText.displayName endDateOfficialText.collection  \\\n",
       "0                              NaN                            NaN   \n",
       "1                              NaN                            NaN   \n",
       "2                              NaN                            NaN   \n",
       "3                              NaN                            NaN   \n",
       "4                              NaN                            NaN   \n",
       "..                             ...                            ...   \n",
       "3                              NaN                            NaN   \n",
       "4                              NaN                            NaN   \n",
       "5                              NaN                            NaN   \n",
       "6                              NaN                            NaN   \n",
       "0                              NaN                            NaN   \n",
       "\n",
       "   endDateOfficialText.href endDateOfficialText.publicationDate  \n",
       "0                       NaN                                 NaN  \n",
       "1                       NaN                                 NaN  \n",
       "2                       NaN                                 NaN  \n",
       "3                       NaN                                 NaN  \n",
       "4                       NaN                                 NaN  \n",
       "..                      ...                                 ...  \n",
       "3                       NaN                                 NaN  \n",
       "4                       NaN                                 NaN  \n",
       "5                       NaN                                 NaN  \n",
       "6                       NaN                                 NaN  \n",
       "0                       NaN                                 NaN  \n",
       "\n",
       "[9560 rows x 141 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "structures_legcat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "a934e27f",
   "metadata": {},
   "outputs": [],
   "source": [
    "structures_legcat=structures_legcat[[\"id\",\"resourceId\",\"startDate\",\"endDate\",\"endDatePrevisional\",\"active\",\"resource.displayName\",\"resource.creationDate\",\"resource.closureDate\",\"resource.structureStatus\",\"resource.currentLocalisation.cityId\",\"resource.currentLocalisation.iso3\"]]\n",
    "catjur = pd.merge(legcat,structures_legcat,how='inner',on=['id'])\n",
    "filename_in = dir_output+\"structures_legcat_\"+datetime.now().strftime('%Y-%m-%d')+\".xlsx\"\n",
    "writer = pd.ExcelWriter(filename_in, engine='xlsxwriter')\n",
    "catjur.to_excel(writer,sheet_name=\"data\", index=False)\n",
    "writer.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "1da7ca51",
   "metadata": {},
   "outputs": [
    {
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       "      <td>9unA5</td>\n",
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       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>6306</th>\n",
       "      <td>18120</td>\n",
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       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6307 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     resourceId           siret startDate_siret endDate_siret active_siret\n",
       "0         9unA5  79906661800031      2024-11-01          None         True\n",
       "1         zh675  39022011900049      2024-11-20          None         True\n",
       "2         br3Cc  53875823600052      2024-06-18          None         True\n",
       "3         emqo9  49751192300052      2024-04-01          None         True\n",
       "4         xYJ6W  87922392300035      2024-10-24          None         True\n",
       "...         ...             ...             ...           ...          ...\n",
       "6302      1tI7C  19133340000015            None          None         True\n",
       "6303      8tVLr  19101060200032            None          None         True\n",
       "6304      7CYWd  19060931300019            None          None        False\n",
       "6305      18120  59702084100016            None       2021-11        False\n",
       "6306      18120  59702084101253            None          None         True\n",
       "\n",
       "[6307 rows x 5 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sirets2=sirets[['resourceId','siret','startDate','endDate','active']]\n",
    "sirets2=sirets2.rename(columns={'startDate':'startDate_siret','endDate':'endDate_siret','active':'active_siret'})\n",
    "sirets2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "0fc61f2f",
   "metadata": {},
   "outputs": [
    {
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       "      <td>3rdwr</td>\n",
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       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>active</td>\n",
       "      <td>75116</td>\n",
       "      <td>FRA</td>\n",
       "      <td>32609447100017</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5381 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   id                                         longNameFr  \\\n",
       "0     I0jvVI0jvVI0jvV   Établissement public de coopération scientifique   \n",
       "1     6NFk86NFk86NFk8  Établissement public à caractère scientifique,...   \n",
       "2     I0jvVI0jvVI0jvV   Établissement public de coopération scientifique   \n",
       "3     6NFk86NFk86NFk8  Établissement public à caractère scientifique,...   \n",
       "4     I0jvVI0jvVI0jvV   Établissement public de coopération scientifique   \n",
       "...               ...                                                ...   \n",
       "5376  4P0P84P0P84P0P8                                 Société européenne   \n",
       "5377  4P0P84P0P84P0P8                                 Société européenne   \n",
       "5378  4P0P84P0P84P0P8                                 Société européenne   \n",
       "5379  4P0P84P0P84P0P8                                 Société européenne   \n",
       "5380  VE5JsVE5JsVE5Js                                  Exploitant public   \n",
       "\n",
       "     inseeCode acronymFr  sector                 legalPersonality resourceId  \\\n",
       "0         None      EPCS  public  personne morale de droit public      86UpY   \n",
       "1         7383     EPSCP  public  personne morale de droit public      86UpY   \n",
       "2         None      EPCS  public  personne morale de droit public      Olkw0   \n",
       "3         7383     EPSCP  public  personne morale de droit public      Olkw0   \n",
       "4         None      EPCS  public  personne morale de droit public      Mz9Uy   \n",
       "...        ...       ...     ...                              ...        ...   \n",
       "5376      5800      None   privé   personne morale de droit privé      Dt13r   \n",
       "5377      5800      None   privé   personne morale de droit privé      Dt13r   \n",
       "5378      5800      None   privé   personne morale de droit privé      IJuw2   \n",
       "5379      5800      None   privé   personne morale de droit privé      3rdwr   \n",
       "5380      4130      None   privé   personne morale de droit privé      H2Qcs   \n",
       "\n",
       "       startDate     endDate endDatePrevisional  ...  \\\n",
       "0     2012-10-04  2013-07-23               None  ...   \n",
       "1     2013-07-24  2024-07-31               None  ...   \n",
       "2     2012-08-06  2013-07-23               None  ...   \n",
       "3     2013-07-24  2019-12-31               None  ...   \n",
       "4     2012-04-27  2013-07-23               None  ...   \n",
       "...          ...         ...                ...  ...   \n",
       "5376        None        None               None  ...   \n",
       "5377        None        None               None  ...   \n",
       "5378        None        None               None  ...   \n",
       "5379        None        None               None  ...   \n",
       "5380        None        None               None  ...   \n",
       "\n",
       "                                   resource.displayName resource.creationDate  \\\n",
       "0                             Université Paris Lumières            2012-10-04   \n",
       "1                             Université Paris Lumières            2012-10-04   \n",
       "2     Université de recherche Paris-Sciences-et-Lettres            2012-08-06   \n",
       "3     Université de recherche Paris-Sciences-et-Lettres            2012-08-06   \n",
       "4                    Institut polytechnique Grand Paris            2012-04-27   \n",
       "...                                                 ...                   ...   \n",
       "5376                                            Getlink                  None   \n",
       "5377                                            Getlink                  None   \n",
       "5378                                            Valneva            2005-08-16   \n",
       "5379                                       Trod medical            2006-07-01   \n",
       "5380                                       Radio France                  None   \n",
       "\n",
       "     resource.closureDate resource.structureStatus  \\\n",
       "0              2024-07-31                 inactive   \n",
       "1              2024-07-31                 inactive   \n",
       "2              2019-12-31                 inactive   \n",
       "3              2019-12-31                 inactive   \n",
       "4              2018-02-28                 inactive   \n",
       "...                   ...                      ...   \n",
       "5376                 None                   active   \n",
       "5377                 None                   active   \n",
       "5378                 None                   active   \n",
       "5379           2022-12-31                 inactive   \n",
       "5380                 None                   active   \n",
       "\n",
       "     resource.currentLocalisation.cityId resource.currentLocalisation.iso3  \\\n",
       "0                                  75113                               FRA   \n",
       "1                                  75113                               FRA   \n",
       "2                                  75106                               FRA   \n",
       "3                                  75106                               FRA   \n",
       "4                                  95127                               FRA   \n",
       "...                                  ...                               ...   \n",
       "5376                               75108                               FRA   \n",
       "5377                               75108                               FRA   \n",
       "5378                               44162                               FRA   \n",
       "5379                                None                               FRA   \n",
       "5380                               75116                               FRA   \n",
       "\n",
       "               siret startDate_siret endDate_siret active_siret  \n",
       "0     13002147000021            None    2024-07-31        False  \n",
       "1     13002147000021            None    2024-07-31        False  \n",
       "2     13001744500011            None    2019-12-31        False  \n",
       "3     13001744500011            None    2019-12-31        False  \n",
       "4     13001795700023      2012-04-27    2014-12-31        False  \n",
       "...              ...             ...           ...          ...  \n",
       "5376  48338514200060      2022-12-20          None         True  \n",
       "5377  48338514200052            None    2022-12-20        False  \n",
       "5378  42249756000041            None          None          NaN  \n",
       "5379  49079169600050            None    2022-12-31        False  \n",
       "5380  32609447100017            None          None         True  \n",
       "\n",
       "[5381 rows x 21 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "catjur2 = pd.merge(catjur,sirets2,how='inner',on=['resourceId'])\n",
    "catjur2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "d02c37d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>longNameFr</th>\n",
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       "      <th>...</th>\n",
       "      <th>endDate_siret</th>\n",
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       "      <th>dateCreationUniteLegale</th>\n",
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       "      <th>categorieJuridiqueUniteLegale</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I0jvVI0jvVI0jvV</td>\n",
       "      <td>Établissement public de coopération scientifique</td>\n",
       "      <td>None</td>\n",
       "      <td>EPCS</td>\n",
       "      <td>public</td>\n",
       "      <td>personne morale de droit public</td>\n",
       "      <td>86UpY</td>\n",
       "      <td>2012-10-04</td>\n",
       "      <td>2013-07-23</td>\n",
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       "      <td>2024-07-31</td>\n",
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       "      <td>2016-11-01</td>\n",
       "      <td>C</td>\n",
       "      <td>2015-01-01</td>\n",
       "      <td>COMUE</td>\n",
       "      <td>COMMUNAUTE D UNIVERSITES ET ETABLISSEMENTS UNI...</td>\n",
       "      <td>7383</td>\n",
       "      <td>75113</td>\n",
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       "      <th>1</th>\n",
       "      <td>6NFk86NFk86NFk8</td>\n",
       "      <td>Établissement public à caractère scientifique,...</td>\n",
       "      <td>7383</td>\n",
       "      <td>EPSCP</td>\n",
       "      <td>public</td>\n",
       "      <td>personne morale de droit public</td>\n",
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       "      <td>2024-07-31</td>\n",
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       "      <td>2024-07-31</td>\n",
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       "      <td>2015-01-01</td>\n",
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       "      <td>COMMUNAUTE D UNIVERSITES ET ETABLISSEMENTS UNI...</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I0jvVI0jvVI0jvV</td>\n",
       "      <td>Établissement public de coopération scientifique</td>\n",
       "      <td>None</td>\n",
       "      <td>EPCS</td>\n",
       "      <td>public</td>\n",
       "      <td>personne morale de droit public</td>\n",
       "      <td>Olkw0</td>\n",
       "      <td>2012-08-06</td>\n",
       "      <td>2013-07-23</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2012-08-01</td>\n",
       "      <td>C</td>\n",
       "      <td>2012-08-01</td>\n",
       "      <td>COMUE</td>\n",
       "      <td>COMMUNAUTE D'UNIVERSITES ET ETABLISSEMENTS UNI...</td>\n",
       "      <td>7383</td>\n",
       "      <td>75105</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6NFk86NFk86NFk8</td>\n",
       "      <td>Établissement public à caractère scientifique,...</td>\n",
       "      <td>7383</td>\n",
       "      <td>EPSCP</td>\n",
       "      <td>public</td>\n",
       "      <td>personne morale de droit public</td>\n",
       "      <td>Olkw0</td>\n",
       "      <td>2013-07-24</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2012-08-01</td>\n",
       "      <td>C</td>\n",
       "      <td>2012-08-01</td>\n",
       "      <td>COMUE</td>\n",
       "      <td>COMMUNAUTE D'UNIVERSITES ET ETABLISSEMENTS UNI...</td>\n",
       "      <td>7383</td>\n",
       "      <td>75105</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I0jvVI0jvVI0jvV</td>\n",
       "      <td>Établissement public de coopération scientifique</td>\n",
       "      <td>None</td>\n",
       "      <td>EPCS</td>\n",
       "      <td>public</td>\n",
       "      <td>personne morale de droit public</td>\n",
       "      <td>Mz9Uy</td>\n",
       "      <td>2012-04-27</td>\n",
       "      <td>2013-07-23</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>2014-12-31</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2015-01-01</td>\n",
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       "      <td>2012-04-24</td>\n",
       "      <td>COMUE</td>\n",
       "      <td>COMMUNAUTE D UNIVERSITES ET ETABLISSEMENTS INS...</td>\n",
       "      <td>7383</td>\n",
       "      <td>95127</td>\n",
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       "    <tr>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>5376</th>\n",
       "      <td>4P0P84P0P84P0P8</td>\n",
       "      <td>Société européenne</td>\n",
       "      <td>5800</td>\n",
       "      <td>None</td>\n",
       "      <td>privé</td>\n",
       "      <td>personne morale de droit privé</td>\n",
       "      <td>Dt13r</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>2022-12-20</td>\n",
       "      <td>A</td>\n",
       "      <td>2005-07-12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GETLINK S.E.</td>\n",
       "      <td>5800</td>\n",
       "      <td>75108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5377</th>\n",
       "      <td>4P0P84P0P84P0P8</td>\n",
       "      <td>Société européenne</td>\n",
       "      <td>5800</td>\n",
       "      <td>None</td>\n",
       "      <td>privé</td>\n",
       "      <td>personne morale de droit privé</td>\n",
       "      <td>Dt13r</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>2022-12-20</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2011-02-08</td>\n",
       "      <td>A</td>\n",
       "      <td>2005-07-12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GETLINK S.E.</td>\n",
       "      <td>5800</td>\n",
       "      <td>75108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5378</th>\n",
       "      <td>4P0P84P0P84P0P8</td>\n",
       "      <td>Société européenne</td>\n",
       "      <td>5800</td>\n",
       "      <td>None</td>\n",
       "      <td>privé</td>\n",
       "      <td>personne morale de droit privé</td>\n",
       "      <td>IJuw2</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>2005-08-16</td>\n",
       "      <td>A</td>\n",
       "      <td>1999-03-24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VALNEVA</td>\n",
       "      <td>5800</td>\n",
       "      <td>44162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5379</th>\n",
       "      <td>4P0P84P0P84P0P8</td>\n",
       "      <td>Société européenne</td>\n",
       "      <td>5800</td>\n",
       "      <td>None</td>\n",
       "      <td>privé</td>\n",
       "      <td>personne morale de droit privé</td>\n",
       "      <td>3rdwr</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>2022-12-31</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-07-17</td>\n",
       "      <td>C</td>\n",
       "      <td>2006-07-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TROD MEDICAL</td>\n",
       "      <td>5800</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5380</th>\n",
       "      <td>VE5JsVE5JsVE5Js</td>\n",
       "      <td>Exploitant public</td>\n",
       "      <td>4130</td>\n",
       "      <td>None</td>\n",
       "      <td>privé</td>\n",
       "      <td>personne morale de droit privé</td>\n",
       "      <td>H2Qcs</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1983-01-01</td>\n",
       "      <td>A</td>\n",
       "      <td>1982-01-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SOCIETE NATIONALE DE RADIODIFFUSION RADIO FRANCE</td>\n",
       "      <td>5599</td>\n",
       "      <td>75116</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5381 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   id                                         longNameFr  \\\n",
       "0     I0jvVI0jvVI0jvV   Établissement public de coopération scientifique   \n",
       "1     6NFk86NFk86NFk8  Établissement public à caractère scientifique,...   \n",
       "2     I0jvVI0jvVI0jvV   Établissement public de coopération scientifique   \n",
       "3     6NFk86NFk86NFk8  Établissement public à caractère scientifique,...   \n",
       "4     I0jvVI0jvVI0jvV   Établissement public de coopération scientifique   \n",
       "...               ...                                                ...   \n",
       "5376  4P0P84P0P84P0P8                                 Société européenne   \n",
       "5377  4P0P84P0P84P0P8                                 Société européenne   \n",
       "5378  4P0P84P0P84P0P8                                 Société européenne   \n",
       "5379  4P0P84P0P84P0P8                                 Société européenne   \n",
       "5380  VE5JsVE5JsVE5Js                                  Exploitant public   \n",
       "\n",
       "     inseeCode acronymFr  sector                 legalPersonality resourceId  \\\n",
       "0         None      EPCS  public  personne morale de droit public      86UpY   \n",
       "1         7383     EPSCP  public  personne morale de droit public      86UpY   \n",
       "2         None      EPCS  public  personne morale de droit public      Olkw0   \n",
       "3         7383     EPSCP  public  personne morale de droit public      Olkw0   \n",
       "4         None      EPCS  public  personne morale de droit public      Mz9Uy   \n",
       "...        ...       ...     ...                              ...        ...   \n",
       "5376      5800      None   privé   personne morale de droit privé      Dt13r   \n",
       "5377      5800      None   privé   personne morale de droit privé      Dt13r   \n",
       "5378      5800      None   privé   personne morale de droit privé      IJuw2   \n",
       "5379      5800      None   privé   personne morale de droit privé      3rdwr   \n",
       "5380      4130      None   privé   personne morale de droit privé      H2Qcs   \n",
       "\n",
       "       startDate     endDate endDatePrevisional  ... endDate_siret  \\\n",
       "0     2012-10-04  2013-07-23               None  ...    2024-07-31   \n",
       "1     2013-07-24  2024-07-31               None  ...    2024-07-31   \n",
       "2     2012-08-06  2013-07-23               None  ...    2019-12-31   \n",
       "3     2013-07-24  2019-12-31               None  ...    2019-12-31   \n",
       "4     2012-04-27  2013-07-23               None  ...    2014-12-31   \n",
       "...          ...         ...                ...  ...           ...   \n",
       "5376        None        None               None  ...          None   \n",
       "5377        None        None               None  ...    2022-12-20   \n",
       "5378        None        None               None  ...          None   \n",
       "5379        None        None               None  ...    2022-12-31   \n",
       "5380        None        None               None  ...          None   \n",
       "\n",
       "     active_siret etablissementSiege dateCreationEtablissement  \\\n",
       "0           False               True                2016-11-01   \n",
       "1           False               True                2016-11-01   \n",
       "2           False               True                2012-08-01   \n",
       "3           False               True                2012-08-01   \n",
       "4           False               True                2015-01-01   \n",
       "...           ...                ...                       ...   \n",
       "5376         True               True                2022-12-20   \n",
       "5377        False              False                2011-02-08   \n",
       "5378          NaN               True                2005-08-16   \n",
       "5379        False               True                2013-07-17   \n",
       "5380         True               True                1983-01-01   \n",
       "\n",
       "     etatAdministratifUniteLegale dateCreationUniteLegale sigleUniteLegale  \\\n",
       "0                               C              2015-01-01            COMUE   \n",
       "1                               C              2015-01-01            COMUE   \n",
       "2                               C              2012-08-01            COMUE   \n",
       "3                               C              2012-08-01            COMUE   \n",
       "4                               C              2012-04-24            COMUE   \n",
       "...                           ...                     ...              ...   \n",
       "5376                            A              2005-07-12              NaN   \n",
       "5377                            A              2005-07-12              NaN   \n",
       "5378                            A              1999-03-24              NaN   \n",
       "5379                            C              2006-07-01              NaN   \n",
       "5380                            A              1982-01-01              NaN   \n",
       "\n",
       "                                denominationUniteLegale  \\\n",
       "0     COMMUNAUTE D UNIVERSITES ET ETABLISSEMENTS UNI...   \n",
       "1     COMMUNAUTE D UNIVERSITES ET ETABLISSEMENTS UNI...   \n",
       "2     COMMUNAUTE D'UNIVERSITES ET ETABLISSEMENTS UNI...   \n",
       "3     COMMUNAUTE D'UNIVERSITES ET ETABLISSEMENTS UNI...   \n",
       "4     COMMUNAUTE D UNIVERSITES ET ETABLISSEMENTS INS...   \n",
       "...                                                 ...   \n",
       "5376                                       GETLINK S.E.   \n",
       "5377                                       GETLINK S.E.   \n",
       "5378                                            VALNEVA   \n",
       "5379                                       TROD MEDICAL   \n",
       "5380   SOCIETE NATIONALE DE RADIODIFFUSION RADIO FRANCE   \n",
       "\n",
       "     categorieJuridiqueUniteLegale codeCommuneEtablissement  \n",
       "0                             7383                    75113  \n",
       "1                             7383                    75113  \n",
       "2                             7383                    75105  \n",
       "3                             7383                    75105  \n",
       "4                             7383                    95127  \n",
       "...                            ...                      ...  \n",
       "5376                          5800                    75108  \n",
       "5377                          5800                    75108  \n",
       "5378                          5800                    44162  \n",
       "5379                          5800                      NaN  \n",
       "5380                          5599                    75116  \n",
       "\n",
       "[5381 rows x 29 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "les__structures2=les__structures[['siret','etablissementSiege','dateCreationEtablissement','etatAdministratifUniteLegale','dateCreationUniteLegale','sigleUniteLegale','denominationUniteLegale','categorieJuridiqueUniteLegale','codeCommuneEtablissement']]\n",
    "les__structures2=les__structures2.drop_duplicates()\n",
    "catjur3 = pd.merge(catjur2,les__structures2,how='inner',on=['siret'])\n",
    "catjur3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "4c4a0e44",
   "metadata": {},
   "outputs": [],
   "source": [
    "filename_in = dir_output+\"catjur3_\"+datetime.now().strftime('%Y-%m-%d')+\".xlsx\"\n",
    "writer = pd.ExcelWriter(filename_in, engine='xlsxwriter')\n",
    "catjur3.to_excel(writer,sheet_name=\"data\", index=False)\n",
    "writer.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "c0eab811",
   "metadata": {},
   "outputs": [],
   "source": [
    "headers = {\n",
    "    'X-INSEE-Api-Key-Integration': inseekey,\n",
    "}\n",
    "def extract_siren2(numero_siren):\n",
    "    global dernier_traitement_siren\n",
    "    structure = {}\n",
    "    sep=\";\"\n",
    "    params = {\n",
    "        'q': 'siren:'+numero_siren,\n",
    "        'masquerValeursNulles' : 'true'\n",
    "    }\n",
    "    if os.path.isfile(dir_api+\"/\"+numero_siren+\".json\"):\n",
    "        f = open(dir_api+\"/\"+numero_siren+\".json\")\n",
    "        result = json.load(f)\n",
    "        f.close()\n",
    "    else:\n",
    "        response = requests.get('https://api.insee.fr/api-sirene/3.11/siren', params=params, headers=headers)\n",
    "        writeFile =open(dir_api+\"/\"+numero_siren+\".json\", 'w')\n",
    "        json.dump(response.json(),writeFile)\n",
    "        writeFile.close()\n",
    "        result = response.json()\n",
    "        time.sleep(2.02)\n",
    "    if result[\"header\"][\"statut\"]==200:\n",
    "        if \"unitesLegales\" in result:\n",
    "            if result[\"unitesLegales\"][0][\"nombrePeriodesUniteLegale\"]>0:\n",
    "                structure = pd.DataFrame(result[\"unitesLegales\"][0][\"periodesUniteLegale\"])\n",
    "                structure[\"changements\"]=\"\"\n",
    "                structure[\"les_changements\"]=\"\"\n",
    "            if \"dateCreationUniteLegale\" in result[\"unitesLegales\"][0]:\n",
    "                structure[\"dateCreationUniteLegale\"]=result[\"unitesLegales\"][0][\"dateCreationUniteLegale\"]\n",
    "            if \"identifiantAssociationUniteLegale\" in result[\"unitesLegales\"][0]:\n",
    "                structure[\"identifiantAssociationUniteLegale\"]=result[\"unitesLegales\"][0][\"identifiantAssociationUniteLegale\"]\n",
    "            if \"sigleUniteLegale\" in result[\"unitesLegales\"][0]:\n",
    "                structure[\"sigleUniteLegale\"]=result[\"unitesLegales\"][0][\"sigleUniteLegale\"]\n",
    "            if \"dateDernierTraitementUniteLegale\" in result[\"unitesLegales\"][0]:\n",
    "                structure[\"dateDernierTraitementUniteLegale\"]=result[\"unitesLegales\"][0][\"dateDernierTraitementUniteLegale\"]\n",
    "            if \"categorieEntreprise\" in result[\"unitesLegales\"][0]:\n",
    "                structure[\"categorieEntreprise\"]=result[\"unitesLegales\"][0][\"categorieEntreprise\"]\n",
    "            if 'changementNicSiegeUniteLegale' in structure.columns:\n",
    "                structure.loc[structure[\"changementNicSiegeUniteLegale\"], 'changements'] +=\"Nic Siege;\"\n",
    "                if 'nicSiegeUniteLegale' in structure.columns:\n",
    "                    structure.loc[structure[\"changementNicSiegeUniteLegale\"], 'les_changements'] +=numero_siren+structure[\"nicSiegeUniteLegale\"]+\";\"\n",
    "                    structure[\"dern_numero_siret\"]=numero_siren+structure[structure[\"changementNicSiegeUniteLegale\"]][\"nicSiegeUniteLegale\"].head(1)\n",
    "            if 'changementEtatAdministratifUniteLegale' in structure.columns:\n",
    "                structure.loc[structure[\"changementEtatAdministratifUniteLegale\"], 'changements'] +=\"État administratif;\"\n",
    "                if 'etatAdministratifUniteLegale' in structure.columns:\n",
    "                    structure.loc[structure[\"changementEtatAdministratifUniteLegale\"], 'les_changements'] +=structure[\"etatAdministratifUniteLegale\"]+\";\"\n",
    "            if 'changementCategorieJuridiqueUniteLegale' in structure.columns:\n",
    "                structure.loc[structure[\"changementCategorieJuridiqueUniteLegale\"], 'changements'] +=\"Catégorie juridique;\"\n",
    "                if 'categorieJuridiqueUniteLegale' in structure.columns:\n",
    "                    structure.loc[structure[\"changementCategorieJuridiqueUniteLegale\"], 'les_changements'] +=structure[\"categorieJuridiqueUniteLegale\"]+\";\"\n",
    "            if 'changementActivitePrincipaleUniteLegale' in structure.columns:\n",
    "                structure.loc[structure[\"changementActivitePrincipaleUniteLegale\"], 'changements'] +=\"Activité principale;\"\n",
    "                if 'activitePrincipaleUniteLegale' in structure.columns:\n",
    "                    structure.loc[structure[\"changementActivitePrincipaleUniteLegale\"], 'les_changements'] +=structure[\"activitePrincipaleUniteLegale\"]+\";\"\n",
    "            if 'changementDenominationUniteLegale' in structure.columns:\n",
    "                structure.loc[structure[\"changementDenominationUniteLegale\"], 'changements'] +=\"Dénomination;\"\n",
    "                if 'denominationUniteLegale' in structure.columns:\n",
    "                    structure.loc[structure[\"changementDenominationUniteLegale\"], 'les_changements'] +=structure[\"denominationUniteLegale\"]+\";\"\n",
    "            if 'changementDenominationUsuelleUniteLegale' in structure.columns:\n",
    "                structure.loc[structure[\"changementDenominationUsuelleUniteLegale\"], 'changements'] +=\"Dénomination usuelle;\"\n",
    "            if 'changementNomUniteLegale' in structure.columns:\n",
    "                structure.loc[structure[\"changementNomUniteLegale\"], 'changements'] +=\"Nom;\"\n",
    "            if 'changementNomUsageUniteLegale' in structure.columns:\n",
    "                structure.loc[structure[\"changementNomUsageUniteLegale\"], 'changements'] +=\"Nom d'usage;\"\n",
    "            if 'changementSocieteMissionUniteLegale' in structure.columns:\n",
    "                structure.loc[structure[\"changementSocieteMissionUniteLegale\"], 'changements'] +=\"Société à mission;\"\n",
    "            if 'changementEconomieSocialeSolidaireUniteLegale' in structure.columns:\n",
    "                structure.loc[structure[\"changementEconomieSocialeSolidaireUniteLegale\"], 'changements'] +=\"Champ de l'économie sociale et solidaire;\"\n",
    "            if 'changementCaractereEmployeurUniteLegale' in structure.columns:\n",
    "                structure.loc[structure[\"changementCaractereEmployeurUniteLegale\"], 'changements'] +=\"Caractère employeur;\"\n",
    "            structure[\"changements\"] = structure[\"changements\"].str[:-1]\n",
    "            structure[\"les_changements\"] = structure[\"les_changements\"].str[:-1]\n",
    "            structure['index_column'] = structure.index+1\n",
    "            structure['index_column'] = result[\"unitesLegales\"][0][\"nombrePeriodesUniteLegale\"]+1-structure['index_column']\n",
    "        structure[\"numero_siren\"] = numero_siren\n",
    "        structure[\"statut\"] = result[\"header\"][\"statut\"]\n",
    "        if numero_siren in siren_paysage_unique['siren'].values:\n",
    "            id_paysage = siren_paysage_unique.loc[(siren_paysage['siren']==numero_siren), 'resourceId'].max()\n",
    "            structure[\"paysage\"] = \"https://paysage.enseignementsup-recherche.gouv.fr/structures/\"+id_paysage+\"/presentation\"\n",
    "            structure[\"id_paysage\"] = id_paysage\n",
    "        else:\n",
    "            structure[\"paysage\"] = \"https://paysage.enseignementsup-recherche.gouv.fr/rechercher?query=\"+numero_siren\n",
    "        structure[\"annuaire\"] = \"https://annuaire-entreprises.data.gouv.fr/entreprise/\"+numero_siren\n",
    "        structure[\"ods\"] = \"https://data.enseignementsup-recherche.gouv.fr/explore/dataset/fr-esr-maj_structures_sirene/table/?sort=datedebut&refine.numero_siren=\"+numero_siren\n",
    "        structure[\"dernier_traitement\"]=dernier_traitement_siren\n",
    "        return structure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "9f3f8b04",
   "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>dateDebut</th>\n",
       "      <th>etatAdministratifUniteLegale</th>\n",
       "      <th>changementEtatAdministratifUniteLegale</th>\n",
       "      <th>changementNomUniteLegale</th>\n",
       "      <th>changementNomUsageUniteLegale</th>\n",
       "      <th>denominationUniteLegale</th>\n",
       "      <th>changementDenominationUniteLegale</th>\n",
       "      <th>changementDenominationUsuelleUniteLegale</th>\n",
       "      <th>categorieJuridiqueUniteLegale</th>\n",
       "      <th>changementCategorieJuridiqueUniteLegale</th>\n",
       "      <th>...</th>\n",
       "      <th>dateDernierTraitementUniteLegale</th>\n",
       "      <th>dern_numero_siret</th>\n",
       "      <th>index_column</th>\n",
       "      <th>numero_siren</th>\n",
       "      <th>statut</th>\n",
       "      <th>paysage</th>\n",
       "      <th>id_paysage</th>\n",
       "      <th>annuaire</th>\n",
       "      <th>ods</th>\n",
       "      <th>dernier_traitement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2207-12-21</td>\n",
       "      <td>A</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NEOSENS</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>5599</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2024-03-22T14:26:06.001</td>\n",
       "      <td>43817872500034</td>\n",
       "      <td>6</td>\n",
       "      <td>438178725</td>\n",
       "      <td>200</td>\n",
       "      <td>https://paysage.enseignementsup-recherche.gouv...</td>\n",
       "      <td>ou6ib</td>\n",
       "      <td>https://annuaire-entreprises.data.gouv.fr/entr...</td>\n",
       "      <td>https://data.enseignementsup-recherche.gouv.fr...</td>\n",
       "      <td>2024-12-05 18:00:14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2008-01-01</td>\n",
       "      <td>A</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NEOSENS</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>5599</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2024-03-22T14:26:06.001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>438178725</td>\n",
       "      <td>200</td>\n",
       "      <td>https://paysage.enseignementsup-recherche.gouv...</td>\n",
       "      <td>ou6ib</td>\n",
       "      <td>https://annuaire-entreprises.data.gouv.fr/entr...</td>\n",
       "      <td>https://data.enseignementsup-recherche.gouv.fr...</td>\n",
       "      <td>2024-12-05 18:00:14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2007-10-01</td>\n",
       "      <td>A</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NEOSENS</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>5599</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2024-03-22T14:26:06.001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>438178725</td>\n",
       "      <td>200</td>\n",
       "      <td>https://paysage.enseignementsup-recherche.gouv...</td>\n",
       "      <td>ou6ib</td>\n",
       "      <td>https://annuaire-entreprises.data.gouv.fr/entr...</td>\n",
       "      <td>https://data.enseignementsup-recherche.gouv.fr...</td>\n",
       "      <td>2024-12-05 18:00:14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2003-12-25</td>\n",
       "      <td>A</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NEOSENS</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>5599</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2024-03-22T14:26:06.001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>438178725</td>\n",
       "      <td>200</td>\n",
       "      <td>https://paysage.enseignementsup-recherche.gouv...</td>\n",
       "      <td>ou6ib</td>\n",
       "      <td>https://annuaire-entreprises.data.gouv.fr/entr...</td>\n",
       "      <td>https://data.enseignementsup-recherche.gouv.fr...</td>\n",
       "      <td>2024-12-05 18:00:14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2001-12-25</td>\n",
       "      <td>A</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NEOSENS</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>5599</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2024-03-22T14:26:06.001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>438178725</td>\n",
       "      <td>200</td>\n",
       "      <td>https://paysage.enseignementsup-recherche.gouv...</td>\n",
       "      <td>ou6ib</td>\n",
       "      <td>https://annuaire-entreprises.data.gouv.fr/entr...</td>\n",
       "      <td>https://data.enseignementsup-recherche.gouv.fr...</td>\n",
       "      <td>2024-12-05 18:00:14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2001-06-29</td>\n",
       "      <td>A</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NEOSENS</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>5599</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2024-03-22T14:26:06.001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>438178725</td>\n",
       "      <td>200</td>\n",
       "      <td>https://paysage.enseignementsup-recherche.gouv...</td>\n",
       "      <td>ou6ib</td>\n",
       "      <td>https://annuaire-entreprises.data.gouv.fr/entr...</td>\n",
       "      <td>https://data.enseignementsup-recherche.gouv.fr...</td>\n",
       "      <td>2024-12-05 18:00:14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    dateDebut etatAdministratifUniteLegale  \\\n",
       "0  2207-12-21                            A   \n",
       "1  2008-01-01                            A   \n",
       "2  2007-10-01                            A   \n",
       "3  2003-12-25                            A   \n",
       "4  2001-12-25                            A   \n",
       "5  2001-06-29                            A   \n",
       "\n",
       "   changementEtatAdministratifUniteLegale  changementNomUniteLegale  \\\n",
       "0                                   False                     False   \n",
       "1                                   False                     False   \n",
       "2                                   False                     False   \n",
       "3                                   False                     False   \n",
       "4                                   False                     False   \n",
       "5                                   False                     False   \n",
       "\n",
       "   changementNomUsageUniteLegale denominationUniteLegale  \\\n",
       "0                          False                 NEOSENS   \n",
       "1                          False                 NEOSENS   \n",
       "2                          False                 NEOSENS   \n",
       "3                          False                 NEOSENS   \n",
       "4                          False                 NEOSENS   \n",
       "5                          False                 NEOSENS   \n",
       "\n",
       "   changementDenominationUniteLegale  \\\n",
       "0                              False   \n",
       "1                              False   \n",
       "2                              False   \n",
       "3                              False   \n",
       "4                              False   \n",
       "5                              False   \n",
       "\n",
       "   changementDenominationUsuelleUniteLegale categorieJuridiqueUniteLegale  \\\n",
       "0                                     False                          5599   \n",
       "1                                     False                          5599   \n",
       "2                                     False                          5599   \n",
       "3                                     False                          5599   \n",
       "4                                     False                          5599   \n",
       "5                                     False                          5599   \n",
       "\n",
       "   changementCategorieJuridiqueUniteLegale  ...  \\\n",
       "0                                    False  ...   \n",
       "1                                    False  ...   \n",
       "2                                    False  ...   \n",
       "3                                    False  ...   \n",
       "4                                    False  ...   \n",
       "5                                    False  ...   \n",
       "\n",
       "  dateDernierTraitementUniteLegale dern_numero_siret  index_column  \\\n",
       "0          2024-03-22T14:26:06.001    43817872500034             6   \n",
       "1          2024-03-22T14:26:06.001               NaN             5   \n",
       "2          2024-03-22T14:26:06.001               NaN             4   \n",
       "3          2024-03-22T14:26:06.001               NaN             3   \n",
       "4          2024-03-22T14:26:06.001               NaN             2   \n",
       "5          2024-03-22T14:26:06.001               NaN             1   \n",
       "\n",
       "  numero_siren  statut                                            paysage  \\\n",
       "0    438178725     200  https://paysage.enseignementsup-recherche.gouv...   \n",
       "1    438178725     200  https://paysage.enseignementsup-recherche.gouv...   \n",
       "2    438178725     200  https://paysage.enseignementsup-recherche.gouv...   \n",
       "3    438178725     200  https://paysage.enseignementsup-recherche.gouv...   \n",
       "4    438178725     200  https://paysage.enseignementsup-recherche.gouv...   \n",
       "5    438178725     200  https://paysage.enseignementsup-recherche.gouv...   \n",
       "\n",
       "   id_paysage                                           annuaire  \\\n",
       "0       ou6ib  https://annuaire-entreprises.data.gouv.fr/entr...   \n",
       "1       ou6ib  https://annuaire-entreprises.data.gouv.fr/entr...   \n",
       "2       ou6ib  https://annuaire-entreprises.data.gouv.fr/entr...   \n",
       "3       ou6ib  https://annuaire-entreprises.data.gouv.fr/entr...   \n",
       "4       ou6ib  https://annuaire-entreprises.data.gouv.fr/entr...   \n",
       "5       ou6ib  https://annuaire-entreprises.data.gouv.fr/entr...   \n",
       "\n",
       "                                                 ods   dernier_traitement  \n",
       "0  https://data.enseignementsup-recherche.gouv.fr...  2024-12-05 18:00:14  \n",
       "1  https://data.enseignementsup-recherche.gouv.fr...  2024-12-05 18:00:14  \n",
       "2  https://data.enseignementsup-recherche.gouv.fr...  2024-12-05 18:00:14  \n",
       "3  https://data.enseignementsup-recherche.gouv.fr...  2024-12-05 18:00:14  \n",
       "4  https://data.enseignementsup-recherche.gouv.fr...  2024-12-05 18:00:14  \n",
       "5  https://data.enseignementsup-recherche.gouv.fr...  2024-12-05 18:00:14  \n",
       "\n",
       "[6 rows x 32 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dernier_traitement_siren=datetime.now().strftime('%Y-%m-%d %H:%M:%S')\n",
    "maj_structure4 = extract_siren2(\"438178725\")\n",
    "maj_structure4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "f0ee22a0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-12-05 18:00:27 500/9.6 %\n",
      "2024-12-05 18:00:37 1000/19.2 %\n",
      "2024-12-05 18:00:49 1500/28.8 %\n",
      "2024-12-05 18:01:01 2000/38.4 %\n",
      "2024-12-05 18:01:13 2500/48.1 %\n",
      "2024-12-05 18:01:25 3000/57.7 %\n",
      "2024-12-05 18:01:38 3500/67.3 %\n",
      "2024-12-05 18:01:51 4000/76.9 %\n",
      "2024-12-05 18:02:05 4500/86.5 %\n",
      "2024-12-05 18:02:18 5000/96.1 %\n",
      "Terminé\n"
     ]
    }
   ],
   "source": [
    "maj_structures=pd.DataFrame(columns = [\"numero_siren\",\"statut\"])\n",
    "i=0\n",
    "dernier_traitement_siren=datetime.now().strftime('%Y-%m-%d %H:%M:%S')\n",
    "for ind in les_sirens.index:\n",
    "    numero_siren = les_sirens[ind]\n",
    "    i=i+1\n",
    "    if i%500==0:\n",
    "        print(datetime.now().strftime('%Y-%m-%d %H:%M:%S')+\" \"+str(i)+\"/{:0.1f} %\".format(i*100/len(les_sirens.index)))\n",
    "    maj_structure = extract_siren2(numero_siren)\n",
    "    maj_structure = pd.DataFrame(maj_structure)\n",
    "    if (maj_structures.empty) & (not maj_structure.empty):\n",
    "        maj_structures=maj_structure\n",
    "    if not maj_structure.empty:\n",
    "        maj_structures = pd.concat([maj_structures, maj_structure], axis=0, join='outer')\n",
    "print(\"Terminé\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "af812cfc",
   "metadata": {},
   "outputs": [
    {
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       "</table>\n",
       "<p>1 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    dateDebut etatAdministratifUniteLegale  \\\n",
       "0  2207-12-21                            A   \n",
       "\n",
       "   changementEtatAdministratifUniteLegale  changementNomUniteLegale  \\\n",
       "0                                   False                     False   \n",
       "\n",
       "   changementNomUsageUniteLegale denominationUniteLegale  \\\n",
       "0                          False                 NEOSENS   \n",
       "\n",
       "   changementDenominationUniteLegale  \\\n",
       "0                              False   \n",
       "\n",
       "   changementDenominationUsuelleUniteLegale categorieJuridiqueUniteLegale  \\\n",
       "0                                     False                          5599   \n",
       "\n",
       "   changementCategorieJuridiqueUniteLegale  ... id_paysage  \\\n",
       "0                                    False  ...      ou6ib   \n",
       "\n",
       "                                            annuaire  \\\n",
       "0  https://annuaire-entreprises.data.gouv.fr/entr...   \n",
       "\n",
       "                                                 ods   dernier_traitement  \\\n",
       "0  https://data.enseignementsup-recherche.gouv.fr...  2024-12-05 18:00:14   \n",
       "\n",
       "   sigleUniteLegale identifiantAssociationUniteLegale  \\\n",
       "0               NaN                               NaN   \n",
       "\n",
       "   denominationUsuelle1UniteLegale  denominationUsuelle2UniteLegale  \\\n",
       "0                              NaN                              NaN   \n",
       "\n",
       "   nomUniteLegale nomUsageUniteLegale  \n",
       "0             NaN                 NaN  \n",
       "\n",
       "[1 rows x 40 columns]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selection = maj_structures[(maj_structures[\"dateDebut\"]==\"2207-12-21\")].index\n",
    "maj_structures[(maj_structures[\"dateDebut\"]==\"2207-12-21\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "d7f619b9",
   "metadata": {},
   "outputs": [
    {
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       "      <th>dateDebut</th>\n",
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       "      <th>changementCategorieJuridiqueUniteLegale</th>\n",
       "      <th>...</th>\n",
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       "      <th>Adresse</th>\n",
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       "      <th>categorieJuridiqueUniteLegaleLib</th>\n",
       "      <th>activitePrincipaleUniteLegale_lib</th>\n",
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       "      <td>2024-11-01</td>\n",
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       "      <td>Société à responsabilité limitée (sans autre i...</td>\n",
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       "      <td>2024-10-15</td>\n",
       "      <td>Non</td>\n",
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       "      <td>2019-04-01</td>\n",
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       "      <td>2024-10-15</td>\n",
       "      <td>Non</td>\n",
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       "      <td>2013-12-06</td>\n",
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       "      <td>2024-11-01</td>\n",
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       "      <td>Non</td>\n",
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       "      <td>A</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-03-30T13:57:30.159</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>2024-10-15</td>\n",
       "      <td>Non</td>\n",
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       "      <td>2005-01-01</td>\n",
       "      <td>A</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>2024-10-15</td>\n",
       "      <td>Non</td>\n",
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       "      <th>20053</th>\n",
       "      <td>2004-12-25</td>\n",
       "      <td>A</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>LHOTELLIER MONTRICHARD</td>\n",
       "      <td>False</td>\n",
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       "      <td>5710</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>Fabrication de pièces techniques en matières p...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-10-15</td>\n",
       "      <td>Non</td>\n",
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       "      <th>20054</th>\n",
       "      <td>2002-12-25</td>\n",
       "      <td>A</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
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       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-03-30T13:57:30.159</td>\n",
       "      <td>SAS, société par actions simplifiée</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-10-15</td>\n",
       "      <td>Non</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20055</th>\n",
       "      <td>1970-01-01</td>\n",
       "      <td>A</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>LHOTELLIER MONTRICHARD</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>5599</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-03-30T13:57:30.159</td>\n",
       "      <td>SA à conseil d'administration (s.a.i.)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-10-15</td>\n",
       "      <td>Non</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20056 rows × 48 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        dateDebut etatAdministratifUniteLegale  \\\n",
       "0      2024-11-01                            A   \n",
       "1      2024-01-09                            A   \n",
       "2      2019-04-01                            A   \n",
       "3      2013-12-06                            A   \n",
       "4      2024-11-01                            A   \n",
       "...           ...                          ...   \n",
       "20051  2006-12-06                            A   \n",
       "20052  2005-01-01                            A   \n",
       "20053  2004-12-25                            A   \n",
       "20054  2002-12-25                            A   \n",
       "20055  1970-01-01                            A   \n",
       "\n",
       "       changementEtatAdministratifUniteLegale  changementNomUniteLegale  \\\n",
       "0                                       False                     False   \n",
       "1                                       False                     False   \n",
       "2                                       False                     False   \n",
       "3                                       False                     False   \n",
       "4                                       False                     False   \n",
       "...                                       ...                       ...   \n",
       "20051                                   False                     False   \n",
       "20052                                   False                     False   \n",
       "20053                                   False                     False   \n",
       "20054                                   False                     False   \n",
       "20055                                   False                     False   \n",
       "\n",
       "       changementNomUsageUniteLegale denominationUniteLegale  \\\n",
       "0                              False           E-PHY-SCIENCE   \n",
       "1                              False           E-PHY-SCIENCE   \n",
       "2                              False           E-PHY-SCIENCE   \n",
       "3                              False           E-PHY-SCIENCE   \n",
       "4                              False           E-PHY-SCIENCE   \n",
       "...                              ...                     ...   \n",
       "20051                          False         DAHER AEROSPACE   \n",
       "20052                          False        DAHER LHOTELLIER   \n",
       "20053                          False  LHOTELLIER MONTRICHARD   \n",
       "20054                          False  LHOTELLIER MONTRICHARD   \n",
       "20055                          False  LHOTELLIER MONTRICHARD   \n",
       "\n",
       "       changementDenominationUniteLegale  \\\n",
       "0                                  False   \n",
       "1                                  False   \n",
       "2                                  False   \n",
       "3                                  False   \n",
       "4                                  False   \n",
       "...                                  ...   \n",
       "20051                               True   \n",
       "20052                               True   \n",
       "20053                              False   \n",
       "20054                              False   \n",
       "20055                              False   \n",
       "\n",
       "       changementDenominationUsuelleUniteLegale categorieJuridiqueUniteLegale  \\\n",
       "0                                         False                          5499   \n",
       "1                                         False                          5499   \n",
       "2                                         False                          5710   \n",
       "3                                         False                          5710   \n",
       "4                                         False                          5499   \n",
       "...                                         ...                           ...   \n",
       "20051                                     False                          5710   \n",
       "20052                                     False                          5710   \n",
       "20053                                     False                          5710   \n",
       "20054                                     False                          5710   \n",
       "20055                                     False                          5599   \n",
       "\n",
       "       changementCategorieJuridiqueUniteLegale  ... nomUniteLegale  \\\n",
       "0                                        False  ...            NaN   \n",
       "1                                         True  ...            NaN   \n",
       "2                                        False  ...            NaN   \n",
       "3                                        False  ...            NaN   \n",
       "4                                        False  ...            NaN   \n",
       "...                                        ...  ...            ...   \n",
       "20051                                    False  ...            NaN   \n",
       "20052                                    False  ...            NaN   \n",
       "20053                                    False  ...            NaN   \n",
       "20054                                     True  ...            NaN   \n",
       "20055                                    False  ...            NaN   \n",
       "\n",
       "      nomUsageUniteLegale                                          Adresse  \\\n",
       "0                     NaN  BATIMENT I 80 ROUTE DES LUCIOLES 06560 VALBONNE   \n",
       "1                     NaN                                              NaN   \n",
       "2                     NaN                                              NaN   \n",
       "3                     NaN                                              NaN   \n",
       "4                     NaN  BATIMENT I 80 ROUTE DES LUCIOLES 06560 VALBONNE   \n",
       "...                   ...                                              ...   \n",
       "20051                 NaN                                              NaN   \n",
       "20052                 NaN                                              NaN   \n",
       "20053                 NaN                                              NaN   \n",
       "20054                 NaN                                              NaN   \n",
       "20055                 NaN                                              NaN   \n",
       "\n",
       "              coordonneeEtablissementGPS  dateDernierTraitementEtablissement  \\\n",
       "0      43.6141899674233,7.04736900349428             2024-11-22T14:05:38.787   \n",
       "1                                    NaN             2024-11-22T14:05:38.787   \n",
       "2                                    NaN             2024-11-22T14:05:38.787   \n",
       "3                                    NaN             2024-11-22T14:05:38.787   \n",
       "4      43.6141899674233,7.04736900349428             2024-11-22T14:05:38.787   \n",
       "...                                  ...                                 ...   \n",
       "20051                                NaN             2024-03-30T13:57:30.159   \n",
       "20052                                NaN             2024-03-30T13:57:30.159   \n",
       "20053                                NaN             2024-03-30T13:57:30.159   \n",
       "20054                                NaN             2024-03-30T13:57:30.159   \n",
       "20055                                NaN             2024-03-30T13:57:30.159   \n",
       "\n",
       "                        categorieJuridiqueUniteLegaleLib  \\\n",
       "0      Société à responsabilité limitée (sans autre i...   \n",
       "1      Société à responsabilité limitée (sans autre i...   \n",
       "2                    SAS, société par actions simplifiée   \n",
       "3                    SAS, société par actions simplifiée   \n",
       "4      Société à responsabilité limitée (sans autre i...   \n",
       "...                                                  ...   \n",
       "20051                SAS, société par actions simplifiée   \n",
       "20052                SAS, société par actions simplifiée   \n",
       "20053                SAS, société par actions simplifiée   \n",
       "20054                SAS, société par actions simplifiée   \n",
       "20055             SA à conseil d'administration (s.a.i.)   \n",
       "\n",
       "                       activitePrincipaleUniteLegale_lib  Siret_dans_paysage  \\\n",
       "0              Recherche-développement en biotechnologie                 Oui   \n",
       "1              Recherche-développement en biotechnologie                 NaN   \n",
       "2              Recherche-développement en biotechnologie                 NaN   \n",
       "3              Recherche-développement en biotechnologie                 NaN   \n",
       "4              Recherche-développement en biotechnologie                 Oui   \n",
       "...                                                  ...                 ...   \n",
       "20051  Fabrication de pièces techniques en matières p...                 NaN   \n",
       "20052  Fabrication de pièces techniques en matières p...                 NaN   \n",
       "20053  Fabrication de pièces techniques en matières p...                 NaN   \n",
       "20054                                                NaN                 NaN   \n",
       "20055                                                NaN                 NaN   \n",
       "\n",
       "            Ajout Nouveau  \n",
       "0      2024-11-25     Non  \n",
       "1      2024-10-15     Non  \n",
       "2      2024-10-15     Non  \n",
       "3      2024-10-15     Non  \n",
       "4      2024-11-25     Non  \n",
       "...           ...     ...  \n",
       "20051  2024-10-15     Non  \n",
       "20052  2024-10-15     Non  \n",
       "20053  2024-10-15     Non  \n",
       "20054  2024-10-15     Non  \n",
       "20055  2024-10-15     Non  \n",
       "\n",
       "[20056 rows x 48 columns]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#selection = maj_structures[(maj_structures[\"dateDebut\"]==\"2207-12-21\")].index\n",
    "#maj_structures.loc[selection, 'dateDebut']=\"2012-07-26\"\n",
    "maj_structures=pd.merge(maj_structures,les__adresse,how='left',on=['dern_numero_siret'])\n",
    "maj_structures=pd.merge(maj_structures,dateDernierTraitementEtablissement,how='left',on=['numero_siren'])\n",
    "maj_structures=pd.merge(maj_structures,categoriesJuridiques,how='left',on=['categorieJuridiqueUniteLegale'])\n",
    "maj_structures=pd.merge(maj_structures,activitePrincipaleUniteLegale,how='left',on=['nomenclatureActivitePrincipaleUniteLegale','activitePrincipaleUniteLegale'])\n",
    "maj_structures=pd.merge(maj_structures,siret_paysage,how='left',on=['dern_numero_siret'])\n",
    "maj_structures=pd.merge(maj_structures,maj_structures_sirene_prec,how='left',on=['numero_siren','index_column'])\n",
    "selection = maj_structures[maj_structures[\"Nouveau\"]!=\"Non\"].index\n",
    "maj_structures.loc[selection, 'Nouveau']=\"Oui\"\n",
    "maj_structures.loc[selection, 'Ajout']=datetime.now().strftime('%Y-%m-%d')\n",
    "maj_structures.loc[(maj_structures[\"Siret_dans_paysage\"].isnull()&~maj_structures[\"dern_numero_siret\"].isnull()), 'Siret_dans_paysage']= \"Non\"\n",
    "maj_structures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "d245171a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dateDebut', 'etatAdministratifUniteLegale',\n",
       "       'changementEtatAdministratifUniteLegale', 'changementNomUniteLegale',\n",
       "       'changementNomUsageUniteLegale', 'denominationUniteLegale',\n",
       "       'changementDenominationUniteLegale',\n",
       "       'changementDenominationUsuelleUniteLegale',\n",
       "       'categorieJuridiqueUniteLegale',\n",
       "       'changementCategorieJuridiqueUniteLegale',\n",
       "       'activitePrincipaleUniteLegale',\n",
       "       'nomenclatureActivitePrincipaleUniteLegale',\n",
       "       'changementActivitePrincipaleUniteLegale', 'nicSiegeUniteLegale',\n",
       "       'changementNicSiegeUniteLegale', 'economieSocialeSolidaireUniteLegale',\n",
       "       'changementEconomieSocialeSolidaireUniteLegale',\n",
       "       'changementSocieteMissionUniteLegale',\n",
       "       'changementCaractereEmployeurUniteLegale', 'dateFin', 'changements',\n",
       "       'les_changements', 'dateCreationUniteLegale',\n",
       "       'dateDernierTraitementUniteLegale', 'categorieEntreprise',\n",
       "       'dern_numero_siret', 'index_column', 'numero_siren', 'statut',\n",
       "       'paysage', 'id_paysage', 'annuaire', 'ods', 'dernier_traitement',\n",
       "       'sigleUniteLegale', 'identifiantAssociationUniteLegale',\n",
       "       'denominationUsuelle1UniteLegale', 'denominationUsuelle2UniteLegale',\n",
       "       'nomUniteLegale', 'nomUsageUniteLegale', 'Adresse',\n",
       "       'coordonneeEtablissementGPS', 'dateDernierTraitementEtablissement',\n",
       "       'categorieJuridiqueUniteLegaleLib', 'activitePrincipaleUniteLegale_lib',\n",
       "       'Siret_dans_paysage', 'Ajout', 'Nouveau'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "maj_structures.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "50509232",
   "metadata": {},
   "outputs": [],
   "source": [
    "maj_structures_prec=maj_structures[[\"numero_siren\",\"index_column\",\"Ajout\"]].drop_duplicates()\n",
    "maj_structures_prec[\"Nouveau\"]=\"Non\"\n",
    "maj_structures_prec.to_parquet(dir_data+\"maj_structures_sirene_prec.parquet\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "44e73f1d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "drwx---r-x    2 25811      users              17 Dec  5 18:02 .\n",
      "drwx---r-x    2 25811      users              17 Dec  5 18:02 ..\n",
      "-rw----r--    1 25811      users          603138 Mar  5  2024 CII.xlsx\n",
      "-rw----r--    1 25811      users         3435698 Mar  5  2024 CIR.xlsx\n",
      "-rw----r--    1 25811      users           41003 Mar  5  2024 ORGANISMES.xlsx\n",
      "-rw----r--    1 25811      users         1678436 Mar  5  2024 _CII.xlsx\n",
      "-rw----r--    1 25811      users         8777350 Mar  5  2024 _CIR.xlsx\n",
      "-rw----r--    1 25811      users           79559 Mar  5  2024 _ORGANISMES.xlsx\n",
      "-rw----r--    1 25811      users          244292 Nov 22 10:13 biblio.xlsx\n",
      "-rw----r--    1 25811      users           21901 Dec  4 11:42 cc.xlsx\n",
      "-rw----r--    1 25811      users           85615 Nov 21 10:26 evt_data.xlsx\n",
      "-rw----r--    1 25811      users          400112 Jul 23 10:08 les_princ_etabs_infos.xlsx\n",
      "-rw----r--    1 25811      users         2073302 Dec  5 17:52 les_structures.xlsx\n",
      "-rw----r--    1 25811      users         3258874 Dec  5 18:02 maj_structures_sirene.xlsx\n",
      "-rw----r--    1 25811      users         3145579 Dec  2 11:46 piaweb.xlsx\n",
      "-rw----r--    1 25811      users           91953 Nov 21 10:26 prt_data.xlsx\n",
      "-rw----r--    1 25811      users           10882 Dec  5 17:52 siret_a_fermer.xlsx\n",
      "None\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dateDebut</th>\n",
       "      <th>etatAdministratifUniteLegale</th>\n",
       "      <th>changementEtatAdministratifUniteLegale</th>\n",
       "      <th>changementNomUniteLegale</th>\n",
       "      <th>changementNomUsageUniteLegale</th>\n",
       "      <th>denominationUniteLegale</th>\n",
       "      <th>changementDenominationUniteLegale</th>\n",
       "      <th>changementDenominationUsuelleUniteLegale</th>\n",
       "      <th>categorieJuridiqueUniteLegale</th>\n",
       "      <th>changementCategorieJuridiqueUniteLegale</th>\n",
       "      <th>...</th>\n",
       "      <th>nomUniteLegale</th>\n",
       "      <th>nomUsageUniteLegale</th>\n",
       "      <th>Adresse</th>\n",
       "      <th>coordonneeEtablissementGPS</th>\n",
       "      <th>dateDernierTraitementEtablissement</th>\n",
       "      <th>categorieJuridiqueUniteLegaleLib</th>\n",
       "      <th>activitePrincipaleUniteLegale_lib</th>\n",
       "      <th>Siret_dans_paysage</th>\n",
       "      <th>Ajout</th>\n",
       "      <th>Nouveau</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2024-11-01</td>\n",
       "      <td>A</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>E-PHY-SCIENCE</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>5499</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BATIMENT I 80 ROUTE DES LUCIOLES 06560 VALBONNE</td>\n",
       "      <td>43.6141899674233,7.04736900349428</td>\n",
       "      <td>2024-11-22T14:05:38.787</td>\n",
       "      <td>Société à responsabilité limitée (sans autre i...</td>\n",
       "      <td>Recherche-développement en biotechnologie</td>\n",
       "      <td>Oui</td>\n",
       "      <td>2024-11-25</td>\n",
       "      <td>Non</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2024-01-09</td>\n",
       "      <td>A</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>E-PHY-SCIENCE</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>5499</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-11-22T14:05:38.787</td>\n",
       "      <td>Société à responsabilité limitée (sans autre i...</td>\n",
       "      <td>Recherche-développement en biotechnologie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-10-15</td>\n",
       "      <td>Non</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-04-01</td>\n",
       "      <td>A</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>E-PHY-SCIENCE</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>5710</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-11-22T14:05:38.787</td>\n",
       "      <td>SAS, société par actions simplifiée</td>\n",
       "      <td>Recherche-développement en biotechnologie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-10-15</td>\n",
       "      <td>Non</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2013-12-06</td>\n",
       "      <td>A</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>E-PHY-SCIENCE</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>5710</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-11-22T14:05:38.787</td>\n",
       "      <td>SAS, société par actions simplifiée</td>\n",
       "      <td>Recherche-développement en biotechnologie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-10-15</td>\n",
       "      <td>Non</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2024-11-01</td>\n",
       "      <td>A</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>E-PHY-SCIENCE</td>\n",
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       "      <td>Société à responsabilité limitée (sans autre i...</td>\n",
       "      <td>Recherche-développement en biotechnologie</td>\n",
       "      <td>Oui</td>\n",
       "      <td>2024-11-25</td>\n",
       "      <td>Non</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20051</th>\n",
       "      <td>2006-12-06</td>\n",
       "      <td>A</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>DAHER AEROSPACE</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>5710</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-03-30T13:57:30.159</td>\n",
       "      <td>SAS, société par actions simplifiée</td>\n",
       "      <td>Fabrication de pièces techniques en matières p...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-10-15</td>\n",
       "      <td>Non</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20052</th>\n",
       "      <td>2005-01-01</td>\n",
       "      <td>A</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>DAHER LHOTELLIER</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>5710</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-03-30T13:57:30.159</td>\n",
       "      <td>SAS, société par actions simplifiée</td>\n",
       "      <td>Fabrication de pièces techniques en matières p...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-10-15</td>\n",
       "      <td>Non</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20053</th>\n",
       "      <td>2004-12-25</td>\n",
       "      <td>A</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>LHOTELLIER MONTRICHARD</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>5710</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-03-30T13:57:30.159</td>\n",
       "      <td>SAS, société par actions simplifiée</td>\n",
       "      <td>Fabrication de pièces techniques en matières p...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-10-15</td>\n",
       "      <td>Non</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20054</th>\n",
       "      <td>2002-12-25</td>\n",
       "      <td>A</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>LHOTELLIER MONTRICHARD</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>5710</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-03-30T13:57:30.159</td>\n",
       "      <td>SAS, société par actions simplifiée</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-10-15</td>\n",
       "      <td>Non</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20055</th>\n",
       "      <td>1970-01-01</td>\n",
       "      <td>A</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>LHOTELLIER MONTRICHARD</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>5599</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-03-30T13:57:30.159</td>\n",
       "      <td>SA à conseil d'administration (s.a.i.)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024-10-15</td>\n",
       "      <td>Non</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20056 rows × 48 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        dateDebut etatAdministratifUniteLegale  \\\n",
       "0      2024-11-01                            A   \n",
       "1      2024-01-09                            A   \n",
       "2      2019-04-01                            A   \n",
       "3      2013-12-06                            A   \n",
       "4      2024-11-01                            A   \n",
       "...           ...                          ...   \n",
       "20051  2006-12-06                            A   \n",
       "20052  2005-01-01                            A   \n",
       "20053  2004-12-25                            A   \n",
       "20054  2002-12-25                            A   \n",
       "20055  1970-01-01                            A   \n",
       "\n",
       "       changementEtatAdministratifUniteLegale  changementNomUniteLegale  \\\n",
       "0                                       False                     False   \n",
       "1                                       False                     False   \n",
       "2                                       False                     False   \n",
       "3                                       False                     False   \n",
       "4                                       False                     False   \n",
       "...                                       ...                       ...   \n",
       "20051                                   False                     False   \n",
       "20052                                   False                     False   \n",
       "20053                                   False                     False   \n",
       "20054                                   False                     False   \n",
       "20055                                   False                     False   \n",
       "\n",
       "       changementNomUsageUniteLegale denominationUniteLegale  \\\n",
       "0                              False           E-PHY-SCIENCE   \n",
       "1                              False           E-PHY-SCIENCE   \n",
       "2                              False           E-PHY-SCIENCE   \n",
       "3                              False           E-PHY-SCIENCE   \n",
       "4                              False           E-PHY-SCIENCE   \n",
       "...                              ...                     ...   \n",
       "20051                          False         DAHER AEROSPACE   \n",
       "20052                          False        DAHER LHOTELLIER   \n",
       "20053                          False  LHOTELLIER MONTRICHARD   \n",
       "20054                          False  LHOTELLIER MONTRICHARD   \n",
       "20055                          False  LHOTELLIER MONTRICHARD   \n",
       "\n",
       "       changementDenominationUniteLegale  \\\n",
       "0                                  False   \n",
       "1                                  False   \n",
       "2                                  False   \n",
       "3                                  False   \n",
       "4                                  False   \n",
       "...                                  ...   \n",
       "20051                               True   \n",
       "20052                               True   \n",
       "20053                              False   \n",
       "20054                              False   \n",
       "20055                              False   \n",
       "\n",
       "       changementDenominationUsuelleUniteLegale categorieJuridiqueUniteLegale  \\\n",
       "0                                         False                          5499   \n",
       "1                                         False                          5499   \n",
       "2                                         False                          5710   \n",
       "3                                         False                          5710   \n",
       "4                                         False                          5499   \n",
       "...                                         ...                           ...   \n",
       "20051                                     False                          5710   \n",
       "20052                                     False                          5710   \n",
       "20053                                     False                          5710   \n",
       "20054                                     False                          5710   \n",
       "20055                                     False                          5599   \n",
       "\n",
       "       changementCategorieJuridiqueUniteLegale  ... nomUniteLegale  \\\n",
       "0                                        False  ...            NaN   \n",
       "1                                         True  ...            NaN   \n",
       "2                                        False  ...            NaN   \n",
       "3                                        False  ...            NaN   \n",
       "4                                        False  ...            NaN   \n",
       "...                                        ...  ...            ...   \n",
       "20051                                    False  ...            NaN   \n",
       "20052                                    False  ...            NaN   \n",
       "20053                                    False  ...            NaN   \n",
       "20054                                     True  ...            NaN   \n",
       "20055                                    False  ...            NaN   \n",
       "\n",
       "      nomUsageUniteLegale                                          Adresse  \\\n",
       "0                     NaN  BATIMENT I 80 ROUTE DES LUCIOLES 06560 VALBONNE   \n",
       "1                     NaN                                              NaN   \n",
       "2                     NaN                                              NaN   \n",
       "3                     NaN                                              NaN   \n",
       "4                     NaN  BATIMENT I 80 ROUTE DES LUCIOLES 06560 VALBONNE   \n",
       "...                   ...                                              ...   \n",
       "20051                 NaN                                              NaN   \n",
       "20052                 NaN                                              NaN   \n",
       "20053                 NaN                                              NaN   \n",
       "20054                 NaN                                              NaN   \n",
       "20055                 NaN                                              NaN   \n",
       "\n",
       "              coordonneeEtablissementGPS  dateDernierTraitementEtablissement  \\\n",
       "0      43.6141899674233,7.04736900349428             2024-11-22T14:05:38.787   \n",
       "1                                    NaN             2024-11-22T14:05:38.787   \n",
       "2                                    NaN             2024-11-22T14:05:38.787   \n",
       "3                                    NaN             2024-11-22T14:05:38.787   \n",
       "4      43.6141899674233,7.04736900349428             2024-11-22T14:05:38.787   \n",
       "...                                  ...                                 ...   \n",
       "20051                                NaN             2024-03-30T13:57:30.159   \n",
       "20052                                NaN             2024-03-30T13:57:30.159   \n",
       "20053                                NaN             2024-03-30T13:57:30.159   \n",
       "20054                                NaN             2024-03-30T13:57:30.159   \n",
       "20055                                NaN             2024-03-30T13:57:30.159   \n",
       "\n",
       "                        categorieJuridiqueUniteLegaleLib  \\\n",
       "0      Société à responsabilité limitée (sans autre i...   \n",
       "1      Société à responsabilité limitée (sans autre i...   \n",
       "2                    SAS, société par actions simplifiée   \n",
       "3                    SAS, société par actions simplifiée   \n",
       "4      Société à responsabilité limitée (sans autre i...   \n",
       "...                                                  ...   \n",
       "20051                SAS, société par actions simplifiée   \n",
       "20052                SAS, société par actions simplifiée   \n",
       "20053                SAS, société par actions simplifiée   \n",
       "20054                SAS, société par actions simplifiée   \n",
       "20055             SA à conseil d'administration (s.a.i.)   \n",
       "\n",
       "                       activitePrincipaleUniteLegale_lib  Siret_dans_paysage  \\\n",
       "0              Recherche-développement en biotechnologie                 Oui   \n",
       "1              Recherche-développement en biotechnologie                 NaN   \n",
       "2              Recherche-développement en biotechnologie                 NaN   \n",
       "3              Recherche-développement en biotechnologie                 NaN   \n",
       "4              Recherche-développement en biotechnologie                 Oui   \n",
       "...                                                  ...                 ...   \n",
       "20051  Fabrication de pièces techniques en matières p...                 NaN   \n",
       "20052  Fabrication de pièces techniques en matières p...                 NaN   \n",
       "20053  Fabrication de pièces techniques en matières p...                 NaN   \n",
       "20054                                                NaN                 NaN   \n",
       "20055                                                NaN                 NaN   \n",
       "\n",
       "            Ajout Nouveau  \n",
       "0      2024-11-25     Non  \n",
       "1      2024-10-15     Non  \n",
       "2      2024-10-15     Non  \n",
       "3      2024-10-15     Non  \n",
       "4      2024-11-25     Non  \n",
       "...           ...     ...  \n",
       "20051  2024-10-15     Non  \n",
       "20052  2024-10-15     Non  \n",
       "20053  2024-10-15     Non  \n",
       "20054  2024-10-15     Non  \n",
       "20055  2024-10-15     Non  \n",
       "\n",
       "[20056 rows x 48 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filename_in = dir_output+\"maj_structures_sirene_\"+datetime.now().strftime('%Y-%m-%d')+\".xlsx\"\n",
    "writer = pd.ExcelWriter(filename_in, engine='xlsxwriter', engine_kwargs={'options':{'strings_to_urls': False}})\n",
    "maj_structures.to_excel(writer,sheet_name=\"data\", index=False)\n",
    "writer.close()\n",
    "ftp_server = ftplib.FTP(ftp_HOSTNAME, ftp_USERNAME, ftp_PASSWORD)\n",
    "filename_out = \"maj_structures_sirene.xlsx\"\n",
    "with open(filename_in, \"rb\") as file:\n",
    "    ftp_server.storbinary(f\"STOR {filename_out}\", file)\n",
    "print(ftp_server.dir())\n",
    "ftp_server.quit()\n",
    "maj_structures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "dde3089e",
   "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>uid</th>\n",
       "      <th>dataset_id</th>\n",
       "      <th>is_published</th>\n",
       "      <th>is_restricted</th>\n",
       "      <th>default_security</th>\n",
       "      <th>created_at</th>\n",
       "      <th>updated_at</th>\n",
       "      <th>metadata</th>\n",
       "      <th>asset_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>da_lv93cw</td>\n",
       "      <td>fr-esr-maj_structures_sirene</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>{'is_data_visible': True, 'visible_fields': No...</td>\n",
       "      <td>2024-01-25T20:27:40Z</td>\n",
       "      <td>2024-10-15T18:37:38Z</td>\n",
       "      <td>{'visualization': {'analyze_disabled': {'value...</td>\n",
       "      <td>ods_dataset</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           uid                    dataset_id  is_published  is_restricted  \\\n",
       "462  da_lv93cw  fr-esr-maj_structures_sirene          True           True   \n",
       "\n",
       "                                      default_security            created_at  \\\n",
       "462  {'is_data_visible': True, 'visible_fields': No...  2024-01-25T20:27:40Z   \n",
       "\n",
       "               updated_at                                           metadata  \\\n",
       "462  2024-10-15T18:37:38Z  {'visualization': {'analyze_disabled': {'value...   \n",
       "\n",
       "      asset_type  \n",
       "462  ods_dataset  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response = requests.get(\n",
    "    'https://mesr.opendatasoft.com/api/automation/v1.0/datasets/?limit=999', \n",
    "    headers={\"Authorization\": \"apikey \"+apikeyods})\n",
    "result=response.json()\n",
    "df = pd.DataFrame(result[\"results\"])\n",
    "od = df[df['dataset_id'].str.contains('fr-esr-maj_structures_sirene')]\n",
    "od"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "b68100ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_uid=\"da_lv93cw\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "6ebe1227",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fin\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    responseF = requests.post('https://mesr.opendatasoft.com/api/automation/v1.0/datasets/'+dataset_uid+'/publish/', headers={\"Authorization\": \"apikey \"+apikeyods})\n",
    "    responseF.raise_for_status()\n",
    "except requests.exceptions.HTTPError as errh:\n",
    "    print(dataset_uid+\" > KO : publish \", responseF.status_code)\n",
    "print(\"fin\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "b2e0fb6b",
   "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>numero_siren</th>\n",
       "      <th>identifiantAssociationUniteLegale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>922708706</td>\n",
       "      <td>W133036847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>442780243</td>\n",
       "      <td>W9R1001026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>902386077</td>\n",
       "      <td>W353021707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>345231286</td>\n",
       "      <td>W223000278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>379030695</td>\n",
       "      <td>W291002112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19650</th>\n",
       "      <td>789704772</td>\n",
       "      <td>W212006809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19652</th>\n",
       "      <td>327742342</td>\n",
       "      <td>W062003969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19662</th>\n",
       "      <td>840606982</td>\n",
       "      <td>W131011628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19663</th>\n",
       "      <td>824547145</td>\n",
       "      <td>W133025108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19665</th>\n",
       "      <td>382623866</td>\n",
       "      <td>W061008508</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>470 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      numero_siren identifiantAssociationUniteLegale\n",
       "91       922708706                        W133036847\n",
       "125      442780243                        W9R1001026\n",
       "132      902386077                        W353021707\n",
       "133      345231286                        W223000278\n",
       "137      379030695                        W291002112\n",
       "...            ...                               ...\n",
       "19650    789704772                        W212006809\n",
       "19652    327742342                        W062003969\n",
       "19662    840606982                        W131011628\n",
       "19663    824547145                        W133025108\n",
       "19665    382623866                        W061008508\n",
       "\n",
       "[470 rows x 2 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Rna_sirene=maj_structures[(~maj_structures[\"identifiantAssociationUniteLegale\"].isnull())][[\"numero_siren\",\"identifiantAssociationUniteLegale\"]].drop_duplicates()\n",
    "Rna_sirene"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "0fe74662",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>numero_siren</th>\n",
       "      <th>identifiantAssociationUniteLegale</th>\n",
       "      <th>Rna_dans_paysage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>442780243</td>\n",
       "      <td>W9R1001026</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>345231286</td>\n",
       "      <td>W223000278</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>379030695</td>\n",
       "      <td>W291002112</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>512837303</td>\n",
       "      <td>W271000333</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>353150683</td>\n",
       "      <td>W863006231</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>784280836</td>\n",
       "      <td>W751036383</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>775728470</td>\n",
       "      <td>W751035209</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>320140551</td>\n",
       "      <td>W691059680</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>329491476</td>\n",
       "      <td>W491000042</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>424437127</td>\n",
       "      <td>W353006967</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>284 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    numero_siren identifiantAssociationUniteLegale Rna_dans_paysage\n",
       "1      442780243                        W9R1001026              NaN\n",
       "3      345231286                        W223000278              NaN\n",
       "4      379030695                        W291002112              NaN\n",
       "5      512837303                        W271000333              NaN\n",
       "26     353150683                        W863006231              NaN\n",
       "..           ...                               ...              ...\n",
       "444    784280836                        W751036383              NaN\n",
       "446    775728470                        W751035209              NaN\n",
       "449    320140551                        W691059680              NaN\n",
       "452    329491476                        W491000042              NaN\n",
       "453    424437127                        W353006967              NaN\n",
       "\n",
       "[284 rows x 3 columns]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "RNAcrois = pd.merge(Rna_sirene,Rna_paysage,how='left',on=['identifiantAssociationUniteLegale'])\n",
    "RNAcrois[(RNAcrois[\"Rna_dans_paysage\"].isnull())]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "a5216277",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dateDebut', 'etatAdministratifUniteLegale',\n",
       "       'changementEtatAdministratifUniteLegale', 'changementNomUniteLegale',\n",
       "       'changementNomUsageUniteLegale', 'denominationUniteLegale',\n",
       "       'changementDenominationUniteLegale',\n",
       "       'changementDenominationUsuelleUniteLegale',\n",
       "       'categorieJuridiqueUniteLegale',\n",
       "       'changementCategorieJuridiqueUniteLegale',\n",
       "       'activitePrincipaleUniteLegale',\n",
       "       'nomenclatureActivitePrincipaleUniteLegale',\n",
       "       'changementActivitePrincipaleUniteLegale', 'nicSiegeUniteLegale',\n",
       "       'changementNicSiegeUniteLegale', 'economieSocialeSolidaireUniteLegale',\n",
       "       'changementEconomieSocialeSolidaireUniteLegale',\n",
       "       'changementSocieteMissionUniteLegale',\n",
       "       'changementCaractereEmployeurUniteLegale', 'dateFin', 'changements',\n",
       "       'les_changements', 'dateCreationUniteLegale',\n",
       "       'dateDernierTraitementUniteLegale', 'categorieEntreprise',\n",
       "       'dern_numero_siret', 'index_column', 'numero_siren', 'statut',\n",
       "       'paysage', 'id_paysage', 'annuaire', 'ods', 'dernier_traitement',\n",
       "       'sigleUniteLegale', 'identifiantAssociationUniteLegale',\n",
       "       'denominationUsuelle1UniteLegale', 'denominationUsuelle2UniteLegale',\n",
       "       'nomUniteLegale', 'nomUsageUniteLegale', 'Adresse',\n",
       "       'coordonneeEtablissementGPS', 'dateDernierTraitementEtablissement',\n",
       "       'categorieJuridiqueUniteLegaleLib', 'activitePrincipaleUniteLegale_lib',\n",
       "       'Siret_dans_paysage', 'Ajout', 'Nouveau'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "maj_structures.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "00293711",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>resourceId</th>\n",
       "      <th>startDate</th>\n",
       "      <th>endDate</th>\n",
       "      <th>endDatePrevisional</th>\n",
       "      <th>active</th>\n",
       "      <th>resource.displayName</th>\n",
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       "      <th>resource.closureDate</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I0jvVI0jvVI0jvV</td>\n",
       "      <td>86UpY</td>\n",
       "      <td>2012-10-04</td>\n",
       "      <td>2013-07-23</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>Université Paris Lumières</td>\n",
       "      <td>2012-10-04</td>\n",
       "      <td>2024-07-31</td>\n",
       "      <td>inactive</td>\n",
       "      <td>75113</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I0jvVI0jvVI0jvV</td>\n",
       "      <td>Olkw0</td>\n",
       "      <td>2012-08-06</td>\n",
       "      <td>2013-07-23</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>Université de recherche Paris-Sciences-et-Lettres</td>\n",
       "      <td>2012-08-06</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>inactive</td>\n",
       "      <td>75106</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I0jvVI0jvVI0jvV</td>\n",
       "      <td>HE9sT</td>\n",
       "      <td>2012-04-27</td>\n",
       "      <td>2013-07-23</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>Université fédérale européenne Champagne Arden...</td>\n",
       "      <td>2012-04-27</td>\n",
       "      <td>2015-05-31</td>\n",
       "      <td>inactive</td>\n",
       "      <td>51454</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>I0jvVI0jvVI0jvV</td>\n",
       "      <td>Mz9Uy</td>\n",
       "      <td>2012-04-27</td>\n",
       "      <td>2013-07-23</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>Institut polytechnique Grand Paris</td>\n",
       "      <td>2012-04-27</td>\n",
       "      <td>2018-02-28</td>\n",
       "      <td>inactive</td>\n",
       "      <td>95127</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I0jvVI0jvVI0jvV</td>\n",
       "      <td>bI34a</td>\n",
       "      <td>2012-03-01</td>\n",
       "      <td>2012-02-29</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>Aix-Marseille Université</td>\n",
       "      <td>2007-03-23</td>\n",
       "      <td>2012-02-29</td>\n",
       "      <td>inactive</td>\n",
       "      <td>13001</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4P0P84P0P84P0P8</td>\n",
       "      <td>IxdAw</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Atos SE</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>active</td>\n",
       "      <td>95063</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4P0P84P0P84P0P8</td>\n",
       "      <td>Dt13r</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Getlink</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>active</td>\n",
       "      <td>75108</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4P0P84P0P84P0P8</td>\n",
       "      <td>IJuw2</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Valneva</td>\n",
       "      <td>2005-08-16</td>\n",
       "      <td>None</td>\n",
       "      <td>active</td>\n",
       "      <td>44162</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4P0P84P0P84P0P8</td>\n",
       "      <td>3rdwr</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Trod medical</td>\n",
       "      <td>2006-07-01</td>\n",
       "      <td>2022-12-31</td>\n",
       "      <td>inactive</td>\n",
       "      <td>None</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>VE5JsVE5JsVE5Js</td>\n",
       "      <td>H2Qcs</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Radio France</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>active</td>\n",
       "      <td>75116</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9560 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id resourceId   startDate     endDate endDatePrevisional  \\\n",
       "0   I0jvVI0jvVI0jvV      86UpY  2012-10-04  2013-07-23               None   \n",
       "1   I0jvVI0jvVI0jvV      Olkw0  2012-08-06  2013-07-23               None   \n",
       "2   I0jvVI0jvVI0jvV      HE9sT  2012-04-27  2013-07-23               None   \n",
       "3   I0jvVI0jvVI0jvV      Mz9Uy  2012-04-27  2013-07-23               None   \n",
       "4   I0jvVI0jvVI0jvV      bI34a  2012-03-01  2012-02-29               None   \n",
       "..              ...        ...         ...         ...                ...   \n",
       "3   4P0P84P0P84P0P8      IxdAw        None        None               None   \n",
       "4   4P0P84P0P84P0P8      Dt13r        None        None               None   \n",
       "5   4P0P84P0P84P0P8      IJuw2        None        None               None   \n",
       "6   4P0P84P0P84P0P8      3rdwr        None        None               None   \n",
       "0   VE5JsVE5JsVE5Js      H2Qcs        None        None               None   \n",
       "\n",
       "   active                               resource.displayName  \\\n",
       "0   False                          Université Paris Lumières   \n",
       "1   False  Université de recherche Paris-Sciences-et-Lettres   \n",
       "2   False  Université fédérale européenne Champagne Arden...   \n",
       "3   False                 Institut polytechnique Grand Paris   \n",
       "4   False                           Aix-Marseille Université   \n",
       "..    ...                                                ...   \n",
       "3    None                                            Atos SE   \n",
       "4    None                                            Getlink   \n",
       "5    None                                            Valneva   \n",
       "6    None                                       Trod medical   \n",
       "0    None                                       Radio France   \n",
       "\n",
       "   resource.creationDate resource.closureDate resource.structureStatus  \\\n",
       "0             2012-10-04           2024-07-31                 inactive   \n",
       "1             2012-08-06           2019-12-31                 inactive   \n",
       "2             2012-04-27           2015-05-31                 inactive   \n",
       "3             2012-04-27           2018-02-28                 inactive   \n",
       "4             2007-03-23           2012-02-29                 inactive   \n",
       "..                   ...                  ...                      ...   \n",
       "3                   None                 None                   active   \n",
       "4                   None                 None                   active   \n",
       "5             2005-08-16                 None                   active   \n",
       "6             2006-07-01           2022-12-31                 inactive   \n",
       "0                   None                 None                   active   \n",
       "\n",
       "   resource.currentLocalisation.cityId resource.currentLocalisation.iso3  \n",
       "0                                75113                               FRA  \n",
       "1                                75106                               FRA  \n",
       "2                                51454                               FRA  \n",
       "3                                95127                               FRA  \n",
       "4                                13001                               FRA  \n",
       "..                                 ...                               ...  \n",
       "3                                95063                               FRA  \n",
       "4                                75108                               FRA  \n",
       "5                                44162                               FRA  \n",
       "6                                 None                               FRA  \n",
       "0                                75116                               FRA  \n",
       "\n",
       "[9560 rows x 12 columns]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "structures_legcat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a6bfd573",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "6ac854cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['siren', 'siret', 'statut', 'message', 'etablissementSiege',\n",
       "       'dateCreationEtablissement', 'dateDernierTraitementEtablissement',\n",
       "       'etatAdministratifUniteLegale', 'dateCreationUniteLegale', 'siretSiege',\n",
       "       'denominationUniteLegale', 'categorieJuridiqueUniteLegale',\n",
       "       'numeroVoieEtablissement', 'typeVoieEtablissement',\n",
       "       'libelleVoieEtablissement', 'complementAdresseEtablissement',\n",
       "       'codePostalEtablissement', 'libelleCommuneEtablissement',\n",
       "       'coordonneeEtablissement', 'identifiantAdresseEtablissement',\n",
       "       'codeCommuneEtablissement', 'sigleUniteLegale',\n",
       "       'dernierNumeroVoieEtablissement', 'codePaysEtrangerEtablissement',\n",
       "       'libellePaysEtrangerEtablissement',\n",
       "       'libelleCommuneEtrangerEtablissement', 'epsg',\n",
       "       'coordonneeEtablissementGPS', 'Adresse'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "structures.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "1e3dff8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>numero_siren</th>\n",
       "      <th>index_column</th>\n",
       "      <th>Ajout</th>\n",
       "      <th>Nouveau</th>\n",
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       "      <th>2</th>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>390220119</td>\n",
       "      <td>10</td>\n",
       "      <td>2024-12-03</td>\n",
       "      <td>Non</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20051</th>\n",
       "      <td>597020841</td>\n",
       "      <td>5</td>\n",
       "      <td>2024-10-15</td>\n",
       "      <td>Non</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20052</th>\n",
       "      <td>597020841</td>\n",
       "      <td>4</td>\n",
       "      <td>2024-10-15</td>\n",
       "      <td>Non</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20053</th>\n",
       "      <td>597020841</td>\n",
       "      <td>3</td>\n",
       "      <td>2024-10-15</td>\n",
       "      <td>Non</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20054</th>\n",
       "      <td>597020841</td>\n",
       "      <td>2</td>\n",
       "      <td>2024-10-15</td>\n",
       "      <td>Non</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20055</th>\n",
       "      <td>597020841</td>\n",
       "      <td>1</td>\n",
       "      <td>2024-10-15</td>\n",
       "      <td>Non</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20052 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      numero_siren  index_column       Ajout Nouveau\n",
       "0        799066618             4  2024-11-25     Non\n",
       "1        799066618             3  2024-10-15     Non\n",
       "2        799066618             2  2024-10-15     Non\n",
       "3        799066618             1  2024-10-15     Non\n",
       "8        390220119            10  2024-12-03     Non\n",
       "...            ...           ...         ...     ...\n",
       "20051    597020841             5  2024-10-15     Non\n",
       "20052    597020841             4  2024-10-15     Non\n",
       "20053    597020841             3  2024-10-15     Non\n",
       "20054    597020841             2  2024-10-15     Non\n",
       "20055    597020841             1  2024-10-15     Non\n",
       "\n",
       "[20052 rows x 4 columns]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "maj_structures_prec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "10604ab6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "début : 2024-12-05 14:09:10\n",
      "fin : 2024-12-05 18:02:55\n"
     ]
    }
   ],
   "source": [
    "heure_fin=datetime.now().strftime('%Y-%m-%d %H:%M:%S')\n",
    "print(\"début : \"+heure_debut)\n",
    "print(\"fin : \"+heure_fin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f6a00ae1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6ca39a08",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "47599e8c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37b38642",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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