diff --git a/Tutoriel-geoparsing.ipynb b/Tutoriel-geoparsing.ipynb
index fec22156a7f761e5d74590075e0e80e480496db6..e91f397f9afcc7ecad5fac9fc639e379ef50a67d 100644
--- a/Tutoriel-geoparsing.ipynb
+++ b/Tutoriel-geoparsing.ipynb
@@ -121,7 +121,9 @@
"metadata": {},
"outputs": [],
"source": [
- "filepath = 'data/volume01-4083.txt'"
+ "def load(filepath):\n",
+ " with open(filepath) as f:\n",
+ " return f.read()"
]
},
{
@@ -130,8 +132,7 @@
"metadata": {},
"outputs": [],
"source": [
- "with open(filepath) as f:\n",
- " content = f.read()"
+ "arques = load('data/volume01-4083.txt')"
]
},
{
@@ -155,7 +156,7 @@
}
],
"source": [
- "print(content)"
+ "print(arques)"
]
},
{
@@ -512,14 +513,14 @@
"5 FRONTIGNAN, (Géog.) petite ville de France. au... "
]
},
- "execution_count": 11,
+ "execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"frontignan = data_artfl.loc[data_artfl['head'] == 'FRONTIGNAN']\n",
- "frontignan "
+ "frontignan"
]
},
{
@@ -890,7 +891,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "* On utilise la variable `content` qui contient le texte chargé précédemment à partir du fichier"
+ "* On utilise la variable `arques` qui contient le texte chargé précédemment à partir du fichier"
]
},
{
@@ -907,7 +908,7 @@
}
],
"source": [
- "print(content)"
+ "print(arques)"
]
},
{
@@ -923,14 +924,25 @@
"metadata": {},
"outputs": [],
"source": [
- "doc = stanza_parser(content)"
+ "arques_stanza = stanza_parser(arques)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "* Afficher la liste des entités nommées repérées :"
+ "* Afficher la liste des entités nommées repérées. Avec Stanza, le résultat de l'analyse est un itérateur:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 0,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def show_ents(stanza_output):\n",
+ " for ent in stanza_output.ents:\n",
+ " print(ent.text, ent.type)"
]
},
{
@@ -951,8 +963,7 @@
}
],
"source": [
- "for ent in doc.ents:\n",
- " print(ent.text, ent.type)"
+ "show_ents(arques_stanza)"
]
},
{
@@ -1029,14 +1040,14 @@
"metadata": {},
"outputs": [],
"source": [
- "doc = spacy_parser(content)"
+ "arques_spacy = spacy_parser(arques)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "* Afficher la liste des entités nommées repérées :"
+ "* Afficher la liste des entités nommées repérées. Les sorties de SpaCy sont dans un format similaire à celui de Stanza mais les étiquettes sont portées par l'attribut `label_` et pas `type`:"
]
},
{
@@ -1060,7 +1071,7 @@
}
],
"source": [
- "for ent in doc.ents:\n",
+ "for ent in arques_spacy.ents:\n",
" print(ent.text, ent.label_)"
]
},
@@ -1068,7 +1079,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "* Afficher de manière graphique les entités nommées avec `displaCy` :"
+ "* Mais SpaCy fournit également une fonction pour effectuer un rendu plus graphique des annotations avec `displaCy` :"
]
},
{
@@ -1130,7 +1141,7 @@
}
],
"source": [
- "displacy.render(doc, style=\"ent\", jupyter=True) "
+ "displacy.render(arques_spacy, style=\"ent\", jupyter=True) "
]
},
{
@@ -1169,7 +1180,7 @@
"metadata": {},
"outputs": [],
"source": [
- "doc = geoparser(content)"
+ "arques_perdido = geoparser(arques)"
]
},
{
@@ -1198,7 +1209,7 @@
}
],
"source": [
- "for ent in doc.named_entities:\n",
+ "for ent in arques_perdido.named_entities:\n",
" print(ent.text, ent.tag)"
]
},
@@ -1206,7 +1217,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "* Afficher de manière graphique les entités nommées avec `displaCy` :"
+ "* Afficher de manière graphique les entités nommées avec `displaCy` grâce à la méthode de conversion `to_spacy_doc`:"
]
},
{
@@ -1258,14 +1269,14 @@
}
],
"source": [
- "displacy.render(doc.to_spacy_doc(), style=\"ent\", jupyter=True)"
+ "displacy.render(arques_perdido.to_spacy_doc(), style=\"ent\", jupyter=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "* Afficher de manière graphique les entités nommées étendues avec `displaCy` :"
+ "* Un rendu similaire mais qui permet de visualiser les inclusions (`style=\"ent\"` -> `style=\"span\"`) :"
]
},
{
@@ -1612,7 +1623,7 @@
}
],
"source": [
- "displacy.render(doc.to_spacy_doc(), style=\"span\", jupyter=True)"
+ "displacy.render(arques_perdido.to_spacy_doc(), style=\"span\", jupyter=True)"
]
},
{
@@ -1637,11 +1648,9 @@
}
],
"source": [
- "filepath = 'data/volume02-1365.txt'\n",
- "with open(filepath) as f:\n",
- " beaufort_article = f.read()\n",
+ "beaufort = load('data/volume02-1365.txt')\n",
"\n",
- "print(beaufort_article)"
+ "print(beaufort)"
]
},
{
@@ -1949,9 +1958,9 @@
}
],
"source": [
- "doc = geoparser(beaufort_article)\n",
- "displacy.render(doc.to_spacy_doc(), style=\"ent\", jupyter=True)\n",
- "displacy.render(doc.to_spacy_doc(), style=\"span\", jupyter=True)"
+ "beaufort_perdido = geoparser(beaufort)\n",
+ "displacy.render(beaufort_perdido.to_spacy_doc(), style=\"ent\", jupyter=True)\n",
+ "displacy.render(beaufort_perdido.to_spacy_doc(), style=\"span\", jupyter=True)"
]
},
{
@@ -2000,14 +2009,16 @@
}
],
"source": [
- "doc = spacy_parser(beaufort_article)\n",
- "displacy.render(doc, style=\"ent\", jupyter=True) "
+ "beaufort_spacy = spacy_parser(beaufort)\n",
+ "displacy.render(beaufort_spacy, style=\"ent\", jupyter=True) "
]
},
{
"cell_type": "markdown",
"metadata": {},
- "source": []
+ "source": [
+ "La largeur de ligne du texte brut, due à la largeur de la colonne dans l'œuvre originale, semble avoir été conservée. Essayons de «lisser» ces caractéristiques pour voir s'il est possible d'améliorer la reconnaissance."
+ ]
},
{
"cell_type": "code",
@@ -2058,15 +2069,17 @@
}
],
"source": [
- "beaufort_norm = beaufort_article.replace('\\n', '')\n",
- "doc = spacy_parser(beaufort_norm)\n",
- "displacy.render(doc, style=\"ent\", jupyter=True) "
+ "normalized_beaufort = beaufort.replace('\\n', '')\n",
+ "normalized_beaufort_spacy = spacy_parser(normalized_beaufort)\n",
+ "displacy.render(normalized_beaufort_spacy, style=\"ent\", jupyter=True) "
]
},
{
"cell_type": "markdown",
"metadata": {},
- "source": []
+ "source": [
+ "Apparemment ça n'améliore rien, mais il manque encore l'accent à «rivière»."
+ ]
},
{
"cell_type": "code",
@@ -2117,16 +2130,25 @@
}
],
"source": [
- "beaufort_norm = beaufort_norm.replace('riviere', 'rivière')\n",
- "doc = spacy_parser(beaufort_norm)\n",
- "displacy.render(doc, style=\"ent\", jupyter=True) "
+ "normalized_beaufort = normalized_beaufort.replace('riviere', 'rivière')\n",
+ "normalized_beaufort_spacy = spacy_parser(normalized_beaufort)\n",
+ "displacy.render(normalized_beaufort_spacy, style=\"ent\", jupyter=True) "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Cette fois l'entité étendue incluant le nom commun «rivière» a été reconnu par SpaCy, qui a pu ainsi corriger le type de l'entité nommée et se rendre compte que l'Oron était un endroit et pas une personne.\n",
+ "\n",
+ "Essayons maintenant avec Stanza."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "* Stanza"
+ "- Stanza"
]
},
{
@@ -2139,258 +2161,686 @@
"output_type": "stream",
"text": [
"Beaufort LOC\n",
+ "Géog LOC\n",
"Savoie LOC\n",
"Oron LOC\n"
]
}
],
"source": [
- "doc = stanza_parser(beaufort_article)\n",
- "for ent in doc.ents:\n",
- " print(ent.text, ent.type)"
+ "beaufort_stanza = stanza_parser(beaufort)\n",
+ "show_ents(beaufort_stanza)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "## 6. Geoparsing / Geocoding\n",
+ "Stanza a directement repéré que l'Oron était un lieu mais veut, comme SpaCy, annoter «Géog» qui ne devrait pas l'être.\n",
"\n",
- "En complément de la tâche de reconnaissance des entités nommées la librairie `Perdido` propose également celle de résolution des toponymes, on parle alors de *Geoparsing*. Cette tâche consiste a associer à un nom de lieu des coordonnées géographiques non ambigus. De manière classique elle s'appuie sur le repérage des entités spatiales identifées lors de la reconnaissance des entités nommées et fait appel à des ressources externes de type *gazetier* (ou dictionnaires topographique) pour localiser les lieux."
+ "Regardons maintenant ce que l'on dit sur la même ville de Beaufort un peu plus d'un siècle plus tard, fin XIXème siecle, dans [La Grande Encyclopédie](https://www.collexpersee.eu/projet/disco-lge/) (LGE)."
]
},
{
- "cell_type": "markdown",
+ "cell_type": "code",
+ "execution_count": null,
"metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "BEAUFORT ou Beaufort-sur-Doron ou Saint-Maxime-\n",
+ "de-Bf.aufort. Ch.-l. de cant. du dép. de la Savoie, arr.\n",
+ "d’Albertville, au débouché de trois vallées dont les tor¬\n",
+ "rents forment le Doron de Beaufort ; 2,393 hab. Les\n",
+ "superbes pâturages de la vallée nourrissent de nombreux\n",
+ "troupeaux ; il se fait à Beaufort un commerce important de\n",
+ "fromages et de bestiaux. Un assez grand nombre d’habi¬\n",
+ "tants quittent le pays pendant l’hiver. De l’ancien château\n",
+ "de la Salle qu’Henri IV habita à deux reprises pendant la\n",
+ "guerre qu’il soutint contre le duc de Savoie, il subsiste\n",
+ "trois tours. Ancienne chapelle, reconstruite en 1841,\n",
+ "qui est le but d’un pèlerinage très fréquenté.\n",
+ "\n"
+ ]
+ }
+ ],
"source": [
- "### 6.1 Perdido Geoparser"
+ "lge_beaufort = load('data/beaufort.txt')\n",
+ "print(lge_beaufort)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "* On re-execute Perdido sur l'exemple de l'article `ARQUES`"
+ "Cette fois l'article est un peu plus long et comporte des césures de lignes importantes, définissons donc une fonction pour recoller les morceaux:"
]
},
{
"cell_type": "code",
- "execution_count": 40,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
- "content = \"* ARQUES, (Géog.) petite ville de France, en Normandie, au pays de Caux, sur la petite riviere d'Arques. Long. 18. 50. lat. 49. 54.\"\n",
- "doc = geoparser(content)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "* En plus de pouvoir afficher la liste des entités nommées comme nous l'avons fait précédemmment, nous pouvons directement afficher la carte des lieux localisés"
+ "def join_lines(s):\n",
+ " return s.replace('¬\\n', '').replace('-\\n', '').replace('\\n', ' ')"
]
},
{
"cell_type": "code",
- "execution_count": 41,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">* \n",
- "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
- " ARQUES\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",
- " , ( Géog . ) petite ville de \n",
- "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
- " France\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",
- " , en \n",
- "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
- " Normandie\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",
- " , au pays de \n",
- "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
- " Caux\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",
- " , sur la petite riviere d' \n",
- "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
- " Arques\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: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
- " Long . 18 . 50 . lat . 49 . 54 .\n",
- " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">MISC</span>\n",
- "</mark>\n",
- " </div></span>"
- ],
- "text/plain": [
- "<IPython.core.display.HTML object>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
- "displacy.render(doc.to_spacy_doc(), style=\"ent\", jupyter=True)"
+ "lge_beaufort_perdido = geoparser(join_lines(lge_beaufort))"
]
},
{
"cell_type": "code",
- "execution_count": 42,
+ "execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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- "<head> \n",
- " <meta http-equiv="content-type" content="text/html; charset=UTF-8" />\n",
+ "<span class=\"tex2jax_ignore\"><div class=\"spans\" style=\"line-height: 2.5; direction: ltr\">\n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
+ " BEAUFORT\n",
" \n",
- " <script>\n",
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+ "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
" \n",
- " <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>\n",
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- " <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css"/>\n",
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- " <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>\n",
- " <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>\n",
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- " <link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css"/>\n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ " <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
+ " LOC\n",
+ " </span>\n",
+ "</span>\n",
+ "\n",
+ "\n",
+ "</span>\n",
+ "ou \n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
+ " Beaufort-sur-Doron\n",
" \n",
- " <meta name="viewport" content="width=device-width,\n",
- " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n",
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- " position: relative;\n",
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- " height: 100.0%;\n",
- " left: 0.0%;\n",
- " top: 0.0%;\n",
- " }\n",
- " </style>\n",
- " \n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
" \n",
- " <style>\n",
- " .foliumtooltip {\n",
- " \n",
- " }\n",
- " .foliumtooltip table{\n",
- " margin: auto;\n",
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- " .foliumtooltip tr{\n",
- " text-align: left;\n",
- " }\n",
- " .foliumtooltip th{\n",
- " padding: 2px; padding-right: 8px;\n",
- " }\n",
- " </style>\n",
- " \n",
- "</head>\n",
- "<body> \n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ " <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
+ " LOC\n",
+ " </span>\n",
+ "</span>\n",
+ "\n",
+ "\n",
+ "</span>\n",
+ "ou \n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
+ " Saint-Maxime-\n",
" \n",
- " <div class="folium-map" id="map_6dbf584961a53874bc9d540badef0612" ></div>\n",
- " \n",
- "</body>\n",
- "<script> \n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
" \n",
- " var map_6dbf584961a53874bc9d540badef0612 = L.map(\n",
- " "map_6dbf584961a53874bc9d540badef0612",\n",
- " {\n",
- " center: [0, 0],\n",
- " crs: L.CRS.EPSG3857,\n",
- " zoom: 1,\n",
- " zoomControl: true,\n",
- " preferCanvas: false,\n",
- " }\n",
- " );\n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ " <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
+ " LOC\n",
+ " </span>\n",
+ "</span>\n",
"\n",
- " \n",
"\n",
- " \n",
+ "</span>\n",
+ "de-Bf.aufort . \n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
+ " Ch.-l\n",
" \n",
- " var tile_layer_2f85a522000c17f5b0d7c28778e46700 = L.tileLayer(\n",
- " "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",\n",
- " {"attribution": "Data by \\u0026copy; \\u003ca href=\\"http://openstreetmap.org\\"\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\"http://www.openstreetmap.org/copyright\\"\\u003eODbL\\u003c/a\\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n",
- " ).addTo(map_6dbf584961a53874bc9d540badef0612);\n",
- " \n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
" \n",
- " map_6dbf584961a53874bc9d540badef0612.fitBounds(\n",
- " [[43.509654, 0.313853], [50.739664, 3.363576]],\n",
- " {}\n",
- " );\n",
- " \n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ " <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
+ " LOC\n",
+ " </span>\n",
+ "</span>\n",
+ "\n",
+ "\n",
+ "</span>\n",
+ ". de cant . du dép . de la \n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
+ " Savoie\n",
" \n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
"\n",
- " function geo_json_281df9179c3992231a899246639ff237_onEachFeature(feature, layer) {\n",
- " layer.on({\n",
- " });\n",
- " };\n",
- " var geo_json_281df9179c3992231a899246639ff237 = L.geoJson(null, {\n",
- " onEachFeature: geo_json_281df9179c3992231a899246639ff237_onEachFeature,\n",
- " \n",
- " });\n",
+ " \n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ " <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
+ " LOC\n",
+ " </span>\n",
+ "</span>\n",
"\n",
- " function geo_json_281df9179c3992231a899246639ff237_add (data) {\n",
- " geo_json_281df9179c3992231a899246639ff237\n",
- " .addData(data)\n",
- " .addTo(map_6dbf584961a53874bc9d540badef0612);\n",
- " }\n",
- " geo_json_281df9179c3992231a899246639ff237_add({"features": [{"geometry": {"coordinates": [2.306207, 50.739664], "type": "Point"}, "properties": {"country": "France", "id": "en.3", "name": "ARQUES", "source": "nominatim", "sourceName": "Arques, Saint-Omer, Pas-de-Calais, Hauts-de-France, France m\\u00e9tropolitaine, 62510, France", "type": "administrative"}, "type": "Feature"}, {"geometry": {"coordinates": [1.888334, 46.603354], "type": "Point"}, "properties": {"country": "France", "id": "en.7", "name": "France", "source": "nominatim", "sourceName": "France", "type": "administrative"}, "type": "Feature"}, {"geometry": {"coordinates": [0.313853, 49.067771], "type": "Point"}, "properties": {"country": "France", "id": "en.9", "name": "Normandie", "source": "nominatim", "sourceName": "Normandie, France m\\u00e9tropolitaine, France", "type": "administrative"}, "type": "Feature"}, {"geometry": {"coordinates": [3.363576, 43.509654], "type": "Point"}, "properties": {"country": "France", "id": "en.13", "name": "Caux", "source": "nominatim", "sourceName": "Caux, B\\u00e9ziers, H\\u00e9rault, Occitanie, France m\\u00e9tropolitaine, 34720, France", "type": "administrative"}, "type": "Feature"}, {"geometry": {"coordinates": [2.306207, 50.739664], "type": "Point"}, "properties": {"country": "France", "id": "en.17", "name": "Arques", "source": "nominatim", "sourceName": "Arques, Saint-Omer, Pas-de-Calais, Hauts-de-France, France m\\u00e9tropolitaine, 62510, France", "type": "administrative"}, "type": "Feature"}], "type": "FeatureCollection"});\n",
"\n",
- " \n",
+ "</span>\n",
+ ", arr . d' \n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
+ " Albertville\n",
" \n",
- " geo_json_281df9179c3992231a899246639ff237.bindTooltip(\n",
- " function(layer){\n",
- " let div = L.DomUtil.create('div');\n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
" \n",
- " let handleObject = feature=>typeof(feature)=='object' ? JSON.stringify(feature) : feature;\n",
- " let fields = ["name", "source"];\n",
- " let aliases = ["name", "source"];\n",
- " let table = '<table>' +\n",
- " String(\n",
- " fields.map(\n",
- " (v,i)=>\n",
- " `<tr>\n",
- " <th>${aliases[i].toLocaleString()}</th>\n",
- " \n",
- " <td>${handleObject(layer.feature.properties[v]).toLocaleString()}</td>\n",
- " </tr>`).join(''))\n",
- " +'</table>';\n",
- " div.innerHTML=table;\n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ " <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
+ " LOC\n",
+ " </span>\n",
+ "</span>\n",
+ "\n",
+ "\n",
+ "</span>\n",
+ ", au débouché de trois vallées dont les torrents forment le \n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
+ " Doron\n",
" \n",
- " return div\n",
- " }\n",
- " ,{"className": "foliumtooltip", "sticky": true});\n",
- " \n",
- "</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
- ],
- "text/plain": [
- "<folium.folium.Map at 0x1393fac40>"
- ]
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
+ " \n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ " <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
+ " LOC\n",
+ " </span>\n",
+ "</span>\n",
+ "\n",
+ "\n",
+ "</span>\n",
+ "\n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
+ " de\n",
+ " \n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
+ " \n",
+ "</span>\n",
+ "\n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
+ " Beaufort\n",
+ " \n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
+ " \n",
+ "</span>\n",
+ "; 2,393 hab . Les superbes pâturages de la vallée nourrissent de nombreux troupeaux ; il se fait à \n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
+ " Beaufort\n",
+ " \n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
+ " \n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ " <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
+ " LOC\n",
+ " </span>\n",
+ "</span>\n",
+ "\n",
+ "\n",
+ "</span>\n",
+ "un commerce important de fromages et de bestiaux . Un assez grand nombre d' habitants quittent le pays pendant l' hiver . De l' \n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
+ " ancien\n",
+ " \n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
+ " \n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ " <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
+ " LOC\n",
+ " </span>\n",
+ "</span>\n",
+ "\n",
+ "\n",
+ "</span>\n",
+ "\n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
+ " château\n",
+ " \n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
+ " \n",
+ "</span>\n",
+ "\n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
+ " de\n",
+ " \n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
+ " \n",
+ "</span>\n",
+ "\n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
+ " la\n",
+ " \n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
+ " \n",
+ "</span>\n",
+ "\n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 77px;\">\n",
+ " Salle\n",
+ " \n",
+ "<span style=\"background: #ff9561; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
+ "<span style=\"background: #ff9561; top: 57px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
+ " \n",
+ "<span style=\"background: #ff9561; top: 57px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ " <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
+ " LOC\n",
+ " </span>\n",
+ "</span>\n",
+ "\n",
+ "\n",
+ "</span>\n",
+ "qu' \n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
+ " Henri\n",
+ " \n",
+ "<span style=\"background: #aa9cfc; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
+ " \n",
+ "<span style=\"background: #aa9cfc; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ " <span style=\"background: #aa9cfc; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
+ " PERSON\n",
+ " </span>\n",
+ "</span>\n",
+ "\n",
+ "\n",
+ "</span>\n",
+ "\n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
+ " IV\n",
+ " \n",
+ "<span style=\"background: #aa9cfc; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
+ " \n",
+ "</span>\n",
+ "habita à deux reprises pendant la guerre qu' il soutint contre \n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
+ " le\n",
+ " \n",
+ "<span style=\"background: #aa9cfc; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
+ " \n",
+ "<span style=\"background: #aa9cfc; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ " <span style=\"background: #aa9cfc; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
+ " PERSON\n",
+ " </span>\n",
+ "</span>\n",
+ "\n",
+ "\n",
+ "</span>\n",
+ "\n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
+ " duc\n",
+ " \n",
+ "<span style=\"background: #aa9cfc; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
+ " \n",
+ "</span>\n",
+ "\n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
+ " de\n",
+ " \n",
+ "<span style=\"background: #aa9cfc; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
+ " \n",
+ "</span>\n",
+ "\n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 77px;\">\n",
+ " Savoie\n",
+ " \n",
+ "<span style=\"background: #aa9cfc; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
+ "<span style=\"background: #ff9561; top: 57px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
+ " \n",
+ "<span style=\"background: #ff9561; top: 57px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ " <span style=\"background: #ff9561; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
+ " LOC\n",
+ " </span>\n",
+ "</span>\n",
+ "\n",
+ "\n",
+ "</span>\n",
+ ", il subsiste trois tours . Ancienne chapelle , reconstruite \n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
+ " en\n",
+ " \n",
+ "<span style=\"background: #bfe1d9; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
+ " \n",
+ "<span style=\"background: #bfe1d9; top: 40px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ " <span style=\"background: #bfe1d9; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
+ " DATE\n",
+ " </span>\n",
+ "</span>\n",
+ "\n",
+ "\n",
+ "</span>\n",
+ "\n",
+ "<span style=\"font-weight: bold; display: inline-block; position: relative; height: 60px;\">\n",
+ " 1841\n",
+ " \n",
+ "<span style=\"background: #bfe1d9; top: 40px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
+ "</span>\n",
+ "\n",
+ " \n",
+ "</span>\n",
+ ", qui est le but d' un pèlerinage très fréquenté . </div></span>"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "displacy.render(lge_beaufort_perdido.to_spacy_doc(), style=\"span\", jupyter=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 140,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "lge_beaufort_spacy = spacy_parser(join_lines(lge_beaufort))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">\n",
+ "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " BEAUFORT\n",
+ " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">MISC</span>\n",
+ "</mark>\n",
+ " ou \n",
+ "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " Beaufort-sur-Doron\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",
+ " ou Saint-Maximede-Bf.aufort. Ch.-l. de cant. du dép. de la \n",
+ "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " Savoie\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",
+ ", arr. \n",
+ "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " d’Albertville\n",
+ " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PER</span>\n",
+ "</mark>\n",
+ ", au débouché de trois vallées dont les torrents forment le \n",
+ "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " Doron de Beaufort\n",
+ " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
+ "</mark>\n",
+ " ; 2,393 hab. Les superbes pâturages de la vallée nourrissent de nombreux troupeaux ; il se fait à \n",
+ "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " Beaufort\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",
+ " un commerce important de fromages et de bestiaux. Un assez grand nombre d’habitants quittent le pays pendant l’hiver. De l’ancien \n",
+ "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " château de la Salle\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",
+ " qu’Henri IV habita à deux reprises pendant la guerre qu’il soutint contre le \n",
+ "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " duc de Savoie\n",
+ " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PER</span>\n",
+ "</mark>\n",
+ ", il subsiste trois tours. Ancienne chapelle, reconstruite en 1841, qui est le but d’un pèlerinage très fréquenté. </div></span>"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
},
- "execution_count": 42,
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "displacy.render(lge_beaufort_spacy, style=\"ent\", jupyter=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 144,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "BEAUFORT LOC\n",
+ "Beaufort-sur-Doron LOC\n",
+ "Saint-Maxime-\n",
+ "de-Bf.aufort PER\n",
+ "Savoie LOC\n",
+ "Albertville LOC\n",
+ "Doron de Beaufort LOC\n",
+ "Beaufort LOC\n",
+ "château\n",
+ "de la Salle LOC\n",
+ "Henri IV PER\n",
+ "duc de Savoie PER\n"
+ ]
+ }
+ ],
+ "source": [
+ "lge_beaufort_stanza = stanza_parser(lge_beaufort)\n",
+ "show_ents(lge_beaufort_stanza)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "L'analyse prend plus de temps avec Stanza mais les résultats ont l'air un peu plus précis sur cet exemple. Il y a également une meilleure couverture: Henri IV et 1841 sont annotés, comme avec Perdido, jusqu'à Saint-Maxime-de-Bf.aufort qui a été identifié malgré l'erreur d'OCR, bien que mal classé."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 6. Geoparsing / Geocoding\n",
+ "\n",
+ "En complément de la tâche de reconnaissance des entités nommées la librairie `Perdido` propose également celle de résolution des toponymes, on parle alors de *Geoparsing*. Cette tâche consiste a associer à un nom de lieu des coordonnées géographiques non ambigus. De manière classique elle s'appuie sur le repérage des entités spatiales identifées lors de la reconnaissance des entités nommées et fait appel à des ressources externes de type *gazetier* (ou dictionnaires topographique) pour localiser les lieux."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 6.1 Perdido Geoparser"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "* Revenons à l'article `ARQUES`"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "* ARQUES, (Géog.) petite ville de France, en Normandie, au pays de Caux, sur la petite riviere d'Arques. Long. 18. 50. lat. 49. 54.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">* \n",
+ "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " ARQUES\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",
+ " , ( Géog . ) petite ville de \n",
+ "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " France\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",
+ " , en \n",
+ "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " Normandie\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",
+ " , au pays de \n",
+ "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " Caux\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",
+ " , sur la petite riviere d' \n",
+ "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " Arques\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: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " Long . 18 . 50 . lat . 49 . 54 .\n",
+ " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">MISC</span>\n",
+ "</mark>\n",
+ " </div></span>"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "print(arques)\n",
+ "displacy.render(arques_perdido.to_spacy_doc(), style=\"ent\", jupyter=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "* En plus de pouvoir afficher la liste des entités nommées comme nous l'avons fait précédemmment, nous pouvons directement afficher la carte des lieux localisés"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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        function geo_json_3c80e8a0fda64e918c692490bd59d164_onEachFeature(feature, layer) {
            layer.on({
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                onEachFeature: geo_json_3c80e8a0fda64e918c692490bd59d164_onEachFeature,
            
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                .addTo(map_b1d23253d3804704aa48d1f4b9d81260);
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    geo_json_3c80e8a0fda64e918c692490bd59d164.bindTooltip(
    function(layer){
    let div = L.DomUtil.create('div');
    
    let handleObject = feature=>typeof(feature)=='object' ? JSON.stringify(feature) : feature;
    let fields = ["name", "source"];
    let aliases = ["name", "source"];
    let table = '<table>' +
        String(
        fields.map(
        (v,i)=>
        `<tr>
            <th>${aliases[i].toLocaleString()}</th>
            
            <td>${handleObject(layer.feature.properties[v]).toLocaleString()}</td>
        </tr>`).join(''))
    +'</table>';
    div.innerHTML=table;
    
    return div
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
+ ],
+ "text/plain": [
+ "<folium.folium.Map at 0x7f2cfcda8bb0>"
+ ]
+ },
+ "execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# afficher la carte des lieux localisés\n",
- "doc.get_folium_map()"
+ "arques_perdido.get_folium_map()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">* \n",
+ "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " ARQUES\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",
+ " , ( Géog . ) petite ville de \n",
+ "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " France\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",
+ " , en \n",
+ "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " Normandie\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",
+ " , au pays de \n",
+ "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " Caux\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",
+ " , sur la petite riviere d' \n",
+ "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " Arques\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: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+ " Long . 18 . 50 . lat . 49 . 54 .\n",
+ " <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">MISC</span>\n",
+ "</mark>\n",
+ " </div></span>"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "displacy.render(doc.to_spacy_doc(), style=\"ent\", jupyter=True)"
]
},
{
diff --git a/data/beaufort.txt b/data/beaufort.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ea15483f6fef8a1e3cd0ad027c490f3993c68c01
--- /dev/null
+++ b/data/beaufort.txt
@@ -0,0 +1,12 @@
+BEAUFORT ou Beaufort-sur-Doron ou Saint-Maxime-
+de-Bf.aufort. Ch.-l. de cant. du dép. de la Savoie, arr.
+d’Albertville, au débouché de trois vallées dont les tor¬
+rents forment le Doron de Beaufort ; 2,393 hab. Les
+superbes pâturages de la vallée nourrissent de nombreux
+troupeaux ; il se fait à Beaufort un commerce important de
+fromages et de bestiaux. Un assez grand nombre d’habi¬
+tants quittent le pays pendant l’hiver. De l’ancien château
+de la Salle qu’Henri IV habita à deux reprises pendant la
+guerre qu’il soutint contre le duc de Savoie, il subsiste
+trois tours. Ancienne chapelle, reconstruite en 1841,
+qui est le but d’un pèlerinage très fréquenté.