annotationsToModel.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d44feea0",
   "metadata": {},
   "source": [
    "# De l'annotation à la constitution d'un model\n",
    "\n",
    "\n",
    "Ce document présente :\n",
    "\n",
    "- comment importer et annoter les données dans un outil d'annotation, Prodigy\n",
    "\n",
    "- comment créer et appliquer un modèle d'annotation\n",
    "\n",
    "Pour ce faire, il utilise l'exemple des <i>Annuaires des propriétaires et des propriétés de Paris et du département de la Seine</i>. Il s'inspire et illustre un travail effectué dans le cadre du projet <a href=\"https://paris-timemachine.huma-num.fr/\" target=\"_blank\">Paris Time Machine</a>. \n",
    "\n",
    "Il s'agit d'un notebook méthodologique, ne sera pas discuté ici la valeur scientifiques des annotations, la valeur du model.\n",
    "\n",
    "## Les données : <i>Annuaire des propriétaires et des propriétés de Paris et du département de la Seine</i>\n",
    "\n",
    "Dans l'annuaire, les informations sont présentées dans 2 colonnnes. Voici un aperçu du document d'origine :"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0650619f",
   "metadata": {},
   "source": [
    "<center><img src=\"img/Data_PaperColonnes.png\"></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dec8c8bc",
   "metadata": {},
   "source": [
    "Le document contient le nom des propriétaires, les lieux dont ils sont propriétaire, ainsi que leur lieu de résidence."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9b8e4ea",
   "metadata": {},
   "source": [
    "<center><img src=\"img/Data_ExempleProprietaire.png\"></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "63609160",
   "metadata": {},
   "source": [
    "Un premier travail a permis :\n",
    "\n",
    "- le passage des données du format papier au format xml-page (ce notebook ne reprend pas ce travail). Les données au format xml sont disponibles dans le sharedocs PTM:\n",
    "\n",
    "https://sharedocs.huma-num.fr/wl/?id=DqYKfOL87LmpgbGUyb0qF7wy0kcLeAZC&mode=grid\n",
    "\n",
    "- la liste exhautive des adresses du document. Dans les extraits ci-dessus, les adresses sont \"R.1 RABELAIS (Rue) 30-31\" et \"M.253 Montaigne (Avenue) 29\". Ce que nous nommons \"titre\" ou \"macrostructure\".\n",
    "\n",
    "Le travail que nous allons mené, et dont le trame est présenté ici :\n",
    "\n",
    "- part des données au format xml-page.\n",
    "\n",
    "- a pour but l'annotation automatique de la 'microstructure', à savoir tout ce qui est sous le titre, regroupé sous la macrostructure.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "084e6f6d",
   "metadata": {},
   "source": [
    "## L'outil : Spacy et son interface Prodigy\n",
    "\n",
    "Nous allons utiliser Prodigy :\n",
    "\n",
    "https://prodi.gy/docs/named-entity-recognition\n",
    "\n",
    "\n",
    "Dans cet exemple, Prodigy a été installé dans un environnement virtuel sous Linux\n",
    "\n",
    "[en local] Lancer l'environnement virtuel :\n",
    "\n",
    "> source prodigyEnv/bin/activate\n",
    "\n",
    "Vérifier que Prodigy fonctionne correctement."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "04e2eeff",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m\r\n",
      "============================ ✨  Available recipes ============================\u001b[0m\r\n",
      "\r\n",
      "dep.teach, dep.correct\r\n",
      "\r\n",
      "compare, mark, match, print-dataset, print-stream, review, spacy-config, train,\r\n",
      "train-curve, data-to-spacy, stats, drop, db-in, db-out, db-merge, progress\r\n",
      "\r\n",
      "ner.teach, ner.manual, ner.correct, ner.make-gold, ner.silver-to-gold,\r\n",
      "ner.eval-ab\r\n",
      "\r\n",
      "textcat.teach, textcat.manual, textcat.correct\r\n",
      "\r\n",
      "pos.teach, pos.correct, pos.make-gold\r\n",
      "\r\n",
      "sent.teach, sent.correct\r\n",
      "\r\n",
      "terms.teach, terms.to-patterns\r\n",
      "\r\n",
      "image.manual\r\n",
      "\r\n",
      "rel.manual\r\n",
      "\r\n",
      "coref.manual\r\n",
      "\r\n",
      "audio.manual, audio.transcribe\r\n",
      "\r\n",
      "spans.manual, spans.correct\r\n"
     ]
    }
   ],
   "source": [
    "!prodigy"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f46730df",
   "metadata": {},
   "source": [
    "Cette commande permet de lister les fonctionnalités et modules de Prodigy\n",
    "\n",
    "!!! En local - sous Ubuntu, ne pas mettre le \"!\"\n",
    "\n",
    "> prodigy\n",
    "\n",
    "Sous Conda, il est pssible qu'il faille lui indiquer qu'il s'agit d'un logiciel Python :\n",
    "\n",
    "> python -m prodigy\n",
    "\n",
    "!!! si tel est le cas, ajouter \"python -m\" à toutes les commandes ci-dessous!\n",
    "\n",
    "Pour avoir davantage d'aide sur une commande précise utiliser \"--help\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "50748336",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "usage: prodigy db-in [-h] [-lo None] [-a accept] [-o] [-rh] [-D]\r\n",
      "                     set_id in_file\r\n",
      "\r\n",
      "    Import annotations to the database. Supports all formats loadable by\r\n",
      "    Prodigy.\r\n",
      "    \r\n",
      "\r\n",
      "positional arguments:\r\n",
      "  set_id                Dataset to import annotations to\r\n",
      "  in_file               Path to input annotation file\r\n",
      "\r\n",
      "optional arguments:\r\n",
      "  -h, --help            show this help message and exit\r\n",
      "  -lo None, --loader None\r\n",
      "                        DEPRECATED: loader to use\r\n",
      "  -a accept, --answer accept\r\n",
      "                        Set this answer key if none is present\r\n",
      "  -o, --overwrite       DEPRECATED: Overwrite existing answers\r\n",
      "  -rh, --rehash         Update and overwrite all hashes\r\n",
      "  -D, --dry             Perform a dry run\r\n"
     ]
    }
   ],
   "source": [
    "!prodigy db-in --help"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d43f93e",
   "metadata": {},
   "source": [
    "Ce notebook se déroule ainsi ...\n",
    "\n",
    "    1. Avant d'annoter\n",
    "    \n",
    "    2. Annoter\n",
    "    \n",
    "    3. Oberver ses annotations\n",
    "    \n",
    "    4. Créer un modèle\n",
    "    \n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "950fb0cc",
   "metadata": {},
   "source": [
    "# Avant d'annoter\n",
    "\n",
    "Il est nécessaire de préparer le corpus.\n",
    "\n",
    "Nous mettons notre corpus au format jsonl, en utilisant le script XmlToJson.py (script 'maison')\n",
    "\n",
    "> python XmlToJson.py\n",
    "\n",
    "Ce script prend en entrée un ensemble de  fichiers xml-page donnés (export de Transkribus) et les converti en un seul fichier jsonl.\n",
    "\n",
    "Comment avons nous précéder :\n",
    "\n",
    "- nous avons choisi une trentaine de pages xml\n",
    "\n",
    "- nous avons mise en place un manuel d'annotation\n",
    "\n",
    "- nous avons statuer sur le traitement des sauts de lignes. Il est fréquent qu'une référence à un propriétaire soit sur plusieurs lignes. Nous avons décidé de matérialiser les sauts de lignes séparant le texte contenu dans la balise 'TextRegion' du fichier xml par \" / \". Ainsi nous pourrons annoter non seulement les références qui sont étendues sur plusieurs lignes, mais aussi les entités qui sont sur deux lignes (qu'il soit matérialisé ou non par un saut de ligne '¬').\n",
    "\n",
    "\n",
    "# Annoter\n",
    "\n",
    "Nous avons brièvement tester Prodigy et TagTog. Nous allons annoter avec Prodigy. Et si nécessaire corriger nos annotations dans TagTog.\n",
    "\n",
    "Avant de se lancer dans l'annotation, il est nécessaire :\n",
    "\n",
    "- de créer le jeu d'étiquettes souhaitées"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c016ab24",
   "metadata": {},
   "source": [
    "<center><img src=\"img/Data_listeEtiquettes.png\" width=\"70%\"></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2790905d",
   "metadata": {},
   "source": [
    "- de créer un manuel d'annotation\n",
    "\n",
    "Nous avons 16 étiquettes dans notre model d'annotation : \n",
    "\n",
    "    - 14 étiquettes pour notre microstructure :\n",
    "\n",
    "NUM,NUM_GLOB,PART,PERS,PRENOM, ORG,STATUT,VILLE,VOIE,RUE,NUM_PERS,GER,LOC,SPATIAL\n",
    "\n",
    "    - 2 étiquettes pour la macrostructure :\n",
    "\n",
    "TITRE,PAGE"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9469e6be",
   "metadata": {},
   "source": [
    "<center><img src=\"img/Data_Annotation_QuatreVents.png\"></center>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ba806976",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using 16 label(s): TITRE, PAGE, NUM, NUM_GLOB, PART, PERS, PRENOM, ORG, STATUT,\n",
      "VILLE, VOIE, RUE, NUM_PERS, GER, LOC, SPATIAL\n",
      "\n",
      "✨  Starting the web server at http://localhost:8080 ...\n",
      "Open the app in your browser and start annotating!\n",
      "\n",
      "^C\n"
     ]
    }
   ],
   "source": [
    "# depuis mon répertoire et mon environement virtuel\n",
    "!prodigy ner.manual ptm_notebook blank:fr data/ed1898_xmlPage.jsonl --label TITRE,PAGE,NUM,NUM_GLOB,PART,PERS,PRENOM,ORG,STATUT,VILLE,VOIE,RUE,NUM_PERS,GER,LOC,SPATIAL\n",
    "## ATTENTION! Pour continuer ce notebook cliquer sur le bouton stop (carré noir) \n",
    "## dans l'entête Notebook\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "625531ef",
   "metadata": {},
   "source": [
    "La commande ci-dessus :\n",
    "\n",
    "    - appelle l'outil 'prodigy'\n",
    "    \n",
    "    - appelle le module d'annotation de ce même outil 'ner.manual' \n",
    "    \n",
    "    - nomme le paquet d'exemples qui sera ainsi annotés 'ptm_notebook'\n",
    "    \n",
    "    - appelle le fichier jsonl contenant les exemples à annoter, fichier qui se trouve dans le dossier 'data'\n",
    "    \n",
    "    - donne la suite de label à utiliser ' --label LABL1,LABL2, etc etc '\n",
    "    \n",
    "\n",
    "Il est alors possible de commencer à annoter sur le serveur local, depuis un navigateur web - comme l'illustre les images ci-dessous.  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61c79b4d",
   "metadata": {},
   "source": [
    "Il est possible de :\n",
    "\n",
    " 1. ne pas annoter la séquence\n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6159029",
   "metadata": {},
   "source": [
    "<center><img src=\"img/Annotation_Reject.png\" width=\"80%\"></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75d40ce4",
   "metadata": {},
   "source": [
    " = cliquer sur la croix (carré rouge) dans le menu inférieur\n",
    " \n",
    " 2. annoter avec une même étiquette l'ensemble de la séquence"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e0a182de",
   "metadata": {},
   "source": [
    "<center><img src=\"img/Annotation_TITRE.png\" width=\"80%\"></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f3b7d95",
   "metadata": {},
   "source": [
    "= cliquer sur le pipe (carré vert) dans le menu inférieur\n",
    "\n",
    "3. sélectionner des éléments de la séquence et attribuer à chacun des étiquettes différentes\n",
    "\n",
    "- d'abord choisir l'étiquette\n",
    "- puis sélectionner le texte (un double clic sélectionne un élément entre espace)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "661913d8",
   "metadata": {},
   "source": [
    "<center><img src=\"img/Annotation_Microstructure_ok.png\" width=\"80%\"></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7dc1c2b6",
   "metadata": {},
   "source": [
    "!!! Si vous commettez une erreur en annotant, il suffit de sélectionner l'élément avec annotation erronée, puis cliquer sur la croix (sur fond noir). Comme ci-dessous : \"3 à 7\" devrait être annoté \"NUM\" et non \"SPATIAL\"."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec0c008b",
   "metadata": {},
   "source": [
    "<center><img src=\"img/Annotation_correction.png\" width=\"80%\"></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7c317df",
   "metadata": {},
   "source": [
    "Quelques remarques :\n",
    "\n",
    "- il est possible de revenir à une séquence précédente, en cliquant sur la séquence souhaitée dans le menu history.\n",
    "\n",
    "ATTENTION : lorsque l'on clique sur 'enregistrer' le menu  'history' est vidé, on ne peut donc plus accéder aux annotations précédentes.\n",
    "\n",
    "- Avant de fermer l'outil, ne pas oublier de cliquer sur enregistrer (en haut, à gauche), pour enregistrer l'ensemble du travail de la session.\n",
    "\n",
    "- En relançant la même ligne de commande, je reprends mon annotation à la séquence suivante :\n",
    "\n",
    "> !prodigy ner.manual ptm_notebook blank:fr data/ed1898_xmlPage.jsonl --label TITRE,PAGE,NUM,NUM_GLOB,PART,PERS,PRENOM,ORG,STATUT,VILLE,VOIE,RUE,NUM_PERS,GER,LOC,SPATIAL\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90eaa1d7",
   "metadata": {},
   "source": [
    "<center><img src=\"img/Annotation_continuer.png\" width=\"50%\"></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "967fbfc3",
   "metadata": {},
   "source": [
    "- Il est possible d'annoter à partir de modèles existants, par exemple 'fr_core_news_sm' utilisant les étiquettes du dico Spacy (cf. Sequoia) :\n",
    "\n",
    "> prodigy ner.correct ptm_testCorrec fr_core_news_sm Annuaires_xmlPage.jsonl --label LOC,MISC,ORG,PER\n",
    "\n",
    "- Il est donc possible d'utiliser les LOC et PER du modèle fr_core_news_sm, et d'ajouter son propre jeu d'étiquettes par exemple STATUS\n",
    "\n",
    "> prodigy ner.correct ptm_testCorrec fr_core_news_sm Annuaires_xmlPage.jsonl --label LOC,PER,STATUS\n",
    "\n",
    "\n",
    "# Observer ses annotations\n",
    "\n",
    "\n",
    "## ... avec Prodigy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bb1971d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m\r\n",
      "============================== ✨  Prodigy Stats ==============================\u001b[0m\r\n",
      "\r\n",
      "Version          1.11.7                        \r\n",
      "Location         /home/frederique/Documents/Prodigy/prodigyEnv/lib/python3.8/site-packages/prodigy\r\n",
      "Prodigy Home     /home/frederique/.prodigy     \r\n",
      "Platform         Linux-5.4.0-125-generic-x86_64-with-glibc2.29\r\n",
      "Python Version   3.8.10                        \r\n",
      "Database Name    SQLite                        \r\n",
      "Database Id      sqlite                        \r\n",
      "Total Datasets   7                             \r\n",
      "Total Sessions   31                            \r\n",
      "\r\n"
     ]
    }
   ],
   "source": [
    "!prodigy stats"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7cd5505",
   "metadata": {},
   "source": [
    "Par sésurité, il est possible (et conseillé!) avant toute modifications majeure de faire une copie de la base de donnée Prodigy. Pour ce faire, il suffit de faire une copie de la base nommée \"prodigy.db\" contenu dans le répertoire \".prodigy\".\n",
    "\n",
    "La commande \"stats\" indique où se trouve Prodigy sur ma machine :\n",
    "\n",
    "    > Prodigy Home  /home/frederique/.prodigy"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab0eb8d9",
   "metadata": {},
   "source": [
    "<center><img src=\"img/bdd_prodigy.png\" width=\"80%\"></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "deed7693",
   "metadata": {},
   "source": [
    "### récupérer les annotations au format JSONL\n",
    "\n",
    "... sur la sortie standard"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b5c59df7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"text\":\"  pi, atre, age ovige Qr peaie.\",\"meta\":{\"file_name\":\"./1898_XML/XML_page/Tot/1898_pg0542.xml\",\"TR_id\":\"p1_b1\"},\"_input_hash\":1241943533,\"_task_hash\":-1530122178,\"_is_binary\":false,\"tokens\":[{\"text\":\"  \",\"start\":0,\"end\":2,\"id\":0,\"ws\":false},{\"text\":\"pi\",\"start\":2,\"end\":4,\"id\":1,\"ws\":false},{\"text\":\",\",\"start\":4,\"end\":5,\"id\":2,\"ws\":true},{\"text\":\"atre\",\"start\":6,\"end\":10,\"id\":3,\"ws\":false},{\"text\":\",\",\"start\":10,\"end\":11,\"id\":4,\"ws\":true},{\"text\":\"age\",\"start\":12,\"end\":15,\"id\":5,\"ws\":true},{\"text\":\"ovige\",\"start\":16,\"end\":21,\"id\":6,\"ws\":true},{\"text\":\"Qr\",\"start\":22,\"end\":24,\"id\":7,\"ws\":true},{\"text\":\"peaie\",\"start\":25,\"end\":30,\"id\":8,\"ws\":false},{\"text\":\".\",\"start\":30,\"end\":31,\"id\":9,\"ws\":false}],\"_view_id\":\"ner_manual\",\"answer\":\"reject\",\"_timestamp\":1663743880}\r\n",
      "{\"text\":\"N.B. Les rues sont class\\u00e9es suivant l\\u2019ordre officiel de la Ville de Paris.\",\"meta\":{\"file_name\":\"./1898_XML/XML_page/Tot/1898_pg0542.xml\",\"TR_id\":\"p1_b2\"},\"_input_hash\":-687072050,\"_task_hash\":1717208169,\"_is_binary\":false,\"tokens\":[{\"text\":\"N.B.\",\"start\":0,\"end\":4,\"id\":0,\"ws\":true},{\"text\":\"Les\",\"start\":5,\"end\":8,\"id\":1,\"ws\":true},{\"text\":\"rues\",\"start\":9,\"end\":13,\"id\":2,\"ws\":true},{\"text\":\"sont\",\"start\":14,\"end\":18,\"id\":3,\"ws\":true},{\"text\":\"class\\u00e9es\",\"start\":19,\"end\":27,\"id\":4,\"ws\":true},{\"text\":\"suivant\",\"start\":28,\"end\":35,\"id\":5,\"ws\":true},{\"text\":\"l\\u2019\",\"start\":36,\"end\":38,\"id\":6,\"ws\":false},{\"text\":\"ordre\",\"start\":38,\"end\":43,\"id\":7,\"ws\":true},{\"text\":\"officiel\",\"start\":44,\"end\":52,\"id\":8,\"ws\":true},{\"text\":\"de\",\"start\":53,\"end\":55,\"id\":9,\"ws\":true},{\"text\":\"la\",\"start\":56,\"end\":58,\"id\":10,\"ws\":true},{\"text\":\"Ville\",\"start\":59,\"end\":64,\"id\":11,\"ws\":true},{\"text\":\"de\",\"start\":65,\"end\":67,\"id\":12,\"ws\":true},{\"text\":\"Paris\",\"start\":68,\"end\":73,\"id\":13,\"ws\":false},{\"text\":\".\",\"start\":73,\"end\":74,\"id\":14,\"ws\":false}],\"_view_id\":\"ner_manual\",\"answer\":\"reject\",\"_timestamp\":1663746207}\r\n",
      "{\"text\":\"9ain\",\"meta\":{\"file_name\":\"./1898_XML/XML_page/Tot/1898_pg0542.xml\",\"TR_id\":\"p1_b3\"},\"_input_hash\":-1501313454,\"_task_hash\":660873640,\"_is_binary\":false,\"tokens\":[{\"text\":\"9ain\",\"start\":0,\"end\":4,\"id\":0,\"ws\":false}],\"_view_id\":\"ner_manual\",\"answer\":\"reject\",\"_timestamp\":1663746209}\r\n",
      "{\"text\":\".2 ABBAYE (Rue de l\\u2019) 24\",\"meta\":{\"file_name\":\"./1898_XML/XML_page/Tot/1898_pg0542.xml\",\"TR_id\":\"p1_b4\"},\"_input_hash\":891159033,\"_task_hash\":-737305864,\"_is_binary\":false,\"tokens\":[{\"text\":\".2\",\"start\":0,\"end\":2,\"id\":0,\"ws\":true},{\"text\":\"ABBAYE\",\"start\":3,\"end\":9,\"id\":1,\"ws\":true},{\"text\":\"(\",\"start\":10,\"end\":11,\"id\":2,\"ws\":false},{\"text\":\"Rue\",\"start\":11,\"end\":14,\"id\":3,\"ws\":true},{\"text\":\"de\",\"start\":15,\"end\":17,\"id\":4,\"ws\":true},{\"text\":\"l\",\"start\":18,\"end\":19,\"id\":5,\"ws\":false},{\"text\":\"\\u2019\",\"start\":19,\"end\":20,\"id\":6,\"ws\":false},{\"text\":\")\",\"start\":20,\"end\":21,\"id\":7,\"ws\":true},{\"text\":\"24\",\"start\":22,\"end\":24,\"id\":8,\"ws\":false}],\"_view_id\":\"ner_manual\",\"spans\":[{\"start\":0,\"end\":24,\"token_start\":0,\"token_end\":8,\"label\":\"TITRE\"}],\"answer\":\"accept\",\"_timestamp\":1663746210}\r\n",
      "{\"text\":\"1 Entr\\u00e9e pass. Petite-Boucherie, 1. / 3 \\u00e0 7 Laguibourg\\u00e8re (C. de), Paris, pl. St-1 / Germain-des-Pr\\u00e9s, 3. / 11-13 Vallois, Paris, r. Abbaye, 13. / 17-19 Entr\\u00e9e r. Rennes, 44. / 2 Entr\\u00e9e r. Echaud\\u00e9, 18. / 2bis-4 Entr\\u00e9e r. Furstemberg, 7-9. / 6 Michau et Douanne, Paris, r. Denfert- / Rochereau, 47. / 8 Delmas, Paris, r. Lota, 2. / 10 Peignot, Paris, boul. Eg. Quinet, 68. / 12 Romagny, Vincennes, av. Marigny, 37. / 14 St-Luc (Cte de), Paris, r. Abbaye, 14. / 16 Len\\u00e8gre (Vve), Poissy, av. Mignot, 16 / (S. et-O.). / 18 Entr\\u00e9e r. Bonaparte, 37. / 20 Entr\\u00e9e r. Bonaparte, 42. / 22 Baudreuil (de), Paris, r. Bonaparte, 29. / 24 Entr\\u00e9e r. St-Benoit, 11.\",\"meta\":{\"file_name\":\"./1898_XML/XML_page/Tot/1898_pg0542.xml\",\"TR_id\":\"p1_b5\"},\"_input_hash\":-1232796226,\"_task_hash\":1114627467,\"_is_binary\":false,\"tokens\":[{\"text\":\"1\",\"start\":0,\"end\":1,\"id\":0,\"ws\":true},{\"text\":\"Entr\\u00e9e\",\"start\":2,\"end\":8,\"id\":1,\"ws\":true},{\"text\":\"pass\",\"start\":9,\"end\":13,\"id\":2,\"ws\":false},{\"text\":\".\",\"start\":13,\"end\":14,\"id\":3,\"ws\":true},{\"text\":\"Petite-Boucherie\",\"start\":15,\"end\":31,\"id\":4,\"ws\":false},{\"text\":\",\",\"start\":31,\"end\":32,\"id\":5,\"ws\":true},{\"text\":\"1\",\"start\":33,\"end\":34,\"id\":6,\"ws\":false},{\"text\":\".\",\"start\":34,\"end\":35,\"id\":7,\"ws\":true},{\"text\":\"/\",\"start\":36,\"end\":37,\"id\":8,\"ws\":true},{\"text\":\"3\",\"start\":38,\"end\":39,\"id\":9,\"ws\":true},{\"text\":\"\\u00e0\",\"start\":40,\"end\":41,\"id\":10,\"ws\":true},{\"text\":\"7\",\"start\":42,\"end\":43,\"id\":11,\"ws\":true},{\"text\":\"Laguibourg\\u00e8re\",\"start\":44,\"end\":57,\"id\":12,\"ws\":true},{\"text\":\"(\",\"start\":58,\"end\":59,\"id\":13,\"ws\":false},{\"text\":\"C.\",\"start\":59,\"end\":61,\"id\":14,\"ws\":true},{\"text\":\"de\",\"start\":62,\"end\":64,\"id\":15,\"ws\":false},{\"text\":\")\",\"start\":64,\"end\":65,\"id\":16,\"ws\":false},{\"text\":\",\",\"start\":65,\"end\":66,\"id\":17,\"ws\":true},{\"text\":\"Paris\",\"start\":67,\"end\":72,\"id\":18,\"ws\":false},{\"text\":\",\",\"start\":72,\"end\":73,\"id\":19,\"ws\":true},{\"text\":\"pl\",\"start\":74,\"end\":76,\"id\":20,\"ws\":false},{\"text\":\".\",\"start\":76,\"end\":77,\"id\":21,\"ws\":true},{\"text\":\"St-1\",\"start\":78,\"end\":82,\"id\":22,\"ws\":true},{\"text\":\"/\",\"start\":83,\"end\":84,\"id\":23,\"ws\":true},{\"text\":\"Germain-des-Pr\\u00e9s\",\"start\":85,\"end\":101,\"id\":24,\"ws\":false},{\"text\":\",\",\"start\":101,\"end\":102,\"id\":25,\"ws\":true},{\"text\":\"3\",\"start\":103,\"end\":104,\"id\":26,\"ws\":false},{\"text\":\".\",\"start\":104,\"end\":105,\"id\":27,\"ws\":true},{\"text\":\"/\",\"start\":106,\"end\":107,\"id\":28,\"ws\":true},{\"text\":\"11\",\"start\":108,\"end\":110,\"id\":29,\"ws\":false},{\"text\":\"-\",\"start\":110,\"end\":111,\"id\":30,\"ws\":false},{\"text\":\"13\",\"start\":111,\"end\":113,\"id\":31,\"ws\":true},{\"text\":\"Vallois\",\"start\":114,\"end\":121,\"id\":32,\"ws\":false},{\"text\":\",\",\"start\":121,\"end\":122,\"id\":33,\"ws\":true},{\"text\":\"Paris\",\"start\":123,\"end\":128,\"id\":34,\"ws\":false},{\"text\":\",\",\"start\":128,\"end\":129,\"id\":35,\"ws\":true},{\"text\":\"r.\",\"start\":130,\"end\":132,\"id\":36,\"ws\":true},{\"text\":\"Abbaye\",\"start\":133,\"end\":139,\"id\":37,\"ws\":false},{\"text\":\",\",\"start\":139,\"end\":140,\"id\":38,\"ws\":true},{\"text\":\"13\",\"start\":141,\"end\":143,\"id\":39,\"ws\":false},{\"text\":\".\",\"start\":143,\"end\":144,\"id\":40,\"ws\":true},{\"text\":\"/\",\"start\":145,\"end\":146,\"id\":41,\"ws\":true},{\"text\":\"17\",\"start\":147,\"end\":149,\"id\":42,\"ws\":false},{\"text\":\"-\",\"start\":149,\"end\":150,\"id\":43,\"ws\":false},{\"text\":\"19\",\"start\":150,\"end\":152,\"id\":44,\"ws\":true},{\"text\":\"Entr\\u00e9e\",\"start\":153,\"end\":159,\"id\":45,\"ws\":true},{\"text\":\"r.\",\"start\":160,\"end\":162,\"id\":46,\"ws\":true},{\"text\":\"Rennes\",\"start\":163,\"end\":169,\"id\":47,\"ws\":false},{\"text\":\",\",\"start\":169,\"end\":170,\"id\":48,\"ws\":true},{\"text\":\"44\",\"start\":171,\"end\":173,\"id\":49,\"ws\":false},{\"text\":\".\",\"start\":173,\"end\":174,\"id\":50,\"ws\":true},{\"text\":\"/\",\"start\":175,\"end\":176,\"id\":51,\"ws\":true},{\"text\":\"2\",\"start\":177,\"end\":178,\"id\":52,\"ws\":true},{\"text\":\"Entr\\u00e9e\",\"start\":179,\"end\":185,\"id\":53,\"ws\":true},{\"text\":\"r.\",\"start\":186,\"end\":188,\"id\":54,\"ws\":true},{\"text\":\"Echaud\\u00e9\",\"start\":189,\"end\":196,\"id\":55,\"ws\":false},{\"text\":\",\",\"start\":196,\"end\":197,\"id\":56,\"ws\":true},{\"text\":\"18\",\"start\":198,\"end\":200,\"id\":57,\"ws\":false},{\"text\":\".\",\"start\":200,\"end\":201,\"id\":58,\"ws\":true},{\"text\":\"/\",\"start\":202,\"end\":203,\"id\":59,\"ws\":true},{\"text\":\"2bis-4\",\"start\":204,\"end\":210,\"id\":60,\"ws\":true},{\"text\":\"Entr\\u00e9e\",\"start\":211,\"end\":217,\"id\":61,\"ws\":true},{\"text\":\"r.\",\"start\":218,\"end\":220,\"id\":62,\"ws\":true},{\"text\":\"Furstemberg\",\"start\":221,\"end\":232,\"id\":63,\"ws\":false},{\"text\":\",\",\"start\":232,\"end\":233,\"id\":64,\"ws\":true},{\"text\":\"7\",\"start\":234,\"end\":235,\"id\":65,\"ws\":false},{\"text\":\"-\",\"start\":235,\"end\":236,\"id\":66,\"ws\":false},{\"text\":\"9\",\"start\":236,\"end\":237,\"id\":67,\"ws\":false},{\"text\":\".\",\"start\":237,\"end\":238,\"id\":68,\"ws\":true},{\"text\":\"/\",\"start\":239,\"end\":240,\"id\":69,\"ws\":true},{\"text\":\"6\",\"start\":241,\"end\":242,\"id\":70,\"ws\":true},{\"text\":\"Michau\",\"start\":243,\"end\":249,\"id\":71,\"ws\":tr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     ]
    }
   ],
   "source": [
    "!prodigy db-out ptm_notebook"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e96caab",
   "metadata": {},
   "source": [
    "<b style=\"color:#FF0000\">Rappel! Dans la cellule de ce notebook, où Prodigy a été lancé, il faut arrêter Prodigy (carré noir das le menu en haut). Sinon il aucune action ne sera lancée ici.\n",
    "<b> "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c10573cf",
   "metadata": {},
   "source": [
    "Il est donc possible d'envoyer le résultat dans un fichier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "98acb517",
   "metadata": {},
   "outputs": [],
   "source": [
    "!prodigy db-out ptm_notebook > ptm_notebook.json"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ca06a22",
   "metadata": {},
   "source": [
    "Il est possible d'effacer un ensemble de données"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "045d598e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r\n",
      "\u001b[38;5;1m✘ Can't find 'ptm_test' in database SQLite\u001b[0m\r\n",
      "\r\n"
     ]
    }
   ],
   "source": [
    "!prodigy drop ptm_test"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1f1aeac",
   "metadata": {},
   "source": [
    "### Observer et corriger ses annotations\n",
    "\n",
    "1/ Visualiser ses annotation de manière 'jolie' (... tout est relatif !) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "97659579",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "usage: prodigy print-dataset [-h] [-s auto] dataset\r\n",
      "\r\n",
      "    Pretty-print annotations from a given dataset on the command line. Supports\r\n",
      "    plain text, text classification and NER annotations. If no `--type` is\r\n",
      "    specified, Prodigy will try to infer it from the data via the `\"_view_id\"`\r\n",
      "    that's automatically added since v1.8.\r\n",
      "    \r\n",
      "\r\n",
      "positional arguments:\r\n",
      "  dataset               Dataset to print\r\n",
      "\r\n",
      "optional arguments:\r\n",
      "  -h, --help            show this help message and exit\r\n",
      "  -s auto, --style auto\r\n",
      "                        Annotation type\r\n"
     ]
    }
   ],
   "source": [
    "!prodigy print-dataset --help"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "82c32bdb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  pi, atre, age ovige Qr peaie.\r\n",
      "\r\n",
      "N.B. Les rues sont classées suivant l’ordre officiel de la Ville de Paris.\r\n",
      "\r\n",
      "9ain\r\n",
      "\r\n",
      "\u001b[38;5;16;48;5;222m .2 ABBAYE (Rue de l’) 24 \u001b[0m\u001b[38;5;16;48;5;2m TITRE \u001b[0m\r\n",
      "\r\n",
      "\u001b[38;5;16;48;5;222m 1 \u001b[0m\u001b[38;5;16;48;5;2m NUM \u001b[0m \u001b[38;5;16;48;5;222m Entrée pass. Petite-Boucherie, 1. \u001b[0m\u001b[38;5;16;48;5;2m SPATIAL \u001b[0m / \u001b[38;5;16;48;5;222m 3 à 7 \u001b[0m\u001b[38;5;16;48;5;2m NUM \u001b[0m \u001b[38;5;16;48;5;222m Laguibourgère \u001b[0m\u001b[38;5;16;48;5;2m PERS \u001b[0m (\u001b[38;5;16;48;5;222m C. de \u001b[0m\u001b[38;5;16;48;5;2m STATUT \u001b[0m), \u001b[38;5;16;48;5;222m Paris \u001b[0m\u001b[38;5;16;48;5;2m LOC \u001b[0m, \u001b[38;5;16;48;5;222m pl. \u001b[0m\u001b[38;5;16;48;5;2m VOIE \u001b[0m \u001b[38;5;16;48;5;222m St-1 / Germain-des-Prés \u001b[0m\u001b[38;5;16;48;5;2m RUE \u001b[0m, \u001b[38;5;16;48;5;222m 3 \u001b[0m\u001b[38;5;16;48;5;2m NUM_PERS \u001b[0m. / 11-13 Vallois, Paris, r. Abbaye, 13. / 17-19 Entrée r. Rennes, 44. / 2 Entrée r. Echaudé, 18. / 2bis-4 Entrée r. Furstemberg, 7-9. / 6 Michau et Douanne, Paris, r. Denfert- / Rochereau, 47. / 8 Delmas, Paris, r. Lota, 2. / 10 Peignot, Paris, boul. Eg. Quinet, 68. / 12 Romagny, Vincennes, av. Marigny, 37. / 14 St-Luc (Cte de), Paris, r. Abbaye, 14. / 16 Lenègre (Vve), Poissy, av. Mignot, 16 / (S. et-O.). / 18 Entrée r. Bonaparte, 37. / 20 Entrée r. Bonaparte, 42. / 22 Baudreuil (de), Paris, r. Bonaparte, 29. / 24 Entrée r. St-Benoit, 11.\r\n",
      "\r\n"
     ]
    }
   ],
   "source": [
    "!prodigy print-dataset ptm_notebook"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c9fbc66",
   "metadata": {},
   "source": [
    "Dans cette version de Prodigy, la recette <i>review</i> permet de relire et corriger ses annotations.\n",
    "\n",
    "> prodigy + nom de la recette + nom donné au travail + nom du lot annoté (que l'on souhaite relire) + les labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e8b598b7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using 16 label(s): TITRE, PAGE, NUM, NUM_GLOB, PART, PERS, PRENOM, ORG, STATUT,\n",
      "VILLE, VOIE, RUE, NUM_PERS, GER, LOC, SPATIAL\n",
      "\n",
      "✨  Starting the web server at http://localhost:8080 ...\n",
      "Open the app in your browser and start annotating!\n",
      "\n",
      "^C\n"
     ]
    }
   ],
   "source": [
    "!prodigy review ptm_notebookReview ptm_notebook --label TITRE,PAGE,NUM,NUM_GLOB,PART,PERS,PRENOM,ORG,STATUT,VILLE,VOIE,RUE,NUM_PERS,GER,LOC,SPATIAL"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73b8ccac",
   "metadata": {
    "scrolled": true
   },
   "source": [
    "<center><img src=\"img/Annotation_Review.png\" width=\"80%\"></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bda57656",
   "metadata": {},
   "source": [
    "Remarques :\n",
    "\n",
    "Il est important :\n",
    "\n",
    " - de nommer avec un nom significatif le travail affectué\n",
    "    \n",
    "    dans l'exemple 'ptm_notebookReview' (ce nom est explicite)\n",
    "    \n",
    "    \n",
    " - de mettre le bon jeu d'étiquettes \n",
    "    \n",
    "    exemple : j'ai annoté mes villes avec l'étiquette \"VILLE\". Si la liste de label dans mon étape de correction contient l'étqiuette \"CITY\", je pourrais voir ce qui a été annoté 'VILLE', je pourrais effacer les annotations 'VILLE', mais je ne pourrais pas à nouveau les annoter comme 'VILLE'\n",
    " \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f8c0d367",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "!prodigy db-out ptm_notebookReview\n",
    "!prodigy db-out ptm_notebookReview > ptm_notebookReview.jsonl"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78aa0ac3",
   "metadata": {},
   "source": [
    "## ... avec SQLite\n",
    "\n",
    "La base de données Prodigy se nomme prodigy.db. Elle est dans mon répertoire de travail Prodigy :\n",
    "\n",
    " > Prodigy Home  /home/frederique/.prodigy\n",
    "\n",
    "Elle est organisée en 3 tables : 'dataset','example' et 'link'.\n",
    "\n",
    "Il existe plusieurs solutions pour se connecter à la base de données prodigy :\n",
    "\n",
    "- depuis mon environnement virtuel, en ligne de commande (ici sous Ubuntu) :\n",
    "\n",
    "> cd /home/frederique/.prodigy\n",
    "> sqlite3 prodigy.db\n",
    "\n",
    "- directement dans le notebook :\n",
    "\n",
    "Se placer à l'endroit où se trouve la base de données"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6e9c2e4c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/frederique/.prodigy\n"
     ]
    }
   ],
   "source": [
    "cd /home/frederique/.prodigy/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f3bd98b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import sqlite3 as sql\n",
    "\n",
    "database = \"prodigy.db\"\n",
    "connection = sql.connect(database)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "fda188d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "query = '''SELECT * from dataset'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a1e75bb9",
   "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>id</th>\n",
       "      <th>name</th>\n",
       "      <th>created</th>\n",
       "      <th>meta</th>\n",
       "      <th>session</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>ptm_test1</td>\n",
       "      <td>1648562727</td>\n",
       "      <td>b'{}'</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2022-03-29_16-05-26</td>\n",
       "      <td>1648562727</td>\n",
       "      <td>b'{\"created\":1648569927}'</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>ptm_Alena_test</td>\n",
       "      <td>1649839620</td>\n",
       "      <td>b'{}'</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2022-04-13_10-47-00</td>\n",
       "      <td>1649839620</td>\n",
       "      <td>b'{\"created\":1649846820}'</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2022-04-13_11-04-51</td>\n",
       "      <td>1649840691</td>\n",
       "      <td>b'{\"created\":1649846820}'</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id                 name     created                       meta  session\n",
       "0   1            ptm_test1  1648562727                      b'{}'        0\n",
       "1   2  2022-03-29_16-05-26  1648562727  b'{\"created\":1648569927}'        1\n",
       "2   3       ptm_Alena_test  1649839620                      b'{}'        0\n",
       "3   4  2022-04-13_10-47-00  1649839620  b'{\"created\":1649846820}'        1\n",
       "4   5  2022-04-13_11-04-51  1649840691  b'{\"created\":1649846820}'        1"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_sql_query(query,connection)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ba50a17",
   "metadata": {},
   "source": [
    "Nous avons enregistré nos exemples sous le nom \"ptm_notebook\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "3d947c2a",
   "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>id</th>\n",
       "      <th>name</th>\n",
       "      <th>created</th>\n",
       "      <th>meta</th>\n",
       "      <th>session</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>ptm_test1</td>\n",
       "      <td>1648562727</td>\n",
       "      <td>b'{}'</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2022-03-29_16-05-26</td>\n",
       "      <td>1648562727</td>\n",
       "      <td>b'{\"created\":1648569927}'</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>ptm_Alena_test</td>\n",
       "      <td>1649839620</td>\n",
       "      <td>b'{}'</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2022-04-13_10-47-00</td>\n",
       "      <td>1649839620</td>\n",
       "      <td>b'{\"created\":1649846820}'</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2022-04-13_11-04-51</td>\n",
       "      <td>1649840691</td>\n",
       "      <td>b'{\"created\":1649846820}'</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id                 name     created                       meta  session\n",
       "0   1            ptm_test1  1648562727                      b'{}'        0\n",
       "1   2  2022-03-29_16-05-26  1648562727  b'{\"created\":1648569927}'        1\n",
       "2   3       ptm_Alena_test  1649839620                      b'{}'        0\n",
       "3   4  2022-04-13_10-47-00  1649839620  b'{\"created\":1649846820}'        1\n",
       "4   5  2022-04-13_11-04-51  1649840691  b'{\"created\":1649846820}'        1"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "myDataset = \"SELECT * FROM dataset\"\n",
    "\n",
    "df = pd.read_sql_query(myDataset,connection)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53439718",
   "metadata": {},
   "source": [
    "Les annotations sont dans la table \"example\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "c2726731",
   "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>id</th>\n",
       "      <th>input_hash</th>\n",
       "      <th>task_hash</th>\n",
       "      <th>content</th>\n",
       "      <th>id</th>\n",
       "      <th>example_id</th>\n",
       "      <th>dataset_id</th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>created</th>\n",
       "      <th>meta</th>\n",
       "      <th>session</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1879</td>\n",
       "      <td>1241943533</td>\n",
       "      <td>-1530122178</td>\n",
       "      <td>b'{\"text\":\"  pi, atre, age ovige Qr peaie.\",\"m...</td>\n",
       "      <td>3757</td>\n",
       "      <td>1879</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>ptm_notebook</td>\n",
       "      <td>1663743736</td>\n",
       "      <td>b'{}'</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1880</td>\n",
       "      <td>-687072050</td>\n",
       "      <td>1717208169</td>\n",
       "      <td>b'{\"text\":\"N.B. Les rues sont class\\\\u00e9es s...</td>\n",
       "      <td>3758</td>\n",
       "      <td>1880</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>ptm_notebook</td>\n",
       "      <td>1663743736</td>\n",
       "      <td>b'{}'</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1881</td>\n",
       "      <td>-1501313454</td>\n",
       "      <td>660873640</td>\n",
       "      <td>b'{\"text\":\"9ain\",\"meta\":{\"file_name\":\"./1898_X...</td>\n",
       "      <td>3759</td>\n",
       "      <td>1881</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>ptm_notebook</td>\n",
       "      <td>1663743736</td>\n",
       "      <td>b'{}'</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1882</td>\n",
       "      <td>891159033</td>\n",
       "      <td>-737305864</td>\n",
       "      <td>b'{\"text\":\".2 ABBAYE (Rue de l\\\\u2019) 24\",\"me...</td>\n",
       "      <td>3760</td>\n",
       "      <td>1882</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>ptm_notebook</td>\n",
       "      <td>1663743736</td>\n",
       "      <td>b'{}'</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1883</td>\n",
       "      <td>-1232796226</td>\n",
       "      <td>1114627467</td>\n",
       "      <td>b'{\"text\":\"1 Entr\\\\u00e9e pass. Petite-Boucher...</td>\n",
       "      <td>3761</td>\n",
       "      <td>1883</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>ptm_notebook</td>\n",
       "      <td>1663743736</td>\n",
       "      <td>b'{}'</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     id  input_hash   task_hash  \\\n",
       "0  1879  1241943533 -1530122178   \n",
       "1  1880  -687072050  1717208169   \n",
       "2  1881 -1501313454   660873640   \n",
       "3  1882   891159033  -737305864   \n",
       "4  1883 -1232796226  1114627467   \n",
       "\n",
       "                                             content    id  example_id  \\\n",
       "0  b'{\"text\":\"  pi, atre, age ovige Qr peaie.\",\"m...  3757        1879   \n",
       "1  b'{\"text\":\"N.B. Les rues sont class\\\\u00e9es s...  3758        1880   \n",
       "2  b'{\"text\":\"9ain\",\"meta\":{\"file_name\":\"./1898_X...  3759        1881   \n",
       "3  b'{\"text\":\".2 ABBAYE (Rue de l\\\\u2019) 24\",\"me...  3760        1882   \n",
       "4  b'{\"text\":\"1 Entr\\\\u00e9e pass. Petite-Boucher...  3761        1883   \n",
       "\n",
       "   dataset_id  id          name     created   meta  session  \n",
       "0          37  37  ptm_notebook  1663743736  b'{}'        0  \n",
       "1          37  37  ptm_notebook  1663743736  b'{}'        0  \n",
       "2          37  37  ptm_notebook  1663743736  b'{}'        0  \n",
       "3          37  37  ptm_notebook  1663743736  b'{}'        0  \n",
       "4          37  37  ptm_notebook  1663743736  b'{}'        0  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "myExemplesPTM = \"SELECT * FROM example \\\n",
    "INNER JOIN link ON example.id = link.example_id \\\n",
    "INNER JOIN dataset ON link.dataset_id =  dataset.id \\\n",
    "WHERE dataset.name = 'ptm_notebook'\"\n",
    "\n",
    "df = pd.read_sql_query(myExemplesPTM,connection)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "236c78c5",
   "metadata": {},
   "source": [
    "Obtenir le nombre d'exemple annoter grâce à \"count\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ae9139c8",
   "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>count(*)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   count(*)\n",
       "0         5"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "myCountExemplesPTM = \"SELECT count(*) FROM example \\\n",
    "INNER JOIN link ON example.id = link.example_id \\\n",
    "INNER JOIN dataset ON link.dataset_id =  dataset.id \\\n",
    "WHERE dataset.name = 'ptm_notebook'\"\n",
    "\n",
    "df = pd.read_sql_query(myCountExemplesPTM,connection)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2df2d0cf",
   "metadata": {},
   "source": [
    "Voir les exemples annotés, afficher le champ \"content\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d8e83491",
   "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>content</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>b'{\"text\":\"  pi, atre, age ovige Qr peaie.\",\"meta\":{\"file_name\":\"./1898_XML/XML_page/Tot/1898_pg0542.xml\",\"TR_id\":\"p1_b1\"},\"_input_hash\":1241943533,\"_task_hash\":-1530122178,\"_is_binary\":false,\"tokens\":[{\"text\":\"  \",\"start\":0,\"end\":2,\"id\":0,\"ws\":false},{\"text\":\"pi\",\"start\":2,\"end\":4,\"id\":1,\"ws\":false},{\"text\":\",\",\"start\":4,\"end\":5,\"id\":2,\"ws\":true},{\"text\":\"atre\",\"start\":6,\"end\":10,\"id\":3,\"ws\":false},{\"text\":\",\",\"start\":10,\"end\":11,\"id\":4,\"ws\":true},{\"text\":\"age\",\"start\":12,\"end\":15,\"id\":5,\"ws\":true},{\"text\":\"ovige\",\"start\":16,\"end\":21,\"id\":6,\"ws\":true},{\"text\":\"Qr\",\"start\":22,\"end\":24,\"id\":7,\"ws\":true},{\"text\":\"peaie\",\"start\":25,\"end\":30,\"id\":8,\"ws\":false},{\"text\":\".\",\"start\":30,\"end\":31,\"id\":9,\"ws\":false}],\"_view_id\":\"ner_manual\",\"answer\":\"reject\",\"_timestamp\":1663743880}'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>b'{\"text\":\"N.B. Les rues sont class\\\\u00e9es suivant l\\\\u2019ordre officiel de la Ville de Paris.\",\"meta\":{\"file_name\":\"./1898_XML/XML_page/Tot/1898_pg0542.xml\",\"TR_id\":\"p1_b2\"},\"_input_hash\":-687072050,\"_task_hash\":1717208169,\"_is_binary\":false,\"tokens\":[{\"text\":\"N.B.\",\"start\":0,\"end\":4,\"id\":0,\"ws\":true},{\"text\":\"Les\",\"start\":5,\"end\":8,\"id\":1,\"ws\":true},{\"text\":\"rues\",\"start\":9,\"end\":13,\"id\":2,\"ws\":true},{\"text\":\"sont\",\"start\":14,\"end\":18,\"id\":3,\"ws\":true},{\"text\":\"class\\\\u00e9es\",\"start\":19,\"end\":27,\"id\":4,\"ws\":true},{\"text\":\"suivant\",\"start\":28,\"end\":35,\"id\":5,\"ws\":true},{\"text\":\"l\\\\u2019\",\"start\":36,\"end\":38,\"id\":6,\"ws\":false},{\"text\":\"ordre\",\"start\":38,\"end\":43,\"id\":7,\"ws\":true},{\"text\":\"officiel\",\"start\":44,\"end\":52,\"id\":8,\"ws\":true},{\"text\":\"de\",\"start\":53,\"end\":55,\"id\":9,\"ws\":true},{\"text\":\"la\",\"start\":56,\"end\":58,\"id\":10,\"ws\":true},{\"text\":\"Ville\",\"start\":59,\"end\":64,\"id\":11,\"ws\":true},{\"text\":\"de\",\"start\":65,\"end\":67,\"id\":12,\"ws\":true},{\"text\":\"Paris\",\"start\":68,\"end\":73,\"id\":13,\"ws\":false},{\"text\":\".\",\"start\":73,\"end\":74,\"id\":14,\"ws\":false}],\"_view_id\":\"ner_manual\",\"answer\":\"reject\",\"_timestamp\":1663746207}'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>b'{\"text\":\"9ain\",\"meta\":{\"file_name\":\"./1898_XML/XML_page/Tot/1898_pg0542.xml\",\"TR_id\":\"p1_b3\"},\"_input_hash\":-1501313454,\"_task_hash\":660873640,\"_is_binary\":false,\"tokens\":[{\"text\":\"9ain\",\"start\":0,\"end\":4,\"id\":0,\"ws\":false}],\"_view_id\":\"ner_manual\",\"answer\":\"reject\",\"_timestamp\":1663746209}'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>b'{\"text\":\".2 ABBAYE (Rue de l\\\\u2019) 24\",\"meta\":{\"file_name\":\"./1898_XML/XML_page/Tot/1898_pg0542.xml\",\"TR_id\":\"p1_b4\"},\"_input_hash\":891159033,\"_task_hash\":-737305864,\"_is_binary\":false,\"tokens\":[{\"text\":\".2\",\"start\":0,\"end\":2,\"id\":0,\"ws\":true},{\"text\":\"ABBAYE\",\"start\":3,\"end\":9,\"id\":1,\"ws\":true},{\"text\":\"(\",\"start\":10,\"end\":11,\"id\":2,\"ws\":false},{\"text\":\"Rue\",\"start\":11,\"end\":14,\"id\":3,\"ws\":true},{\"text\":\"de\",\"start\":15,\"end\":17,\"id\":4,\"ws\":true},{\"text\":\"l\",\"start\":18,\"end\":19,\"id\":5,\"ws\":false},{\"text\":\"\\\\u2019\",\"start\":19,\"end\":20,\"id\":6,\"ws\":false},{\"text\":\")\",\"start\":20,\"end\":21,\"id\":7,\"ws\":true},{\"text\":\"24\",\"start\":22,\"end\":24,\"id\":8,\"ws\":false}],\"_view_id\":\"ner_manual\",\"spans\":[{\"start\":0,\"end\":24,\"token_start\":0,\"token_end\":8,\"label\":\"TITRE\"}],\"answer\":\"accept\",\"_timestamp\":1663746210}'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>b'{\"text\":\"1 Entr\\\\u00e9e pass. Petite-Boucherie, 1. / 3 \\\\u00e0 7 Laguibourg\\\\u00e8re (C. de), Paris, pl. St-1 / Germain-des-Pr\\\\u00e9s, 3. / 11-13 Vallois, Paris, r. Abbaye, 13. / 17-19 Entr\\\\u00e9e r. Rennes, 44. / 2 Entr\\\\u00e9e r. Echaud\\\\u00e9, 18. / 2bis-4 Entr\\\\u00e9e r. Furstemberg, 7-9. / 6 Michau et Douanne, Paris, r. Denfert- / Rochereau, 47. / 8 Delmas, Paris, r. Lota, 2. / 10 Peignot, Paris, boul. Eg. Quinet, 68. / 12 Romagny, Vincennes, av. Marigny, 37. / 14 St-Luc (Cte de), Paris, r. Abbaye, 14. / 16 Len\\\\u00e8gre (Vve), Poissy, av. Mignot, 16 / (S. et-O.). / 18 Entr\\\\u00e9e r. Bonaparte, 37. / 20 Entr\\\\u00e9e r. Bonaparte, 42. / 22 Baudreuil (de), Paris, r. Bonaparte, 29. / 24 Entr\\\\u00e9e r. St-Benoit, 11.\",\"meta\":{\"file_name\":\"./1898_XML/XML_page/Tot/1898_pg0542.xml\",\"TR_id\":\"p1_b5\"},\"_input_hash\":-1232796226,\"_task_hash\":1114627467,\"_is_binary\":false,\"tokens\":[{\"text\":\"1\",\"start\":0,\"end\":1,\"id\":0,\"ws\":true},{\"text\":\"Entr\\\\u00e9e\",\"start\":2,\"end\":8,\"id\":1,\"ws\":true},{\"text\":\"pass\",\"start\":9,\"end\":13,\"id\":2,\"ws\":false},{\"text\":\".\",\"start\":13,\"end\":14,\"id\":3,\"ws\":true},{\"text\":\"Petite-Boucherie\",\"start\":15,\"end\":31,\"id\":4,\"ws\":false},{\"text\":\",\",\"start\":31,\"end\":32,\"id\":5,\"ws\":true},{\"text\":\"1\",\"start\":33,\"end\":34,\"id\":6,\"ws\":false},{\"text\":\".\",\"start\":34,\"end\":35,\"id\":7,\"ws\":true},{\"text\":\"/\",\"start\":36,\"end\":37,\"id\":8,\"ws\":true},{\"text\":\"3\",\"start\":38,\"end\":39,\"id\":9,\"ws\":true},{\"text\":\"\\\\u00e0\",\"start\":40,\"end\":41,\"id\":10,\"ws\":true},{\"text\":\"7\",\"start\":42,\"end\":43,\"id\":11,\"ws\":true},{\"text\":\"Laguibourg\\\\u00e8re\",\"start\":44,\"end\":57,\"id\":12,\"ws\":true},{\"text\":\"(\",\"start\":58,\"end\":59,\"id\":13,\"ws\":false},{\"text\":\"C.\",\"start\":59,\"end\":61,\"id\":14,\"ws\":true},{\"text\":\"de\",\"start\":62,\"end\":64,\"id\":15,\"ws\":false},{\"text\":\")\",\"start\":64,\"end\":65,\"id\":16,\"ws\":false},{\"text\":\",\",\"start\":65,\"end\":66,\"id\":17,\"ws\":true},{\"text\":\"Paris\",\"start\":67,\"end\":72,\"id\":18,\"ws\":false},{\"text\":\",\",\"start\":72,\"end\":73,\"id\":19,\"ws\":true},{\"text\":\"pl\",\"start\":74,\"end\":76,\"id\":20,\"ws\":false},{\"text\":\".\",\"start\":76,\"end\":77,\"id\":21,\"ws\":true},{\"text\":\"St-1\",\"start\":78,\"end\":82,\"id\":22,\"ws\":true},{\"text\":\"/\",\"start\":83,\"end\":84,\"id\":23,\"ws\":true},{\"text\":\"Germain-des-Pr\\\\u00e9s\",\"start\":85,\"end\":101,\"id\":24,\"ws\":false},{\"text\":\",\",\"start\":101,\"end\":102,\"id\":25,\"ws\":true},{\"text\":\"3\",\"start\":103,\"end\":104,\"id\":26,\"ws\":false},{\"text\":\".\",\"start\":104,\"end\":105,\"id\":27,\"ws\":true},{\"text\":\"/\",\"start\":106,\"end\":107,\"id\":28,\"ws\":true},{\"text\":\"11\",\"start\":108,\"end\":110,\"id\":29,\"ws\":false},{\"text\":\"-\",\"start\":110,\"end\":111,\"id\":30,\"ws\":false},{\"text\":\"13\",\"start\":111,\"end\":113,\"id\":31,\"ws\":true},{\"text\":\"Vallois\",\"start\":114,\"end\":121,\"id\":32,\"ws\":false},{\"text\":\",\",\"start\":121,\"end\":122,\"id\":33,\"ws\":true},{\"text\":\"Paris\",\"start\":123,\"end\":128,\"id\":34,\"ws\":false},{\"text\":\",\",\"start\":128,\"end\":129,\"id\":35,\"ws\":true},{\"text\":\"r.\",\"start\":130,\"end\":132,\"id\":36,\"ws\":true},{\"text\":\"Abbaye\",\"start\":133,\"end\":139,\"id\":37,\"ws\":false},{\"text\":\",\",\"start\":139,\"end\":140,\"id\":38,\"ws\":true},{\"text\":\"13\",\"start\":141,\"end\":143,\"id\":39,\"ws\":false},{\"text\":\".\",\"start\":143,\"end\":144,\"id\":40,\"ws\":true},{\"text\":\"/\",\"start\":145,\"end\":146,\"id\":41,\"ws\":true},{\"text\":\"17\",\"start\":147,\"end\":149,\"id\":42,\"ws\":false},{\"text\":\"-\",\"start\":149,\"end\":150,\"id\":43,\"ws\":false},{\"text\":\"19\",\"start\":150,\"end\":152,\"id\":44,\"ws\":true},{\"text\":\"Entr\\\\u00e9e\",\"start\":153,\"end\":159,\"id\":45,\"ws\":true},{\"text\":\"r.\",\"start\":160,\"end\":162,\"id\":46,\"ws\":true},{\"text\":\"Rennes\",\"start\":163,\"end\":169,\"id\":47,\"ws\":false},{\"text\":\",\",\"start\":169,\"end\":170,\"id\":48,\"ws\":true},{\"text\":\"44\",\"start\":171,\"end\":173,\"id\":49,\"ws\":false},{\"text\":\".\",\"start\":173,\"end\":174,\"id\":50,\"ws\":true},{\"text\":\"/\",\"start\":175,\"end\":176,\"id\":51,\"ws\":true},{\"text\":\"2\",\"start\":177,\"end\":178,\"id\":52,\"ws\":true},{\"text\":\"Entr\\\\u00e9e\",\"start\":179,\"end\":185,\"id\":53,\"ws\":true},{\"text\":\"r.\",\"start\":186,\"end\":188,\"id\":54,\"ws\":true},{\"text\":\"Echaud\\\\u00e9\",\"start\":189,\"end\":196,\"id\":55,\"ws\":false},{\"text\":\",\",\"start\":196,\"end\":197,\"id\":56,\"ws\":true},{\"text\":\"18\",\"start\":198,\"end\":200,\"id\":57,\"ws\":false},{\"text\":\".\",\"start\":200,\"end\":201,\"id\":58,\"ws\":true},{\"text\":\"/\",\"start\":202,\"end\":203,\"id\":59,\"ws\":true},{\"text\":\"2bis-4\",\"start\":204,\"end\":210,\"id\":60,\"ws\":true},{\"text\":\"Entr\\\\u00e9e\",\"start\":211,\"end\":217,\"id\":61,\"ws\":true},{\"text\":\"r.\",\"start\":218,\"end\":220,\"id\":62,\"ws\":true},{\"text\":\"Furstemberg\",\"start\":221,\"end\":232,\"id\":63,\"ws\":false},{\"text\":\",\",\"start\":232,\"end\":233,\"id\":64,\"ws\":true},{\"text\":\"7\",\"start\":234,\"end\":235,\"id\":65,\"ws\":false},{\"text\":\"-\",\"start\":235,\"end\":236,\"id\":66,\"ws\":false},{\"text\":\"9\",\"start\":236,\"end\":237,\"id\":67,\"ws\":false},{\"text\":\".\",\"start\":237,\"end\":238,\"id\":68,\"ws\":true},{\"text\":\"/\",\"start\":239,\"end\":240,\"id\":69,\"ws\":true},{\"text\":\"6\",\"start\":241,\"end\":242,\"id\":70,\"ws\":true},{\"text\":\"Michau\",\"start\":243,\"end\":249,\"id\":71,\"ws\":true},{\"text\":\"et\",\"start\":250,\"end\":252,\"id\":72,\"ws\":true},{\"text\":\"Douanne\",\"start\":253,\"end\":260,\"id\":73,\"ws\":false},{\"text\":\",\",\"start\":260,\"end\":2...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   content\n",
       "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         b'{\"text\":\"  pi, atre, age ovige Qr peaie.\",\"meta\":{\"file_name\":\"./1898_XML/XML_page/Tot/1898_pg0542.xml\",\"TR_id\":\"p1_b1\"},\"_input_hash\":1241943533,\"_task_hash\":-1530122178,\"_is_binary\":false,\"tokens\":[{\"text\":\"  \",\"start\":0,\"end\":2,\"id\":0,\"ws\":false},{\"text\":\"pi\",\"start\":2,\"end\":4,\"id\":1,\"ws\":false},{\"text\":\",\",\"start\":4,\"end\":5,\"id\":2,\"ws\":true},{\"text\":\"atre\",\"start\":6,\"end\":10,\"id\":3,\"ws\":false},{\"text\":\",\",\"start\":10,\"end\":11,\"id\":4,\"ws\":true},{\"text\":\"age\",\"start\":12,\"end\":15,\"id\":5,\"ws\":true},{\"text\":\"ovige\",\"start\":16,\"end\":21,\"id\":6,\"ws\":true},{\"text\":\"Qr\",\"start\":22,\"end\":24,\"id\":7,\"ws\":true},{\"text\":\"peaie\",\"start\":25,\"end\":30,\"id\":8,\"ws\":false},{\"text\":\".\",\"start\":30,\"end\":31,\"id\":9,\"ws\":false}],\"_view_id\":\"ner_manual\",\"answer\":\"reject\",\"_timestamp\":1663743880}'\n",
       "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         b'{\"text\":\"N.B. Les rues sont class\\\\u00e9es suivant l\\\\u2019ordre officiel de la Ville de Paris.\",\"meta\":{\"file_name\":\"./1898_XML/XML_page/Tot/1898_pg0542.xml\",\"TR_id\":\"p1_b2\"},\"_input_hash\":-687072050,\"_task_hash\":1717208169,\"_is_binary\":false,\"tokens\":[{\"text\":\"N.B.\",\"start\":0,\"end\":4,\"id\":0,\"ws\":true},{\"text\":\"Les\",\"start\":5,\"end\":8,\"id\":1,\"ws\":true},{\"text\":\"rues\",\"start\":9,\"end\":13,\"id\":2,\"ws\":true},{\"text\":\"sont\",\"start\":14,\"end\":18,\"id\":3,\"ws\":true},{\"text\":\"class\\\\u00e9es\",\"start\":19,\"end\":27,\"id\":4,\"ws\":true},{\"text\":\"suivant\",\"start\":28,\"end\":35,\"id\":5,\"ws\":true},{\"text\":\"l\\\\u2019\",\"start\":36,\"end\":38,\"id\":6,\"ws\":false},{\"text\":\"ordre\",\"start\":38,\"end\":43,\"id\":7,\"ws\":true},{\"text\":\"officiel\",\"start\":44,\"end\":52,\"id\":8,\"ws\":true},{\"text\":\"de\",\"start\":53,\"end\":55,\"id\":9,\"ws\":true},{\"text\":\"la\",\"start\":56,\"end\":58,\"id\":10,\"ws\":true},{\"text\":\"Ville\",\"start\":59,\"end\":64,\"id\":11,\"ws\":true},{\"text\":\"de\",\"start\":65,\"end\":67,\"id\":12,\"ws\":true},{\"text\":\"Paris\",\"start\":68,\"end\":73,\"id\":13,\"ws\":false},{\"text\":\".\",\"start\":73,\"end\":74,\"id\":14,\"ws\":false}],\"_view_id\":\"ner_manual\",\"answer\":\"reject\",\"_timestamp\":1663746207}'\n",
       "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   b'{\"text\":\"9ain\",\"meta\":{\"file_name\":\"./1898_XML/XML_page/Tot/1898_pg0542.xml\",\"TR_id\":\"p1_b3\"},\"_input_hash\":-1501313454,\"_task_hash\":660873640,\"_is_binary\":false,\"tokens\":[{\"text\":\"9ain\",\"start\":0,\"end\":4,\"id\":0,\"ws\":false}],\"_view_id\":\"ner_manual\",\"answer\":\"reject\",\"_timestamp\":1663746209}'\n",
       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               b'{\"text\":\".2 ABBAYE (Rue de l\\\\u2019) 24\",\"meta\":{\"file_name\":\"./1898_XML/XML_page/Tot/1898_pg0542.xml\",\"TR_id\":\"p1_b4\"},\"_input_hash\":891159033,\"_task_hash\":-737305864,\"_is_binary\":false,\"tokens\":[{\"text\":\".2\",\"start\":0,\"end\":2,\"id\":0,\"ws\":true},{\"text\":\"ABBAYE\",\"start\":3,\"end\":9,\"id\":1,\"ws\":true},{\"text\":\"(\",\"start\":10,\"end\":11,\"id\":2,\"ws\":false},{\"text\":\"Rue\",\"start\":11,\"end\":14,\"id\":3,\"ws\":true},{\"text\":\"de\",\"start\":15,\"end\":17,\"id\":4,\"ws\":true},{\"text\":\"l\",\"start\":18,\"end\":19,\"id\":5,\"ws\":false},{\"text\":\"\\\\u2019\",\"start\":19,\"end\":20,\"id\":6,\"ws\":false},{\"text\":\")\",\"start\":20,\"end\":21,\"id\":7,\"ws\":true},{\"text\":\"24\",\"start\":22,\"end\":24,\"id\":8,\"ws\":false}],\"_view_id\":\"ner_manual\",\"spans\":[{\"start\":0,\"end\":24,\"token_start\":0,\"token_end\":8,\"label\":\"TITRE\"}],\"answer\":\"accept\",\"_timestamp\":1663746210}'\n",
       "4  b'{\"text\":\"1 Entr\\\\u00e9e pass. Petite-Boucherie, 1. / 3 \\\\u00e0 7 Laguibourg\\\\u00e8re (C. de), Paris, pl. St-1 / Germain-des-Pr\\\\u00e9s, 3. / 11-13 Vallois, Paris, r. Abbaye, 13. / 17-19 Entr\\\\u00e9e r. Rennes, 44. / 2 Entr\\\\u00e9e r. Echaud\\\\u00e9, 18. / 2bis-4 Entr\\\\u00e9e r. Furstemberg, 7-9. / 6 Michau et Douanne, Paris, r. Denfert- / Rochereau, 47. / 8 Delmas, Paris, r. Lota, 2. / 10 Peignot, Paris, boul. Eg. Quinet, 68. / 12 Romagny, Vincennes, av. Marigny, 37. / 14 St-Luc (Cte de), Paris, r. Abbaye, 14. / 16 Len\\\\u00e8gre (Vve), Poissy, av. Mignot, 16 / (S. et-O.). / 18 Entr\\\\u00e9e r. Bonaparte, 37. / 20 Entr\\\\u00e9e r. Bonaparte, 42. / 22 Baudreuil (de), Paris, r. Bonaparte, 29. / 24 Entr\\\\u00e9e r. St-Benoit, 11.\",\"meta\":{\"file_name\":\"./1898_XML/XML_page/Tot/1898_pg0542.xml\",\"TR_id\":\"p1_b5\"},\"_input_hash\":-1232796226,\"_task_hash\":1114627467,\"_is_binary\":false,\"tokens\":[{\"text\":\"1\",\"start\":0,\"end\":1,\"id\":0,\"ws\":true},{\"text\":\"Entr\\\\u00e9e\",\"start\":2,\"end\":8,\"id\":1,\"ws\":true},{\"text\":\"pass\",\"start\":9,\"end\":13,\"id\":2,\"ws\":false},{\"text\":\".\",\"start\":13,\"end\":14,\"id\":3,\"ws\":true},{\"text\":\"Petite-Boucherie\",\"start\":15,\"end\":31,\"id\":4,\"ws\":false},{\"text\":\",\",\"start\":31,\"end\":32,\"id\":5,\"ws\":true},{\"text\":\"1\",\"start\":33,\"end\":34,\"id\":6,\"ws\":false},{\"text\":\".\",\"start\":34,\"end\":35,\"id\":7,\"ws\":true},{\"text\":\"/\",\"start\":36,\"end\":37,\"id\":8,\"ws\":true},{\"text\":\"3\",\"start\":38,\"end\":39,\"id\":9,\"ws\":true},{\"text\":\"\\\\u00e0\",\"start\":40,\"end\":41,\"id\":10,\"ws\":true},{\"text\":\"7\",\"start\":42,\"end\":43,\"id\":11,\"ws\":true},{\"text\":\"Laguibourg\\\\u00e8re\",\"start\":44,\"end\":57,\"id\":12,\"ws\":true},{\"text\":\"(\",\"start\":58,\"end\":59,\"id\":13,\"ws\":false},{\"text\":\"C.\",\"start\":59,\"end\":61,\"id\":14,\"ws\":true},{\"text\":\"de\",\"start\":62,\"end\":64,\"id\":15,\"ws\":false},{\"text\":\")\",\"start\":64,\"end\":65,\"id\":16,\"ws\":false},{\"text\":\",\",\"start\":65,\"end\":66,\"id\":17,\"ws\":true},{\"text\":\"Paris\",\"start\":67,\"end\":72,\"id\":18,\"ws\":false},{\"text\":\",\",\"start\":72,\"end\":73,\"id\":19,\"ws\":true},{\"text\":\"pl\",\"start\":74,\"end\":76,\"id\":20,\"ws\":false},{\"text\":\".\",\"start\":76,\"end\":77,\"id\":21,\"ws\":true},{\"text\":\"St-1\",\"start\":78,\"end\":82,\"id\":22,\"ws\":true},{\"text\":\"/\",\"start\":83,\"end\":84,\"id\":23,\"ws\":true},{\"text\":\"Germain-des-Pr\\\\u00e9s\",\"start\":85,\"end\":101,\"id\":24,\"ws\":false},{\"text\":\",\",\"start\":101,\"end\":102,\"id\":25,\"ws\":true},{\"text\":\"3\",\"start\":103,\"end\":104,\"id\":26,\"ws\":false},{\"text\":\".\",\"start\":104,\"end\":105,\"id\":27,\"ws\":true},{\"text\":\"/\",\"start\":106,\"end\":107,\"id\":28,\"ws\":true},{\"text\":\"11\",\"start\":108,\"end\":110,\"id\":29,\"ws\":false},{\"text\":\"-\",\"start\":110,\"end\":111,\"id\":30,\"ws\":false},{\"text\":\"13\",\"start\":111,\"end\":113,\"id\":31,\"ws\":true},{\"text\":\"Vallois\",\"start\":114,\"end\":121,\"id\":32,\"ws\":false},{\"text\":\",\",\"start\":121,\"end\":122,\"id\":33,\"ws\":true},{\"text\":\"Paris\",\"start\":123,\"end\":128,\"id\":34,\"ws\":false},{\"text\":\",\",\"start\":128,\"end\":129,\"id\":35,\"ws\":true},{\"text\":\"r.\",\"start\":130,\"end\":132,\"id\":36,\"ws\":true},{\"text\":\"Abbaye\",\"start\":133,\"end\":139,\"id\":37,\"ws\":false},{\"text\":\",\",\"start\":139,\"end\":140,\"id\":38,\"ws\":true},{\"text\":\"13\",\"start\":141,\"end\":143,\"id\":39,\"ws\":false},{\"text\":\".\",\"start\":143,\"end\":144,\"id\":40,\"ws\":true},{\"text\":\"/\",\"start\":145,\"end\":146,\"id\":41,\"ws\":true},{\"text\":\"17\",\"start\":147,\"end\":149,\"id\":42,\"ws\":false},{\"text\":\"-\",\"start\":149,\"end\":150,\"id\":43,\"ws\":false},{\"text\":\"19\",\"start\":150,\"end\":152,\"id\":44,\"ws\":true},{\"text\":\"Entr\\\\u00e9e\",\"start\":153,\"end\":159,\"id\":45,\"ws\":true},{\"text\":\"r.\",\"start\":160,\"end\":162,\"id\":46,\"ws\":true},{\"text\":\"Rennes\",\"start\":163,\"end\":169,\"id\":47,\"ws\":false},{\"text\":\",\",\"start\":169,\"end\":170,\"id\":48,\"ws\":true},{\"text\":\"44\",\"start\":171,\"end\":173,\"id\":49,\"ws\":false},{\"text\":\".\",\"start\":173,\"end\":174,\"id\":50,\"ws\":true},{\"text\":\"/\",\"start\":175,\"end\":176,\"id\":51,\"ws\":true},{\"text\":\"2\",\"start\":177,\"end\":178,\"id\":52,\"ws\":true},{\"text\":\"Entr\\\\u00e9e\",\"start\":179,\"end\":185,\"id\":53,\"ws\":true},{\"text\":\"r.\",\"start\":186,\"end\":188,\"id\":54,\"ws\":true},{\"text\":\"Echaud\\\\u00e9\",\"start\":189,\"end\":196,\"id\":55,\"ws\":false},{\"text\":\",\",\"start\":196,\"end\":197,\"id\":56,\"ws\":true},{\"text\":\"18\",\"start\":198,\"end\":200,\"id\":57,\"ws\":false},{\"text\":\".\",\"start\":200,\"end\":201,\"id\":58,\"ws\":true},{\"text\":\"/\",\"start\":202,\"end\":203,\"id\":59,\"ws\":true},{\"text\":\"2bis-4\",\"start\":204,\"end\":210,\"id\":60,\"ws\":true},{\"text\":\"Entr\\\\u00e9e\",\"start\":211,\"end\":217,\"id\":61,\"ws\":true},{\"text\":\"r.\",\"start\":218,\"end\":220,\"id\":62,\"ws\":true},{\"text\":\"Furstemberg\",\"start\":221,\"end\":232,\"id\":63,\"ws\":false},{\"text\":\",\",\"start\":232,\"end\":233,\"id\":64,\"ws\":true},{\"text\":\"7\",\"start\":234,\"end\":235,\"id\":65,\"ws\":false},{\"text\":\"-\",\"start\":235,\"end\":236,\"id\":66,\"ws\":false},{\"text\":\"9\",\"start\":236,\"end\":237,\"id\":67,\"ws\":false},{\"text\":\".\",\"start\":237,\"end\":238,\"id\":68,\"ws\":true},{\"text\":\"/\",\"start\":239,\"end\":240,\"id\":69,\"ws\":true},{\"text\":\"6\",\"start\":241,\"end\":242,\"id\":70,\"ws\":true},{\"text\":\"Michau\",\"start\":243,\"end\":249,\"id\":71,\"ws\":true},{\"text\":\"et\",\"start\":250,\"end\":252,\"id\":72,\"ws\":true},{\"text\":\"Douanne\",\"start\":253,\"end\":260,\"id\":73,\"ws\":false},{\"text\":\",\",\"start\":260,\"end\":2..."
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "myContentPTM = \"SELECT content FROM example \\\n",
    "INNER JOIN link ON example.id = link.example_id \\\n",
    "INNER JOIN dataset ON link.dataset_id =  dataset.id \\\n",
    "WHERE dataset.name = 'ptm_notebook'\"\n",
    "\n",
    "df = pd.read_sql_query(myContentPTM,connection)\n",
    "pd.set_option('max_colwidth', 5000)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c07f17a3",
   "metadata": {},
   "source": [
    "## Créer un modèle\n",
    "\n",
    "Se placer dans le répertoire de travail souhaité."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "9f8bba72",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/frederique/Documents/Prodigy/NOTEBOOK\n"
     ]
    }
   ],
   "source": [
    "cd /home/frederique/Documents/Prodigy/NOTEBOOK"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6d6a997",
   "metadata": {},
   "source": [
    "Il suffit :\n",
    "\n",
    "- d'appeler le module d'entrainement : 'train') \n",
    "- de l'appliquer à un jeu de données annoté : 'ptm_Alena_test'\n",
    "- d'indiquer un répertoire de sortie : 'output_model_notebook' (ce répertoire sera crée dans mon espace de travail, ici dans le dossier 'NOTEBOOK)\n",
    "\n",
    "Attention : choisir un nom de dossier pertinent et significatif pour stocker son model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "72ae1ea4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[38;5;4mℹ Using CPU\u001b[0m\n",
      "\u001b[1m\n",
      "========================= Generating Prodigy config =========================\u001b[0m\n",
      "\u001b[38;5;4mℹ Auto-generating config with spaCy\u001b[0m\n",
      "\u001b[38;5;2m✔ Generated training config\u001b[0m\n",
      "\u001b[1m\n",
      "=========================== Initializing pipeline ===========================\u001b[0m\n",
      "[2022-09-21 10:43:08,239] [INFO] Set up nlp object from config\n",
      "Components: ner\n",
      "Merging training and evaluation data for 1 components\n",
      "  - [ner] Training: 392 | Evaluation: 97 (20% split)\n",
      "Training: 195 | Evaluation: 46\n",
      "Labels: ner (14)\n",
      "[2022-09-21 10:43:08,591] [INFO] Pipeline: ['tok2vec', 'ner']\n",
      "[2022-09-21 10:43:08,594] [INFO] Created vocabulary\n",
      "[2022-09-21 10:43:08,594] [INFO] Finished initializing nlp object\n",
      "[2022-09-21 10:43:10,286] [INFO] Initialized pipeline components: ['tok2vec', 'ner']\n",
      "\u001b[38;5;2m✔ Initialized pipeline\u001b[0m\n",
      "\u001b[1m\n",
      "============================= Training pipeline =============================\u001b[0m\n",
      "Components: ner\n",
      "Merging training and evaluation data for 1 components\n",
      "  - [ner] Training: 392 | Evaluation: 97 (20% split)\n",
      "Training: 195 | Evaluation: 46\n",
      "Labels: ner (14)\n",
      "\u001b[38;5;4mℹ Pipeline: ['tok2vec', 'ner']\u001b[0m\n",
      "\u001b[38;5;4mℹ Initial learn rate: 0.001\u001b[0m\n",
      "E    #       LOSS TOK2VEC  LOSS NER  ENTS_F  ENTS_P  ENTS_R  SCORE \n",
      "---  ------  ------------  --------  ------  ------  ------  ------\n",
      "  0       0          0.00    133.34    0.06    2.13    0.03    0.00\n",
      "  1     200       1199.01   7671.69   96.82   96.69   96.95    0.97\n",
      "  2     400        294.40   1157.06   98.06   98.13   97.99    0.98\n",
      "  3     600        489.52    793.37   97.60   97.55   97.66    0.98\n",
      "  5     800        965.18    589.42   98.08   97.99   98.16    0.98\n",
      "  6    1000        393.07    460.00   97.75   97.55   97.96    0.98\n",
      "  8    1200       9276.13    536.75   97.97   97.87   98.08    0.98\n",
      "  9    1400        289.06    270.20   98.14   98.02   98.25    0.98\n",
      " 11    1600        394.75    286.22   98.11   97.96   98.25    0.98\n",
      " 13    1800        366.38    262.64   98.31   98.23   98.40    0.98\n",
      " 15    2000        428.80    288.21   98.15   97.99   98.31    0.98\n",
      " 18    2200        419.50    226.60   98.11   97.94   98.28    0.98\n",
      " 20    2400        568.68    259.90   97.99   97.87   98.11    0.98\n",
      " 24    2600        540.71    248.78   97.92   97.67   98.16    0.98\n",
      " 28    2800        623.53    268.68   98.12   98.05   98.19    0.98\n",
      " 33    3000        426.51    198.72   98.08   97.91   98.25    0.98\n",
      " 38    3200        716.92    246.45   98.03   97.90   98.16    0.98\n",
      " 44    3400        344.97    168.74   97.59   97.38   97.81    0.98\n",
      "\u001b[38;5;2m✔ Saved pipeline to output directory\u001b[0m\n",
      "output_model_notebook/model-last\n"
     ]
    }
   ],
   "source": [
    "!prodigy train --ner ptm_Alena_test output_model_notebook"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d53ca91",
   "metadata": {},
   "source": [
    "## Utiliser le modèle créé\n",
    "\n",
    "### ... annoter et visualiser l'ensemble de son corpus avec Spacy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "5944c45a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import spacy\n",
    "from spacy import displacy\n",
    "nlp = spacy.load(\"output_model_notebook/model-best\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8c89372",
   "metadata": {},
   "source": [
    "Importer un fichier brut, non annoté."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "4ccad3a3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "\n",
    "file = open(\"data/test.jsonl\")\n",
    "lignes = file.readlines()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25d775d5",
   "metadata": {},
   "source": [
    "Définir un lot d'étiquettes à visualiser et la couleur à leur attribuer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "9ede8c46",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'TITRE': '#e41a1c', 'NUM': '#377eb8', 'PERS': '#4daf4a', 'VILLE': '#984ea3', 'VOIE': '#ff7f00', 'RUE': '#ffff33', 'NUM_PERS': '#a65628', 'STATUT': '#f781bf', 'SPATIAL': '#999999'}\n"
     ]
    }
   ],
   "source": [
    "# choisir les labels à afficher, et leur couleur (colors est optionnel)\n",
    "# pour rappel nos labels :\n",
    "# TITRE,PAGE,NUM,NUM_GLOB,PART,PERS,PRENOM,ORG,STATUT,VILLE,VOIE,RUE,NUM_PERS\n",
    "myLabels = [\"TITRE\", \"NUM\", \"PERS\", \"VILLE\", \"VOIE\", \"RUE\", \"NUM_PERS\",\"STATUT\",\"SPATIAL\",\"LOC\"]\n",
    "\n",
    "# Comment choisir un ensemble de couleurs, un site utile : \n",
    "# https://observablehq.com/@d3/color-schemes\n",
    "myColors = [\"#e41a1c\",\"#377eb8\",\"#4daf4a\",\"#984ea3\",\"#ff7f00\",\"#ffff33\",\"#a65628\",\"#f781bf\",\"#999999\"]\n",
    "\n",
    "# ces deux listes doivent avoir le même nombre d'éléments!\n",
    "\n",
    "colors = dict()\n",
    "for nLabel in range(len(myLabels)-1):\n",
    "   colors[myLabels[nLabel]]=myColors[nLabel]\n",
    "print(colors)\n",
    "options={\"ents\": myLabels,\"colors\":colors}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "22f4d502",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">A.5 \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    ABBÉ GROULT (Rue de l'\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
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       ") \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    57-60\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
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       " / \n",
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       "    1\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
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       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Trépier\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
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       ", \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
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       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
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       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Abbé-Groult\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    1\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    3\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
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       " \n",
       "<mark class=\"entity\" style=\"background: #999999; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Entrée r. Entrepreneurs, 108\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">SPATIAL</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    5-5bis\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Ronayette\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bois\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    9\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    7\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Tazé\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Dunois\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    28\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    9\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Chapellier\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    pl.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Rennes\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    2\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    11\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Lozouet\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       " (\n",
       "<mark class=\"entity\" style=\"background: #f781bf; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Vve\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">STATUT</span>\n",
       "</mark>\n",
       "), \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    av.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    du Maine\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    46\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    13\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Michard\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       " (\n",
       "<mark class=\"entity\" style=\"background: #f781bf; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Jn Fois\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">STATUT</span>\n",
       "</mark>\n",
       "), \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Aubervilliers\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Presles\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", / \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    22\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       " (\n",
       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Seine\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LOC</span>\n",
       "</mark>\n",
       "). / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    15-17\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Lenoir\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Abbé-Groult\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    15\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    19\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #999999; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Entrée r. Croix-Nivert, 114\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">SPATIAL</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    21\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Chaumont\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       " (\n",
       "<mark class=\"entity\" style=\"background: #f781bf; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Mlle\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">STATUT</span>\n",
       "</mark>\n",
       "), \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Gavarni\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    7\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    23\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    George\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       " (\n",
       "<mark class=\"entity\" style=\"background: #f781bf; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Me\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">STATUT</span>\n",
       "</mark>\n",
       "), \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    av.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    République\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    61\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    25\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Lebègue\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Mennecy\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Sablière\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    5\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       " (\n",
       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    S.-et-O.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LOC</span>\n",
       "</mark>\n",
       "). / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    27\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Le Caplain\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       " (\n",
       "<mark class=\"entity\" style=\"background: #f781bf; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Me\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">STATUT</span>\n",
       "</mark>\n",
       "), \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Michel-Bizot\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    212\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    29\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Gié\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Sourdière\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    19\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    31 à 35\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Darpoux-Lancome\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Meudon\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Parc\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", / \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    4\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       " (\n",
       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    S.-et-O.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LOC</span>\n",
       "</mark>\n",
       "). / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    37\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Labarre\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Abbé-Groult\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    37\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    39\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Sustrac\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Houilles\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    villa\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Jolly\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    5\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       " (\n",
       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    S.-et-O.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LOC</span>\n",
       "</mark>\n",
       "). / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    41\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Morin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Cours\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Vincennes\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    12\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    43-43\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " /  \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    IRouillard\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bertrand\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    20\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       " / bis IRouillard, \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Enghien\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    40\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    45 à 49\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Ballet\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    St-Mandé\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Répiblique\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    49\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       " / (\n",
       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Sne\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LOC</span>\n",
       "</mark>\n",
       "). / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    51\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #999999; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Entrée r. Lecourbe, 195\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">SPATIAL</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    53\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Schaeffer\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Sfax\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    3\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    55\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Canfrère\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Clamart\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Denis -Gogue\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    74\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       " / (\n",
       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Seine\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LOC</span>\n",
       "</mark>\n",
       "). / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    57\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Antoni\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Convention\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    202\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    59\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Rouillard\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Enghien\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    40\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    61\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #999999; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Entrée r. Blomet, 132\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">SPATIAL</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    63\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #999999; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Entrée r. Blomet, 127\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">SPATIAL</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    65\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Basset\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Parc Saint-Maur\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    av.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    du Raincy\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", / \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    4\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       " (\n",
       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Seine\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LOC</span>\n",
       "</mark>\n",
       "), / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    67\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Grandin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       " (\n",
       "<mark class=\"entity\" style=\"background: #f781bf; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Mlle\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">STATUT</span>\n",
       "</mark>\n",
       "), \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Abbé-Groult\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    67\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    69\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #999999; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Entrée r. Fenoux, 9\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">SPATIAL</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    71\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Boudin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       ", (\n",
       "<mark class=\"entity\" style=\"background: #f781bf; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Vve\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">STATUT</span>\n",
       "</mark>\n",
       "), \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Gerbert\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    14\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    73\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Binon\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Baste\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    2\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Dunyack\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       " (\n",
       "<mark class=\"entity\" style=\"background: #f781bf; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Mme\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">STATUT</span>\n",
       "</mark>\n",
       "), \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Taitbout\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    80\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       ". / \n",
       "<mark class=\"entity\" style=\"background: #377eb8; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    75\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM</span>\n",
       "</mark>\n",
       " / \n",
       "<mark class=\"entity\" style=\"background: #4daf4a; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Leclerc\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERS</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #984ea3; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VILLE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff7f00; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    r.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">VOIE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ffff33; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Lafayette\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">RUE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #a65628; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    97\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NUM_PERS</span>\n",
       "</mark>\n",
       ".</div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for ligne in lignes:\n",
    "    \n",
    "    s = json.loads(ligne)\n",
    "    # sentence with Annotations\n",
    "    try:\n",
    "        doc = nlp(s[\"text\"])\n",
    "        #displacy.render(doc, style=\"ent\")\n",
    "        displacy.render(doc, style=\"ent\",options=options)\n",
    "    # sentence without Annotations\n",
    "    except:\n",
    "        print(s[\"text\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98525cd9",
   "metadata": {},
   "source": [
    "<center><img src=\"img/Annotations.png\" width=\"80%\"></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2dfa466c",
   "metadata": {},
   "source": [
    "### ... annoter l'ensemble de son corpus avec Prodigy\n",
    "\n",
    "...info à venir..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9e65c136",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "prodigyEnv",
   "language": "python",
   "name": "prodigyenv"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
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