From c9c63843a955d5b411e5cfe46d41779c76ac9f13 Mon Sep 17 00:00:00 2001
From: cboulanger <info@bibliograph.org>
Date: Sat, 9 Mar 2024 11:27:29 +0100
Subject: [PATCH] Fix wikipedia query
---
wikidata/query-wikidata.ipynb | 188 +++++++++++++++++++++-------------
wikidata/scholars.csv | 37 +++----
2 files changed, 136 insertions(+), 89 deletions(-)
diff --git a/wikidata/query-wikidata.ipynb b/wikidata/query-wikidata.ipynb
index 62233c8..56e087a 100644
--- a/wikidata/query-wikidata.ipynb
+++ b/wikidata/query-wikidata.ipynb
@@ -2,19 +2,20 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 45,
+ "execution_count": 51,
"id": "initial_id",
"metadata": {
"collapsed": true,
"ExecuteTime": {
- "end_time": "2024-03-06T15:11:09.869085700Z",
- "start_time": "2024-03-06T15:11:09.839951600Z"
+ "end_time": "2024-03-09T10:11:18.347072Z",
+ "start_time": "2024-03-09T10:11:18.344958Z"
}
},
"outputs": [],
"source": [
+ "import os.path\n",
+ "import textwrap\n",
"import requests\n",
- "import pandas as pd\n",
"\n",
"def generate_sparql_query(fullName, property_labels_to_ids, language='en'):\n",
" \"\"\"\n",
@@ -29,72 +30,133 @@
" propSelection = \"\"\n",
" for label, pid in property_labels_to_ids.items():\n",
" if label.endswith(\"_id\") or label.startswith(\"image\"):\n",
- " propSelection += f\"OPTIONAL {{ ?item wdt:{pid} ?{label}. }}\"\n",
+ " propSelection += f\"\"\"\n",
+ " OPTIONAL {{ ?item wdt:{pid} ?{label}. }}\"\"\"\n",
" elif label.startswith(\"date\"): \n",
" # Dates, fetched directly but need special handling for formatting if desired\n",
- " propSelection += f\"OPTIONAL {{ ?item wdt:{pid} ?{label}. }}\" \n",
+ " propSelection += f\"\"\"\n",
+ " OPTIONAL {{ ?item wdt:{pid} ?{label}. }}\"\"\"\n",
" else:\n",
- " propSelection += f\"\"\"OPTIONAL {{ ?item wdt:{pid} ?{label}Id .\n",
- " ?{label}Id rdfs:label ?{label} FILTER(LANG(?{label}) = \"{language}\") .\n",
- " SERVICE wikibase:label {{ bd:serviceParam wikibase:language \"{language}\". }} }}\"\"\"\n",
- "\n",
- " # Include English and German Wikipedia URLs\n",
- " wikipediaURLs = \"\"\"\n",
- " OPTIONAL { ?article schema:about ?item; schema:inLanguage \"en\"; schema:isPartOf <https://en.wikipedia.org/>. BIND(CONCAT(STR(?article)) AS ?englishWikipedia) }\n",
- " OPTIONAL { ?article schema:about ?item; schema:inLanguage \"de\"; schema:isPartOf <https://de.wikipedia.org/>. BIND(CONCAT(STR(?article)) AS ?germanWikipedia) }\n",
- " \"\"\"\n",
+ " propSelection += f\"\"\"\n",
+ " OPTIONAL {{ ?item wdt:{pid} ?{label}Id .\n",
+ " ?{label}Id rdfs:label ?{label} FILTER(LANG(?{label}) = \"{language}\") .\n",
+ " SERVICE wikibase:label {{ bd:serviceParam wikibase:language \"{language}\". }} }}\"\"\"\n",
"\n",
- " query = f\"\"\"\n",
- " SELECT DISTINCT ?itemLabel {\"\".join([f\"(SAMPLE(?{label}) AS ?{label})\" for label in property_labels_to_ids])} ?englishWikipedia ?germanWikipedia WHERE {{\n",
- " ?item wdt:P31 wd:Q5; rdfs:label \"{fullName}\"@{language}.\n",
- " {propSelection}\n",
- " {wikipediaURLs}\n",
+ " query = textwrap.dedent(f\"\"\"\n",
+ " SELECT DISTINCT ?item ?itemLabel {\"\".join([f\"(SAMPLE(?{label}) AS ?{label})\" for label in property_labels_to_ids])}\n",
+ " WHERE {{\n",
+ " ?item wdt:P31 wd:Q5; rdfs:label \"{fullName}\"@{language}.\n",
+ " {textwrap.dedent(propSelection)}\n",
" }}\n",
- " GROUP BY ?itemLabel ?englishWikipedia ?germanWikipedia\n",
- " \"\"\"\n",
+ " GROUP BY ?item ?itemLabel \n",
+ " \"\"\")\n",
" return query\n",
"\n",
"def construct_image_url(filename):\n",
" return f\"https://commons.wikimedia.org/wiki/Special:FilePath/{requests.utils.quote(filename)}\"\n",
"\n",
"\n",
- "def query_wikidata(fullName, property_labels_to_ids, language='en'):\n",
+ "def get_wikipedia_links(qid, languages):\n",
+ " \"\"\"\n",
+ " Fetch Wikipedia links for a given Wikidata QID and a list of languages.\n",
+ "\n",
+ " Parameters:\n",
+ " - qid (str): The QID of the Wikidata item.\n",
+ " - languages (list): A list of language codes (e.g., ['en', 'de']).\n",
+ "\n",
+ " Returns:\n",
+ " - dict: A dictionary with languages as keys and Wikipedia URLs as values.\n",
+ " \"\"\"\n",
+ " url = \"https://www.wikidata.org/w/api.php\"\n",
+ " params = {\n",
+ " \"action\": \"wbgetentities\",\n",
+ " \"ids\": qid,\n",
+ " \"props\": \"sitelinks\",\n",
+ " \"format\": \"json\"\n",
+ " }\n",
+ "\n",
+ " response = requests.get(url, params=params)\n",
+ " data = response.json()\n",
+ "\n",
+ " links = {}\n",
+ " if \"entities\" in data and qid in data[\"entities\"]:\n",
+ " sitelinks = data[\"entities\"][qid].get(\"sitelinks\", {})\n",
+ " for lang in languages:\n",
+ " sitekey = f\"{lang}wiki\"\n",
+ " if sitekey in sitelinks:\n",
+ " links[lang] = sitelinks[sitekey][\"url\"]\n",
+ " else:\n",
+ " links[lang] = None # Or use '' to represent absence of link\n",
+ "\n",
+ " return links\n",
+ "\n",
+ "\n",
+ "def query_wikidata(fullName, property_map, language='en'):\n",
" SPARQL_ENDPOINT = \"https://query.wikidata.org/sparql\"\n",
- " query = generate_sparql_query(fullName, property_labels_to_ids, language)\n",
+ " query = generate_sparql_query(fullName, property_map, language)\n",
" headers = {'User-Agent': 'Mozilla/5.0', 'Accept': 'application/json'}\n",
" response = requests.get(SPARQL_ENDPOINT, headers=headers, params={'query': query, 'format': 'json'})\n",
"\n",
- " if response.status_code == 200:\n",
- " results = response.json()['results']['bindings']\n",
- " data = {'fullName': fullName} # Initialize with fullName to ensure it appears first\n",
- " if results:\n",
- " for label in property_labels_to_ids:\n",
- " if f\"{label}\" in results[0]:\n",
- " value = results[0][f\"{label}\"]['value']\n",
- " #if label.startswith(\"image\"):\n",
- " # value = construct_image_url(value)\n",
- " data[label] = value\n",
- " else:\n",
- " data[label] = None\n",
- " return data\n",
- " return None\n",
+ " if response.status_code != 200:\n",
+ " response.raise_for_status()\n",
+ " \n",
+ " results = response.json()['results']['bindings']\n",
+ " \n",
+ " if not results:\n",
+ " return None\n",
+ " \n",
+ " # Initialize with fullName to ensure it appears first\n",
+ " data = {\n",
+ " 'fullName': fullName\n",
+ " }\n",
+ " \n",
+ " # use first result\n",
+ " result = results[0]\n",
+ " \n",
+ " # iterate over fields\n",
+ " for label in property_map:\n",
+ " if label in result:\n",
+ " value = result[label]['value']\n",
+ " data[label] = value\n",
+ " else:\n",
+ " data[label] = None\n",
+ " \n",
+ " # add item URI\n",
+ " data['item'] = os.path.basename(result['item']['value'])\n",
+ " \n",
+ " return data\n",
+ "\n",
"\n",
- "def properties_to_dataframe(names, property_labels_to_ids, language='en'):\n",
+ "def get_person_info_from_wikidata(names, property_map, language='en'):\n",
" all_data = []\n",
" for fullName in names:\n",
- " data = query_wikidata(fullName, property_labels_to_ids, language)\n",
+ " data = query_wikidata(fullName, property_map, language)\n",
" if data:\n",
" all_data.append(data)\n",
" if all_data:\n",
" # Ensure fullName appears first by reordering columns based on property_labels_to_ids keys\n",
- " columns_order = ['fullName'] + list(property_labels_to_ids.keys())\n",
+ " columns_order = ['fullName', 'item'] + list(property_map.keys())\n",
" df = pd.DataFrame(all_data, columns=columns_order)\n",
" else:\n",
- " df = pd.DataFrame(columns=['fullName'] + list(property_labels_to_ids.keys()))\n",
- " return df\n",
- "\n",
- "\n",
- "\n",
+ " df = pd.DataFrame(columns=['fullName'] + list(property_map.keys()))\n",
+ " return df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": " fullName item sexOrGender \\\n0 Hans Kelsen Q84165 male \n1 Hugo Sinzheimer Q86043 male \n2 Karl Renner Q11726 male \n3 Ernst Fraenkel Q86812 male \n4 Franz Leopold Neumann Q112562068 male \n5 Otto Kahn-Freund Q121832 male \n6 Otto Kirchheimer Q214397 male \n7 Ludwig Bendix Q28053205 male \n8 Arthur Nussbaum Q103088 male \n9 Theodor Geiger Q96410 male \n10 Erhard Blankenburg Q51595283 male \n11 Wolfgang Kaupen Q93221485 male \n12 Rüdiger Lautmann Q91074 male \n13 Thilo Ramm Q59533838 male \n14 Rudolf Wiethölter Q1512482 male \n15 Niklas Luhmann Q85691627 None \n16 Gunther Teubner Q98304 male \n17 Volkmar Gessner Q15435946 male \n\n image \\\n0 http://commons.wikimedia.org/wiki/Special:File... \n1 http://commons.wikimedia.org/wiki/Special:File... \n2 http://commons.wikimedia.org/wiki/Special:File... \n3 None \n4 None \n5 http://commons.wikimedia.org/wiki/Special:File... \n6 None \n7 None \n8 http://commons.wikimedia.org/wiki/Special:File... \n9 None \n10 http://commons.wikimedia.org/wiki/Special:File... \n11 None \n12 http://commons.wikimedia.org/wiki/Special:File... \n13 None \n14 None \n15 None \n16 http://commons.wikimedia.org/wiki/Special:File... \n17 http://commons.wikimedia.org/wiki/Special:File... \n\n countryOfCitizenship givenName familyName dateOfBirth \\\n0 Cisleithania Hans Kelsen 1881-10-11T00:00:00Z \n1 Germany Hugo Sinzheimer 1875-04-12T00:00:00Z \n2 Cisleithania Karl Renner 1870-12-14T00:00:00Z \n3 Germany Ernst Fraenkel 1898-12-26T00:00:00Z \n4 None Leopold Neumann None \n5 Germany Otto None 1900-11-17T00:00:00Z \n6 Germany Otto Kirchheimer 1905-11-11T00:00:00Z \n7 None Ludwig Bendix 1857-10-28T00:00:00Z \n8 United States of America Arthur Nussbaum 1877-01-31T00:00:00Z \n9 Germany Theodor Geiger 1891-11-09T00:00:00Z \n10 Germany Erhard Blankenburg 1938-10-30T00:00:00Z \n11 None Wolfgang None 1936-01-01T00:00:00Z \n12 Germany Rüdiger None 1935-12-22T00:00:00Z \n13 Germany Thilo Ramm 1925-04-04T00:00:00Z \n14 Germany Rudolf None 1929-07-17T00:00:00Z \n15 None None None None \n16 Germany Gunther Teubner 1944-04-30T00:00:00Z \n17 Germany Volkmar Gessner 1937-10-09T00:00:00Z \n\n dateOfDeath occupation fieldOfWork \\\n0 1973-04-19T00:00:00Z judge international law \n1 1945-09-16T00:00:00Z lawyer None \n2 1950-12-31T00:00:00Z lawyer politics \n3 1975-03-28T00:00:00Z lawyer None \n4 None printer publishing \n5 1979-08-16T00:00:00Z judge None \n6 1965-11-22T00:00:00Z jurist None \n7 1923-09-28T00:00:00Z university teacher None \n8 1964-11-22T00:00:00Z lawyer law \n9 1952-06-16T00:00:00Z university teacher None \n10 2018-03-28T00:00:00Z sociology of law sociology of law \n11 1981-01-01T00:00:00Z sociologist sociology of law \n12 None author sociology of law \n13 2018-06-17T00:00:00Z writer None \n14 None jurist None \n15 None researcher None \n16 None jurist None \n17 2014-11-08T00:00:00Z judge comparative law \n\n employer viaf_id \\\n0 Charles University 31998356 \n1 Goethe University Frankfurt 27864307 \n2 Austrian Federal Government 61669459 \n3 Free University Berlin 27108403 \n4 None 637163874508945722514 \n5 University of Oxford 76317591 \n6 Office of Strategic Services 32042801 \n7 None 88720482 \n8 Columbia University 5180962 \n9 Technical University of Braunschweig 56667946 \n10 Free University of Amsterdam 64109592 \n11 None 32919813 \n12 University of Bremen 24732961 \n13 FernUniversität in Hagen 9924244 \n14 Goethe University Frankfurt 106974404 \n15 None None \n16 Goethe University Frankfurt 108364502 \n17 University of Bremen 69100039 \n\n isni_id gnd_id \n0 0000000121266076 118561219 \n1 0000000109619641 118614711 \n2 0000000121358165 118599739 \n3 0000000110230959 118534602 \n4 None None \n5 0000000109168959 118559362 \n6 0000000081110244 118562371 \n7 0000000061811334 1023309920 \n8 0000000120988288 117071676 \n9 0000000109038951 118538187 \n10 0000000110676109 115459235 \n11 0000000035495614 124045405 \n12 000000011469331X 120502208 \n13 0000000108689541 116327391 \n14 0000000116961365 1034437860 \n15 None None \n16 0000000109312017 119443562 \n17 0000000109127065 170469328 ",
+ "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>fullName</th>\n <th>item</th>\n <th>sexOrGender</th>\n <th>image</th>\n <th>countryOfCitizenship</th>\n <th>givenName</th>\n <th>familyName</th>\n <th>dateOfBirth</th>\n <th>dateOfDeath</th>\n <th>occupation</th>\n <th>fieldOfWork</th>\n <th>employer</th>\n <th>viaf_id</th>\n <th>isni_id</th>\n <th>gnd_id</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>Hans Kelsen</td>\n <td>Q84165</td>\n <td>male</td>\n <td>http://commons.wikimedia.org/wiki/Special:File...</td>\n <td>Cisleithania</td>\n <td>Hans</td>\n <td>Kelsen</td>\n <td>1881-10-11T00:00:00Z</td>\n <td>1973-04-19T00:00:00Z</td>\n <td>judge</td>\n <td>international law</td>\n <td>Charles University</td>\n <td>31998356</td>\n <td>0000000121266076</td>\n <td>118561219</td>\n </tr>\n <tr>\n <th>1</th>\n <td>Hugo Sinzheimer</td>\n <td>Q86043</td>\n <td>male</td>\n <td>http://commons.wikimedia.org/wiki/Special:File...</td>\n <td>Germany</td>\n <td>Hugo</td>\n <td>Sinzheimer</td>\n <td>1875-04-12T00:00:00Z</td>\n <td>1945-09-16T00:00:00Z</td>\n <td>lawyer</td>\n <td>None</td>\n <td>Goethe University Frankfurt</td>\n <td>27864307</td>\n <td>0000000109619641</td>\n <td>118614711</td>\n </tr>\n <tr>\n <th>2</th>\n <td>Karl Renner</td>\n <td>Q11726</td>\n <td>male</td>\n <td>http://commons.wikimedia.org/wiki/Special:File...</td>\n <td>Cisleithania</td>\n <td>Karl</td>\n <td>Renner</td>\n <td>1870-12-14T00:00:00Z</td>\n <td>1950-12-31T00:00:00Z</td>\n <td>lawyer</td>\n <td>politics</td>\n <td>Austrian Federal Government</td>\n <td>61669459</td>\n <td>0000000121358165</td>\n <td>118599739</td>\n </tr>\n <tr>\n <th>3</th>\n <td>Ernst Fraenkel</td>\n <td>Q86812</td>\n <td>male</td>\n <td>None</td>\n <td>Germany</td>\n <td>Ernst</td>\n <td>Fraenkel</td>\n <td>1898-12-26T00:00:00Z</td>\n <td>1975-03-28T00:00:00Z</td>\n <td>lawyer</td>\n <td>None</td>\n <td>Free University Berlin</td>\n <td>27108403</td>\n <td>0000000110230959</td>\n <td>118534602</td>\n </tr>\n <tr>\n <th>4</th>\n <td>Franz Leopold Neumann</td>\n <td>Q112562068</td>\n <td>male</td>\n <td>None</td>\n <td>None</td>\n <td>Leopold</td>\n <td>Neumann</td>\n <td>None</td>\n <td>None</td>\n <td>printer</td>\n <td>publishing</td>\n <td>None</td>\n <td>637163874508945722514</td>\n <td>None</td>\n <td>None</td>\n </tr>\n <tr>\n <th>5</th>\n <td>Otto Kahn-Freund</td>\n <td>Q121832</td>\n <td>male</td>\n <td>http://commons.wikimedia.org/wiki/Special:File...</td>\n <td>Germany</td>\n <td>Otto</td>\n <td>None</td>\n <td>1900-11-17T00:00:00Z</td>\n <td>1979-08-16T00:00:00Z</td>\n <td>judge</td>\n <td>None</td>\n <td>University of Oxford</td>\n <td>76317591</td>\n <td>0000000109168959</td>\n <td>118559362</td>\n </tr>\n <tr>\n <th>6</th>\n <td>Otto Kirchheimer</td>\n <td>Q214397</td>\n <td>male</td>\n <td>None</td>\n <td>Germany</td>\n <td>Otto</td>\n <td>Kirchheimer</td>\n <td>1905-11-11T00:00:00Z</td>\n <td>1965-11-22T00:00:00Z</td>\n <td>jurist</td>\n <td>None</td>\n <td>Office of Strategic Services</td>\n <td>32042801</td>\n <td>0000000081110244</td>\n <td>118562371</td>\n </tr>\n <tr>\n <th>7</th>\n <td>Ludwig Bendix</td>\n <td>Q28053205</td>\n <td>male</td>\n <td>None</td>\n <td>None</td>\n <td>Ludwig</td>\n <td>Bendix</td>\n <td>1857-10-28T00:00:00Z</td>\n <td>1923-09-28T00:00:00Z</td>\n <td>university teacher</td>\n <td>None</td>\n <td>None</td>\n <td>88720482</td>\n <td>0000000061811334</td>\n <td>1023309920</td>\n </tr>\n <tr>\n <th>8</th>\n <td>Arthur Nussbaum</td>\n <td>Q103088</td>\n <td>male</td>\n <td>http://commons.wikimedia.org/wiki/Special:File...</td>\n <td>United States of America</td>\n <td>Arthur</td>\n <td>Nussbaum</td>\n <td>1877-01-31T00:00:00Z</td>\n <td>1964-11-22T00:00:00Z</td>\n <td>lawyer</td>\n <td>law</td>\n <td>Columbia University</td>\n <td>5180962</td>\n <td>0000000120988288</td>\n <td>117071676</td>\n </tr>\n <tr>\n <th>9</th>\n <td>Theodor Geiger</td>\n <td>Q96410</td>\n <td>male</td>\n <td>None</td>\n <td>Germany</td>\n <td>Theodor</td>\n <td>Geiger</td>\n <td>1891-11-09T00:00:00Z</td>\n <td>1952-06-16T00:00:00Z</td>\n <td>university teacher</td>\n <td>None</td>\n <td>Technical University of Braunschweig</td>\n <td>56667946</td>\n <td>0000000109038951</td>\n <td>118538187</td>\n </tr>\n <tr>\n <th>10</th>\n <td>Erhard Blankenburg</td>\n <td>Q51595283</td>\n <td>male</td>\n <td>http://commons.wikimedia.org/wiki/Special:File...</td>\n <td>Germany</td>\n <td>Erhard</td>\n <td>Blankenburg</td>\n <td>1938-10-30T00:00:00Z</td>\n <td>2018-03-28T00:00:00Z</td>\n <td>sociology of law</td>\n <td>sociology of law</td>\n <td>Free University of Amsterdam</td>\n <td>64109592</td>\n <td>0000000110676109</td>\n <td>115459235</td>\n </tr>\n <tr>\n <th>11</th>\n <td>Wolfgang Kaupen</td>\n <td>Q93221485</td>\n <td>male</td>\n <td>None</td>\n <td>None</td>\n <td>Wolfgang</td>\n <td>None</td>\n <td>1936-01-01T00:00:00Z</td>\n <td>1981-01-01T00:00:00Z</td>\n <td>sociologist</td>\n <td>sociology of law</td>\n <td>None</td>\n <td>32919813</td>\n <td>0000000035495614</td>\n <td>124045405</td>\n </tr>\n <tr>\n <th>12</th>\n <td>Rüdiger Lautmann</td>\n <td>Q91074</td>\n <td>male</td>\n <td>http://commons.wikimedia.org/wiki/Special:File...</td>\n <td>Germany</td>\n <td>Rüdiger</td>\n <td>None</td>\n <td>1935-12-22T00:00:00Z</td>\n <td>None</td>\n <td>author</td>\n <td>sociology of law</td>\n <td>University of Bremen</td>\n <td>24732961</td>\n <td>000000011469331X</td>\n <td>120502208</td>\n </tr>\n <tr>\n <th>13</th>\n <td>Thilo Ramm</td>\n <td>Q59533838</td>\n <td>male</td>\n <td>None</td>\n <td>Germany</td>\n <td>Thilo</td>\n <td>Ramm</td>\n <td>1925-04-04T00:00:00Z</td>\n <td>2018-06-17T00:00:00Z</td>\n <td>writer</td>\n <td>None</td>\n <td>FernUniversität in Hagen</td>\n <td>9924244</td>\n <td>0000000108689541</td>\n <td>116327391</td>\n </tr>\n <tr>\n <th>14</th>\n <td>Rudolf Wiethölter</td>\n <td>Q1512482</td>\n <td>male</td>\n <td>None</td>\n <td>Germany</td>\n <td>Rudolf</td>\n <td>None</td>\n <td>1929-07-17T00:00:00Z</td>\n <td>None</td>\n <td>jurist</td>\n <td>None</td>\n <td>Goethe University Frankfurt</td>\n <td>106974404</td>\n <td>0000000116961365</td>\n <td>1034437860</td>\n </tr>\n <tr>\n <th>15</th>\n <td>Niklas Luhmann</td>\n <td>Q85691627</td>\n <td>None</td>\n <td>None</td>\n <td>None</td>\n <td>None</td>\n <td>None</td>\n <td>None</td>\n <td>None</td>\n <td>researcher</td>\n <td>None</td>\n <td>None</td>\n <td>None</td>\n <td>None</td>\n <td>None</td>\n </tr>\n <tr>\n <th>16</th>\n <td>Gunther Teubner</td>\n <td>Q98304</td>\n <td>male</td>\n <td>http://commons.wikimedia.org/wiki/Special:File...</td>\n <td>Germany</td>\n <td>Gunther</td>\n <td>Teubner</td>\n <td>1944-04-30T00:00:00Z</td>\n <td>None</td>\n <td>jurist</td>\n <td>None</td>\n <td>Goethe University Frankfurt</td>\n <td>108364502</td>\n <td>0000000109312017</td>\n <td>119443562</td>\n </tr>\n <tr>\n <th>17</th>\n <td>Volkmar Gessner</td>\n <td>Q15435946</td>\n <td>male</td>\n <td>http://commons.wikimedia.org/wiki/Special:File...</td>\n <td>Germany</td>\n <td>Volkmar</td>\n <td>Gessner</td>\n <td>1937-10-09T00:00:00Z</td>\n <td>2014-11-08T00:00:00Z</td>\n <td>judge</td>\n <td>comparative law</td>\n <td>University of Bremen</td>\n <td>69100039</td>\n <td>0000000109127065</td>\n <td>170469328</td>\n </tr>\n </tbody>\n</table>\n</div>"
+ },
+ "execution_count": 52,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
"# Now calling the updated function with the 'language' parameter\n",
"property_labels_to_ids = {\n",
" 'sexOrGender': 'P21',\n",
@@ -111,24 +173,7 @@
" 'isni_id': 'P213',\n",
" 'gnd_id': 'P227'\n",
"}\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 46,
- "outputs": [
- {
- "data": {
- "text/plain": " fullName sexOrGender \\\n0 Hans Kelsen male \n1 Hugo Sinzheimer male \n2 Karl Renner male \n3 Ernst Fraenkel male \n4 Franz Leopold Neumann male \n5 Otto Kahn-Freund male \n6 Otto Kirchheimer male \n7 Ludwig Bendix male \n8 Arthur Nussbaum male \n9 Theodor Geiger male \n10 Erhard Blankenburg male \n11 Wolfgang Kaupen male \n12 Rüdiger Lautmann male \n13 Thilo Ramm male \n14 Rudolf Wiethölter male \n15 Niklas Luhmann male \n16 Gunther Teubner male \n\n image \\\n0 http://commons.wikimedia.org/wiki/Special:File... \n1 http://commons.wikimedia.org/wiki/Special:File... \n2 http://commons.wikimedia.org/wiki/Special:File... \n3 None \n4 None \n5 http://commons.wikimedia.org/wiki/Special:File... \n6 None \n7 None \n8 http://commons.wikimedia.org/wiki/Special:File... \n9 None \n10 http://commons.wikimedia.org/wiki/Special:File... \n11 None \n12 http://commons.wikimedia.org/wiki/Special:File... \n13 None \n14 None \n15 http://commons.wikimedia.org/wiki/Special:File... \n16 http://commons.wikimedia.org/wiki/Special:File... \n\n countryOfCitizenship givenName familyName dateOfBirth \\\n0 Czechoslovakia Hans Kelsen 1881-10-11T00:00:00Z \n1 Germany Hugo Sinzheimer 1875-04-12T00:00:00Z \n2 First Republic of Austria Karl Renner 1870-12-14T00:00:00Z \n3 Germany Ernst Fraenkel 1891-04-05T00:00:00Z \n4 None Leopold Neumann None \n5 Germany Otto None 1900-11-17T00:00:00Z \n6 Germany Otto Kirchheimer 1905-11-11T00:00:00Z \n7 Germany Ludwig Bendix 1877-06-28T00:00:00Z \n8 Germany Arthur Nussbaum 1877-01-31T00:00:00Z \n9 Germany Theodor Geiger 1891-11-09T00:00:00Z \n10 Germany Erhard Blankenburg 1938-10-30T00:00:00Z \n11 None Wolfgang None 1936-01-01T00:00:00Z \n12 Germany Rüdiger None 1935-12-22T00:00:00Z \n13 Germany Thilo Ramm 1925-04-04T00:00:00Z \n14 Germany Rudolf None 1929-07-17T00:00:00Z \n15 Germany Niklas Luhmann 1927-12-08T00:00:00Z \n16 Germany Gunther Teubner 1944-04-30T00:00:00Z \n\n dateOfDeath occupation fieldOfWork \\\n0 1973-04-19T00:00:00Z lawyer law \n1 1945-09-16T00:00:00Z lawyer None \n2 1950-12-31T00:00:00Z lawyer politics \n3 1971-08-18T00:00:00Z university teacher None \n4 None printer publishing \n5 1979-08-16T00:00:00Z judge None \n6 1965-11-22T00:00:00Z jurist None \n7 1954-01-03T00:00:00Z lawyer None \n8 1964-11-22T00:00:00Z lawyer international law \n9 1952-06-16T00:00:00Z sociologist None \n10 2018-03-28T00:00:00Z sociology of law sociology of law \n11 1981-01-01T00:00:00Z sociologist sociology of law \n12 None author sociology of law \n13 2018-06-17T00:00:00Z writer None \n14 None jurist None \n15 1998-11-06T00:00:00Z lawyer sociology of law \n16 None jurist None \n\n employer viaf_id \\\n0 Charles University 31998356 \n1 University of Amsterdam 27864307 \n2 Austrian Federal Government 61669459 \n3 Goethe University Frankfurt 50078162 \n4 None 637163874508945722514 \n5 University of Oxford 76317591 \n6 Office of Strategic Services 32042801 \n7 None 74647579 \n8 Frederick William University Berlin 5180962 \n9 Technical University of Braunschweig 56667946 \n10 Free University of Amsterdam 64109592 \n11 None 32919813 \n12 University of Bremen 24732961 \n13 University of Freiburg 9924244 \n14 Goethe University Frankfurt 106974404 \n15 Bielefeld University 29546145 \n16 Goethe University Frankfurt 108364502 \n\n isni_id gnd_id \n0 0000000121266076 118561219 \n1 0000000109619641 118614711 \n2 0000000121358165 118599739 \n3 None 121259854 \n4 None None \n5 0000000109168959 118559362 \n6 0000000081110244 118562371 \n7 0000000081553379 118702033 \n8 0000000120988288 117071676 \n9 0000000109038951 118538187 \n10 0000000110676109 115459235 \n11 0000000035495614 124045405 \n12 000000011469331X 120502208 \n13 0000000108689541 116327391 \n14 0000000116961365 1034437860 \n15 0000000122778532 118575147 \n16 0000000109312017 119443562 ",
- "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>fullName</th>\n <th>sexOrGender</th>\n <th>image</th>\n <th>countryOfCitizenship</th>\n <th>givenName</th>\n <th>familyName</th>\n <th>dateOfBirth</th>\n <th>dateOfDeath</th>\n <th>occupation</th>\n <th>fieldOfWork</th>\n <th>employer</th>\n <th>viaf_id</th>\n <th>isni_id</th>\n <th>gnd_id</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>Hans Kelsen</td>\n <td>male</td>\n <td>http://commons.wikimedia.org/wiki/Special:File...</td>\n <td>Czechoslovakia</td>\n <td>Hans</td>\n <td>Kelsen</td>\n <td>1881-10-11T00:00:00Z</td>\n <td>1973-04-19T00:00:00Z</td>\n <td>lawyer</td>\n <td>law</td>\n <td>Charles University</td>\n <td>31998356</td>\n <td>0000000121266076</td>\n <td>118561219</td>\n </tr>\n <tr>\n <th>1</th>\n <td>Hugo Sinzheimer</td>\n <td>male</td>\n <td>http://commons.wikimedia.org/wiki/Special:File...</td>\n <td>Germany</td>\n <td>Hugo</td>\n <td>Sinzheimer</td>\n <td>1875-04-12T00:00:00Z</td>\n <td>1945-09-16T00:00:00Z</td>\n <td>lawyer</td>\n <td>None</td>\n <td>University of Amsterdam</td>\n <td>27864307</td>\n <td>0000000109619641</td>\n <td>118614711</td>\n </tr>\n <tr>\n <th>2</th>\n <td>Karl Renner</td>\n <td>male</td>\n <td>http://commons.wikimedia.org/wiki/Special:File...</td>\n <td>First Republic of Austria</td>\n <td>Karl</td>\n <td>Renner</td>\n <td>1870-12-14T00:00:00Z</td>\n <td>1950-12-31T00:00:00Z</td>\n <td>lawyer</td>\n <td>politics</td>\n <td>Austrian Federal Government</td>\n <td>61669459</td>\n <td>0000000121358165</td>\n <td>118599739</td>\n </tr>\n <tr>\n <th>3</th>\n <td>Ernst Fraenkel</td>\n <td>male</td>\n <td>None</td>\n <td>Germany</td>\n <td>Ernst</td>\n <td>Fraenkel</td>\n <td>1891-04-05T00:00:00Z</td>\n <td>1971-08-18T00:00:00Z</td>\n <td>university teacher</td>\n <td>None</td>\n <td>Goethe University Frankfurt</td>\n <td>50078162</td>\n <td>None</td>\n <td>121259854</td>\n </tr>\n <tr>\n <th>4</th>\n <td>Franz Leopold Neumann</td>\n <td>male</td>\n <td>None</td>\n <td>None</td>\n <td>Leopold</td>\n <td>Neumann</td>\n <td>None</td>\n <td>None</td>\n <td>printer</td>\n <td>publishing</td>\n <td>None</td>\n <td>637163874508945722514</td>\n <td>None</td>\n <td>None</td>\n </tr>\n <tr>\n <th>5</th>\n <td>Otto Kahn-Freund</td>\n <td>male</td>\n <td>http://commons.wikimedia.org/wiki/Special:File...</td>\n <td>Germany</td>\n <td>Otto</td>\n <td>None</td>\n <td>1900-11-17T00:00:00Z</td>\n <td>1979-08-16T00:00:00Z</td>\n <td>judge</td>\n <td>None</td>\n <td>University of Oxford</td>\n <td>76317591</td>\n <td>0000000109168959</td>\n <td>118559362</td>\n </tr>\n <tr>\n <th>6</th>\n <td>Otto Kirchheimer</td>\n <td>male</td>\n <td>None</td>\n <td>Germany</td>\n <td>Otto</td>\n <td>Kirchheimer</td>\n <td>1905-11-11T00:00:00Z</td>\n <td>1965-11-22T00:00:00Z</td>\n <td>jurist</td>\n <td>None</td>\n <td>Office of Strategic Services</td>\n <td>32042801</td>\n <td>0000000081110244</td>\n <td>118562371</td>\n </tr>\n <tr>\n <th>7</th>\n <td>Ludwig Bendix</td>\n <td>male</td>\n <td>None</td>\n <td>Germany</td>\n <td>Ludwig</td>\n <td>Bendix</td>\n <td>1877-06-28T00:00:00Z</td>\n <td>1954-01-03T00:00:00Z</td>\n <td>lawyer</td>\n <td>None</td>\n <td>None</td>\n <td>74647579</td>\n <td>0000000081553379</td>\n <td>118702033</td>\n </tr>\n <tr>\n <th>8</th>\n <td>Arthur Nussbaum</td>\n <td>male</td>\n <td>http://commons.wikimedia.org/wiki/Special:File...</td>\n <td>Germany</td>\n <td>Arthur</td>\n <td>Nussbaum</td>\n <td>1877-01-31T00:00:00Z</td>\n <td>1964-11-22T00:00:00Z</td>\n <td>lawyer</td>\n <td>international law</td>\n <td>Frederick William University Berlin</td>\n <td>5180962</td>\n <td>0000000120988288</td>\n <td>117071676</td>\n </tr>\n <tr>\n <th>9</th>\n <td>Theodor Geiger</td>\n <td>male</td>\n <td>None</td>\n <td>Germany</td>\n <td>Theodor</td>\n <td>Geiger</td>\n <td>1891-11-09T00:00:00Z</td>\n <td>1952-06-16T00:00:00Z</td>\n <td>sociologist</td>\n <td>None</td>\n <td>Technical University of Braunschweig</td>\n <td>56667946</td>\n <td>0000000109038951</td>\n <td>118538187</td>\n </tr>\n <tr>\n <th>10</th>\n <td>Erhard Blankenburg</td>\n <td>male</td>\n <td>http://commons.wikimedia.org/wiki/Special:File...</td>\n <td>Germany</td>\n <td>Erhard</td>\n <td>Blankenburg</td>\n <td>1938-10-30T00:00:00Z</td>\n <td>2018-03-28T00:00:00Z</td>\n <td>sociology of law</td>\n <td>sociology of law</td>\n <td>Free University of Amsterdam</td>\n <td>64109592</td>\n <td>0000000110676109</td>\n <td>115459235</td>\n </tr>\n <tr>\n <th>11</th>\n <td>Wolfgang Kaupen</td>\n <td>male</td>\n <td>None</td>\n <td>None</td>\n <td>Wolfgang</td>\n <td>None</td>\n <td>1936-01-01T00:00:00Z</td>\n <td>1981-01-01T00:00:00Z</td>\n <td>sociologist</td>\n <td>sociology of law</td>\n <td>None</td>\n <td>32919813</td>\n <td>0000000035495614</td>\n <td>124045405</td>\n </tr>\n <tr>\n <th>12</th>\n <td>Rüdiger Lautmann</td>\n <td>male</td>\n <td>http://commons.wikimedia.org/wiki/Special:File...</td>\n <td>Germany</td>\n <td>Rüdiger</td>\n <td>None</td>\n <td>1935-12-22T00:00:00Z</td>\n <td>None</td>\n <td>author</td>\n <td>sociology of law</td>\n <td>University of Bremen</td>\n <td>24732961</td>\n <td>000000011469331X</td>\n <td>120502208</td>\n </tr>\n <tr>\n <th>13</th>\n <td>Thilo Ramm</td>\n <td>male</td>\n <td>None</td>\n <td>Germany</td>\n <td>Thilo</td>\n <td>Ramm</td>\n <td>1925-04-04T00:00:00Z</td>\n <td>2018-06-17T00:00:00Z</td>\n <td>writer</td>\n <td>None</td>\n <td>University of Freiburg</td>\n <td>9924244</td>\n <td>0000000108689541</td>\n <td>116327391</td>\n </tr>\n <tr>\n <th>14</th>\n <td>Rudolf Wiethölter</td>\n <td>male</td>\n <td>None</td>\n <td>Germany</td>\n <td>Rudolf</td>\n <td>None</td>\n <td>1929-07-17T00:00:00Z</td>\n <td>None</td>\n <td>jurist</td>\n <td>None</td>\n <td>Goethe University Frankfurt</td>\n <td>106974404</td>\n <td>0000000116961365</td>\n <td>1034437860</td>\n </tr>\n <tr>\n <th>15</th>\n <td>Niklas Luhmann</td>\n <td>male</td>\n <td>http://commons.wikimedia.org/wiki/Special:File...</td>\n <td>Germany</td>\n <td>Niklas</td>\n <td>Luhmann</td>\n <td>1927-12-08T00:00:00Z</td>\n <td>1998-11-06T00:00:00Z</td>\n <td>lawyer</td>\n <td>sociology of law</td>\n <td>Bielefeld University</td>\n <td>29546145</td>\n <td>0000000122778532</td>\n <td>118575147</td>\n </tr>\n <tr>\n <th>16</th>\n <td>Gunther Teubner</td>\n <td>male</td>\n <td>http://commons.wikimedia.org/wiki/Special:File...</td>\n <td>Germany</td>\n <td>Gunther</td>\n <td>Teubner</td>\n <td>1944-04-30T00:00:00Z</td>\n <td>None</td>\n <td>jurist</td>\n <td>None</td>\n <td>Goethe University Frankfurt</td>\n <td>108364502</td>\n <td>0000000109312017</td>\n <td>119443562</td>\n </tr>\n </tbody>\n</table>\n</div>"
- },
- "execution_count": 46,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
+ "\n",
"scholars = [\n",
" \"Hans Kelsen\",\n",
" \"Hugo Sinzheimer\",\n",
@@ -147,23 +192,24 @@
" \"Thilo Ramm\",\n",
" \"Rudolf Wiethölter\",\n",
" \"Niklas Luhmann\",\n",
- " \"Gunther Teubner\"\n",
+ " \"Gunther Teubner\",\n",
+ " \"Volkmar Gessner\"\n",
"]\n",
- "df = properties_to_dataframe(scholars, property_labels_to_ids)\n",
+ "df = get_person_info_from_wikidata(scholars, property_labels_to_ids)\n",
"df"
],
"metadata": {
"collapsed": false,
"ExecuteTime": {
- "end_time": "2024-03-06T15:12:10.067883900Z",
- "start_time": "2024-03-06T15:11:19.392537400Z"
+ "end_time": "2024-03-09T10:11:30.848444Z",
+ "start_time": "2024-03-09T10:11:21.164049Z"
}
},
"id": "19ddabbda261cc90"
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 53,
"outputs": [],
"source": [
"df.to_csv(\"scholars.csv\", index=False)"
@@ -171,8 +217,8 @@
"metadata": {
"collapsed": false,
"ExecuteTime": {
- "end_time": "2024-03-06T14:15:14.273567900Z",
- "start_time": "2024-03-06T14:15:14.251976300Z"
+ "end_time": "2024-03-09T10:18:05.956146Z",
+ "start_time": "2024-03-09T10:18:05.917596Z"
}
},
"id": "c6c0cc347c8788d0"
diff --git a/wikidata/scholars.csv b/wikidata/scholars.csv
index 2e733be..8b6a4ba 100644
--- a/wikidata/scholars.csv
+++ b/wikidata/scholars.csv
@@ -1,18 +1,19 @@
-fullName,sexOrGender,image,countryOfCitizenship,givenName,familyName,dateOfBirth,dateOfDeath,occupation,fieldOfWork,employer,viaf_id,isni_id,gnd_id
-Hans Kelsen,male,https://commons.wikimedia.org/wiki/Special:FilePath/http%3A//commons.wikimedia.org/wiki/Special%3AFilePath/Hans%2520Kelsen%2520%25281881%25E2%2580%25931973%2529%2520~1930%2520%25C2%25A9%2520Georg%2520Fayer%2520%25281892%25E2%2580%25931950%2529%2520OeNB%25208026867.jpg,Cisleithania,Hans,Kelsen,1881-10-11T00:00:00Z,1973-04-19T00:00:00Z,judge,international law,Charles University,31998356,0000000121266076,118561219
-Hugo Sinzheimer,male,https://commons.wikimedia.org/wiki/Special:FilePath/http%3A//commons.wikimedia.org/wiki/Special%3AFilePath/Hugo%2520Sinzheimer.jpg,Germany,Hugo,Sinzheimer,1875-04-12T00:00:00Z,1945-09-16T00:00:00Z,lawyer,,University of Amsterdam,27864307,0000000109619641,118614711
-Karl Renner,male,https://commons.wikimedia.org/wiki/Special:FilePath/http%3A//commons.wikimedia.org/wiki/Special%3AFilePath/Karl-renner-hn.jpg,Germany,Karl,Renner,1833-05-13T00:00:00Z,1913-09-22T00:00:00Z,merchant,politics,Austrian Federal Government,171170593,0000000054940875,1012296458
-Ernst Fraenkel,male,,Germany,Ernst,Fraenkel,1891-04-05T00:00:00Z,1971-08-18T00:00:00Z,economic historian,Baltic,Goethe University Frankfurt,50078162,0000000081027854,121259854
-Franz Leopold Neumann,male,,German Empire,Leopold,Neumann,1900-05-23T00:00:00Z,1954-09-02T00:00:00Z,lawyer,publishing,Office of Strategic Services,15561879,0000000109564943,118587293
-Otto Kahn-Freund,male,https://commons.wikimedia.org/wiki/Special:FilePath/http%3A//commons.wikimedia.org/wiki/Special%3AFilePath/Sir%2520Otto%2520Kahn-Freund%252C%2520c1950.jpg,Germany,Otto,,1900-11-17T00:00:00Z,1979-08-16T00:00:00Z,judge,,University of Oxford,76317591,0000000109168959,118559362
-Otto Kirchheimer,male,,United States of America,Otto,Kirchheimer,1905-11-11T00:00:00Z,1965-11-22T00:00:00Z,jurist,,Office of Strategic Services,32042801,0000000081110244,118562371
-Ludwig Bendix,male,,Germany,Ludwig,Bendix,1877-06-28T00:00:00Z,1954-01-03T00:00:00Z,lawyer,,,74647579,0000000081553379,118702033
-Arthur Nussbaum,male,https://commons.wikimedia.org/wiki/Special:FilePath/http%3A//commons.wikimedia.org/wiki/Special%3AFilePath/Arthur%2520Nussbaum.jpg,Germany,Arthur,Nussbaum,1877-01-31T00:00:00Z,1964-11-22T00:00:00Z,lawyer,international law,Columbia University,5180962,0000000120988288,117071676
-Theodor Geiger,male,,Denmark,Theodor,Geiger,1891-11-09T00:00:00Z,1952-06-16T00:00:00Z,university teacher,,Technical University of Braunschweig,56667946,0000000109038951,118538187
-Erhard Blankenburg,male,https://commons.wikimedia.org/wiki/Special:FilePath/http%3A//commons.wikimedia.org/wiki/Special%3AFilePath/Erhard%2520Blankenburg.jpg,Germany,Erhard,Blankenburg,1938-10-30T00:00:00Z,2018-03-28T00:00:00Z,sociology of law,sociology of law,Free University of Amsterdam,64109592,0000000110676109,115459235
-Wolfgang Kaupen,male,,,Wolfgang,,1936-01-01T00:00:00Z,1981-01-01T00:00:00Z,sociologist,sociology of law,,32919813,0000000035495614,124045405
-Rüdiger Lautmann,male,https://commons.wikimedia.org/wiki/Special:FilePath/http%3A//commons.wikimedia.org/wiki/Special%3AFilePath/Lautmann%25202012.jpg,Germany,Rüdiger,,1935-12-22T00:00:00Z,,sociologist,sociology of law,University of Bremen,24732961,000000011469331X,120502208
-Thilo Ramm,male,,Germany,Thilo,Ramm,1925-04-04T00:00:00Z,2018-06-17T00:00:00Z,writer,,FernUniversität in Hagen,9924244,0000000108689541,116327391
-Rudolf Wiethölter,male,,Germany,Rudolf,,1929-07-17T00:00:00Z,,jurist,,Goethe University Frankfurt,106974404,0000000116961365,1034437860
-Niklas Luhmann,male,https://commons.wikimedia.org/wiki/Special:FilePath/http%3A//commons.wikimedia.org/wiki/Special%3AFilePath/HSGH%2520022-000941%2520Niklas%2520Luhmann%2520%2528cropped%2529.png,Germany,Niklas,Luhmann,1927-12-08T00:00:00Z,1998-11-06T00:00:00Z,researcher,sociology of law,TU Wien,29546145,0000000122778532,118575147
-Gunther Teubner,male,https://commons.wikimedia.org/wiki/Special:FilePath/http%3A//commons.wikimedia.org/wiki/Special%3AFilePath/Gunther%2520Teubner%2520%25282017%2529.jpg,Germany,Gunther,Teubner,1944-04-30T00:00:00Z,,sociologist,,Goethe University Frankfurt,108364502,0000000109312017,119443562
+fullName,item,sexOrGender,image,countryOfCitizenship,givenName,familyName,dateOfBirth,dateOfDeath,occupation,fieldOfWork,employer,viaf_id,isni_id,gnd_id
+Hans Kelsen,Q84165,male,http://commons.wikimedia.org/wiki/Special:FilePath/Hans%20Kelsen%20%281881%E2%80%931973%29%20~1930%20%C2%A9%20Georg%20Fayer%20%281892%E2%80%931950%29%20OeNB%208026867.jpg,Cisleithania,Hans,Kelsen,1881-10-11T00:00:00Z,1973-04-19T00:00:00Z,judge,international law,Charles University,31998356,0000000121266076,118561219
+Hugo Sinzheimer,Q86043,male,http://commons.wikimedia.org/wiki/Special:FilePath/Hugo%20Sinzheimer.jpg,Germany,Hugo,Sinzheimer,1875-04-12T00:00:00Z,1945-09-16T00:00:00Z,lawyer,,Goethe University Frankfurt,27864307,0000000109619641,118614711
+Karl Renner,Q11726,male,http://commons.wikimedia.org/wiki/Special:FilePath/Karl%20Renner%201905.jpg,Cisleithania,Karl,Renner,1870-12-14T00:00:00Z,1950-12-31T00:00:00Z,lawyer,politics,Austrian Federal Government,61669459,0000000121358165,118599739
+Ernst Fraenkel,Q86812,male,,Germany,Ernst,Fraenkel,1898-12-26T00:00:00Z,1975-03-28T00:00:00Z,lawyer,,Free University Berlin,27108403,0000000110230959,118534602
+Franz Leopold Neumann,Q112562068,male,,,Leopold,Neumann,,,printer,publishing,,637163874508945722514,,
+Otto Kahn-Freund,Q121832,male,http://commons.wikimedia.org/wiki/Special:FilePath/Sir%20Otto%20Kahn-Freund%2C%20c1950.jpg,Germany,Otto,,1900-11-17T00:00:00Z,1979-08-16T00:00:00Z,judge,,University of Oxford,76317591,0000000109168959,118559362
+Otto Kirchheimer,Q214397,male,,Germany,Otto,Kirchheimer,1905-11-11T00:00:00Z,1965-11-22T00:00:00Z,jurist,,Office of Strategic Services,32042801,0000000081110244,118562371
+Ludwig Bendix,Q28053205,male,,,Ludwig,Bendix,1857-10-28T00:00:00Z,1923-09-28T00:00:00Z,university teacher,,,88720482,0000000061811334,1023309920
+Arthur Nussbaum,Q103088,male,http://commons.wikimedia.org/wiki/Special:FilePath/Arthur%20Nussbaum.jpg,United States of America,Arthur,Nussbaum,1877-01-31T00:00:00Z,1964-11-22T00:00:00Z,lawyer,law,Columbia University,5180962,0000000120988288,117071676
+Theodor Geiger,Q96410,male,,Germany,Theodor,Geiger,1891-11-09T00:00:00Z,1952-06-16T00:00:00Z,university teacher,,Technical University of Braunschweig,56667946,0000000109038951,118538187
+Erhard Blankenburg,Q51595283,male,http://commons.wikimedia.org/wiki/Special:FilePath/Erhard%20Blankenburg.jpg,Germany,Erhard,Blankenburg,1938-10-30T00:00:00Z,2018-03-28T00:00:00Z,sociology of law,sociology of law,Free University of Amsterdam,64109592,0000000110676109,115459235
+Wolfgang Kaupen,Q93221485,male,,,Wolfgang,,1936-01-01T00:00:00Z,1981-01-01T00:00:00Z,sociologist,sociology of law,,32919813,0000000035495614,124045405
+Rüdiger Lautmann,Q91074,male,http://commons.wikimedia.org/wiki/Special:FilePath/Lautmann%202012.jpg,Germany,Rüdiger,,1935-12-22T00:00:00Z,,author,sociology of law,University of Bremen,24732961,000000011469331X,120502208
+Thilo Ramm,Q59533838,male,,Germany,Thilo,Ramm,1925-04-04T00:00:00Z,2018-06-17T00:00:00Z,writer,,FernUniversität in Hagen,9924244,0000000108689541,116327391
+Rudolf Wiethölter,Q1512482,male,,Germany,Rudolf,,1929-07-17T00:00:00Z,,jurist,,Goethe University Frankfurt,106974404,0000000116961365,1034437860
+Niklas Luhmann,Q85691627,,,,,,,,researcher,,,,,
+Gunther Teubner,Q98304,male,http://commons.wikimedia.org/wiki/Special:FilePath/Gunther%20Teubner%20%282017%29.jpg,Germany,Gunther,Teubner,1944-04-30T00:00:00Z,,jurist,,Goethe University Frankfurt,108364502,0000000109312017,119443562
+Volkmar Gessner,Q15435946,male,http://commons.wikimedia.org/wiki/Special:FilePath/Volkmar%20Gessner%20%282006%29.JPG,Germany,Volkmar,Gessner,1937-10-09T00:00:00Z,2014-11-08T00:00:00Z,judge,comparative law,University of Bremen,69100039,0000000109127065,170469328
--
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