Fix output, add UK scholars

wikidata/lib/wikidata.py

 # based on code written by GPT-4
 import csv
 import os
+import mwclient
+import os.path
+import requests
+import pandas as pd
+import textwrap
+import re
 
 from pywikibot import Claim, WbTime, ItemPage, PropertyPage, Site
 from datetime import datetime
-import mwclient
 from dotenv import load_dotenv
 
 load_dotenv()
 
 
+def generate_sparql_query(fullName, property_labels_to_ids, language='en', qid=None, include_description=False):
+    """
+    Query WikiData for the properties of the given person listed in the given property map,
+    either by fullName or QID. When a QID is provided, ?itemLabel is not included in the query.
+    :param fullName: Name of the person to query
+    :param property_labels_to_ids: Dictionary mapping property labels to WikiData property IDs
+    :param language: Language code for the query results
+    :param qid: WikiData entity ID (QID) for the person
+    :return: SPARQL query string
+    """
+
+    selectClause = "SELECT DISTINCT ?item"
+    groupByClause = "GROUP BY ?item"
+
+    if qid:
+        #selectClause = "SELECT DISTINCT ?item"
+        itemConstraint = f"BIND(wd:{qid} AS ?item)."
+        #groupByClause = "GROUP BY ?item"
+    else:
+        #selectClause = "SELECT DISTINCT ?item"
+        itemConstraint = f'?item wdt:P31 wd:Q5; rdfs:label "{fullName}"@{language} .'
+        #groupByClause = "GROUP BY ?item"
+
+    if include_description:
+        selectClause += " ?itemdesc"
+        itemConstraint += f'''
+                OPTIONAL {{ ?item schema:description ?itemdesc. FILTER(LANG(?itemdesc) = "{language}") }}'''
+        groupByClause += " ?itemdesc"
+
+    for label, pid in property_labels_to_ids.items():
+        # add to property selection
+        if label.endswith('Name'):
+            selectClause += f'''
+                (GROUP_CONCAT(DISTINCT ?{label}Value; separator=" ") AS ?{label})'''
+        else:
+            selectClause += f'''
+                (SAMPLE(?{label}) AS ?{label})'''
+
+        # add to item constraint
+        if label.endswith("_id") or label.startswith("image") or label.startswith("date"):
+            itemConstraint += f"""
+                OPTIONAL {{ ?item wdt:{pid} ?{label}. }}"""
+        elif label.endswith("Name"):
+            itemConstraint += f"""
+                OPTIONAL {{
+                ?item p:{pid} ?{label}Statement.
+                    ?{label}Statement ps:{pid} ?{label}.
+                    OPTIONAL {{ ?{label}Statement pq:P1545 ?order. }}
+                    OPTIONAL {{
+                ?{label} rdfs:label ?{label}Label.
+                      FILTER(LANG(?{label}Label) = "{language}")
+                    }}
+                    BIND(COALESCE(?{label}Label, STR(?{label})) AS ?{label}Value)
+                  }}"""
+        else:
+            itemConstraint += f"""
+                OPTIONAL {{ ?item wdt:{pid} ?{label}Id . ?{label}Id rdfs:label ?{label} FILTER(LANG(?{label}) = "{language}") . }}"""
+
+    query = textwrap.dedent(f"""
+    {selectClause} 
+    WHERE {{
+        {itemConstraint}
+    }}
+    {groupByClause}
+    """)
+
+    return query
+
+
+def query_wikidata(fullName, property_map, language='en', qid=None, debug=False, include_description=False):
+    SPARQL_ENDPOINT = "https://query.wikidata.org/sparql"
+    query = generate_sparql_query(fullName, property_map, language, qid=qid, include_description=include_description)
+    if debug:
+        print(query)
+    headers = {'User-Agent': 'Mozilla/5.0', 'Accept': 'application/json'}
+    response = requests.get(SPARQL_ENDPOINT, headers=headers, params={'query': query, 'format': 'json'})
+
+    if response.status_code != 200:
+        print(query)
+        response.raise_for_status()
+
+    results = response.json()['results']['bindings']
+
+    if not results:
+        return []
+
+    for i, result in enumerate(results):
+        # Initialize with fullName to ensure it appears first
+        data = {
+            'fullName': fullName
+        }
+
+        labels = list(property_map.keys())
+        if include_description:
+            labels.append('itemdesc')
+
+        for label in labels:
+            if label in result:
+                value = result[label]['value']
+                data[label] = value
+            else:
+                data[label] = None
+
+        # add qid and item URI
+        data['qid'] = os.path.basename(result['item']['value'])
+        data['wikidata_url'] = result['item']['value']
+        results[i] = data
+
+    return results
+
+
+def get_wikipedia_links(qid, languages):
+    """
+    Fetch Wikipedia links for a given Wikidata QID and a list of languages.
+
+    Parameters:
+    - qid (str): The QID of the Wikidata item.
+    - languages (list): A list of language codes (e.g., ['en', 'de']).
+
+    Returns:
+    - dict: A dictionary with languages as keys and Wikipedia URLs as values.
+    """
+    url = "https://www.wikidata.org/w/api.php"
+    params = {
+        "action": "wbgetentities",
+        "ids": qid,
+        "props": "sitelinks/urls",
+        "format": "json"
+    }
+
+    response = requests.get(url, params=params)
+    data = response.json()
+    links = {}
+    if "entities" in data and qid in data["entities"]:
+        sitelinks = data["entities"][qid].get("sitelinks", {})
+        for lang in languages:
+            sitekey = f"{lang}wiki"
+            if sitekey in sitelinks:
+                siteLinkData = sitelinks.get(sitekey)
+                if 'url' in siteLinkData:
+                    links[lang] = siteLinkData.get('url')
+                else:
+                    # Use the 'title' key and construct the URL manually
+                    title = sitelinks[sitekey]["title"]
+                    links[lang] = f"https://{lang}.wikipedia.org/wiki/{requests.utils.quote(title)}"
+            else:
+                links[lang] = None  # Or use '' to represent absence of link
+
+    return links
+
+
+def extract_name_qid_with_regex(strings):
+    pattern = re.compile(r'^(.+?)(?: \(?Q(\d+)\)?)? *$')
+    result = []
+    for s in strings:
+        if match := pattern.search(s.strip()):
+            name = match.group(1).strip()
+            qid = 'Q' + match.group(2) if match.group(2) else None
+            result.append((name, qid))
+    return result
+
+
+def get_person_info_from_wikidata(names: list,
+                                  property_map: dict,
+                                  languages: list = None,
+                                  debug=False,
+                                  include_description=False) -> pd.DataFrame:
+    """
+    Given a list of "Name (QID)" strings, return the property values stored in wikidata, including wikipedia page links
+    Args:
+        names:
+            a list of strings in the format "Name (QID)". "(QID") is optional. If left out, the result will contain all
+            items having that name
+        property_map:
+            a dict mapping names of the property to PIDs
+        languages:
+            a list of languages for which to retrieve the wikipedia page URL, if it exists
+        debug:
+            if true, output debug information
+
+    Returns:
+        A dataframe with the property names as column names
+
+    """
+
+    if languages is None:
+        languages = ['en', 'de']
+
+    language = languages[0]
+
+    all_data = []
+    print('Retrieving scholar data...')
+    for name, qid in extract_name_qid_with_regex(names):
+        all_data += query_wikidata(name,
+                                   property_map=property_map,
+                                   language=language,
+                                   qid=qid,
+                                   include_description=include_description,
+                                   debug=debug)
+
+    # Ensure fullName appears first by reordering columns based on property_labels_to_ids keys
+    columns = (['fullName', 'qid'] +
+               (['itemdesc'] if include_description else []) +
+               list(property_map.keys()) +
+               ['wikidata_url'] + [f'wikipedia_{l}' for l in languages])
+
+    if len(all_data) > 0:
+        df = pd.DataFrame(all_data, columns=columns, dtype=str)
+        # Add wikipedia links
+        print("Retrieving wikipedia URLs...")
+        # For each QID in the DataFrame, fetch Wikipedia links for all languages and update the DataFrame accordingly
+        for index, row in df.iterrows():
+            qid = row['qid']
+            links = get_wikipedia_links(qid, languages)
+
+            # Update the DataFrame directly with the fetched links for each language
+            for language in languages:
+                df.at[index, f'wikipedia_{language}'] = links.get(language, None)
+    else:
+        df = pd.DataFrame(columns=columns, dtype=str)
+    return df
+
+
 def claim_to_string(claim):
     subject_qid = claim.on_item.id
     predicate_pid = claim.getID()
@@ -187,4 +415,34 @@ def get_wikipedia_page_data(pageTitle: str, language="en"):
         'revision': page.revision,
         'url': f'{site.host}/wiki/{pageTitle.replace(" ", "_")}?oldid={page.revision}',
         'content': page.text()
-    }
+    }
\ No newline at end of file
+
+
+# Function to convert URLs to HTML links
+def make_clickable(val, name):
+    if val:
+        return f'<a target="_blank" href="{val}">{name}</a>'
+    else:
+        return ""
+
+
+def format_name(name, date_birth, date_death):
+    return f'{name} ({"" if pd.isna(date_birth) else date_birth.year}-{"" if pd.isna(date_death) else date_death.year})'
+
+def format_language_codes(name):
+    # Find all occurrences of language codes (e.g., _en, _de) and transform them to uppercase within parentheses
+    return re.sub(r'(.*?)_([a-z]{2})', lambda m: f" ({m.group(2).upper()})", name)
+
+def create_styled_table(df: pd.DataFrame, include_rows:list):
+    df = df.copy()
+    df['fullName'] = df.apply(lambda r: format_name(r['fullName'], r['dateOfBirth'], r['dateOfDeath']), axis=1)
+    df = df[include_rows]
+    for col in df.columns:
+        if col.startswith('wiki'):
+            if col.startswith('wikipedia'):
+                link_name = 'WP ' + format_language_codes(col)
+            else:
+                link_name = "Wikidata"
+            df.loc[:, col] = df.loc[:, col].apply(make_clickable, name=link_name)
+
+    return df

wikidata/output/scholars-de.csv

+fullName,qid,itemdesc,sexOrGender,familyName,givenName,dateOfBirth,dateOfDeath,wikidata_url,wikipedia_en,wikipedia_de
+Karl Renner,Q11726,first President of Austria (1870–1950),male,Renner,Karl,1870-12-14 00:00:00+00:00,1950-12-31 00:00:00+00:00,http://www.wikidata.org/entity/Q11726,https://en.wikipedia.org/wiki/Karl_Renner,https://de.wikipedia.org/wiki/Karl_Renner
+Hugo Sinzheimer,Q86043,German politician (1875-1945),male,Sinzheimer,Hugo D.,1875-01-01 00:00:00+00:00,1945-09-16 00:00:00+00:00,http://www.wikidata.org/entity/Q86043,https://en.wikipedia.org/wiki/Hugo_Sinzheimer,https://de.wikipedia.org/wiki/Hugo_Sinzheimer
+Arthur Nussbaum,Q103088,German American jurist,male,Nussbaum,Arthur,1877-01-01 00:00:00+00:00,1964-01-01 00:00:00+00:00,http://www.wikidata.org/entity/Q103088,https://en.wikipedia.org/wiki/Arthur_Nussbaum,https://de.wikipedia.org/wiki/Arthur_Nussbaum
+Ludwig Bendix,Q15449424,"German economist, civil law notary and lawyer (1877–1954)",male,Bendix,Ludwig,1877-06-28 00:00:00+00:00,1954-01-03 00:00:00+00:00,http://www.wikidata.org/entity/Q15449424,,https://de.wikipedia.org/wiki/Ludwig_Bendix
+Hans Kelsen,Q84165,Austrian lawyer,male,Kelsen,Hans,1881-10-11 00:00:00+00:00,1973-04-19 00:00:00+00:00,http://www.wikidata.org/entity/Q84165,https://en.wikipedia.org/wiki/Hans_Kelsen,https://de.wikipedia.org/wiki/Hans_Kelsen
+Theodor Geiger,Q96410,German sociologist (1891-1952),male,Geiger,Theodor,1891-11-09 00:00:00+00:00,1952-06-16 00:00:00+00:00,http://www.wikidata.org/entity/Q96410,https://en.wikipedia.org/wiki/Theodor_Geiger,https://de.wikipedia.org/wiki/Theodor_Geiger
+Ernst Fraenkel,Q86812,political scientist (1898-1975),male,Fraenkel,Ernst,1898-12-26 00:00:00+00:00,1975-03-28 00:00:00+00:00,http://www.wikidata.org/entity/Q86812,https://en.wikipedia.org/wiki/Ernst_Fraenkel_(political_scientist),https://de.wikipedia.org/wiki/Ernst_Fraenkel_(Politikwissenschaftler)
+Franz Leopold Neumann,Q63195,German political activist,male,Neumann,Leopold Franz,1900-05-23 00:00:00+00:00,1954-09-02 00:00:00+00:00,http://www.wikidata.org/entity/Q63195,https://en.wikipedia.org/wiki/Franz_Neumann_(political_scientist),https://de.wikipedia.org/wiki/Franz_Neumann_(Politikwissenschaftler)
+Otto Kahn-Freund,Q121832,German-British jurist,male,Kahn Freund,Otto,1900-11-17 00:00:00+00:00,1979-06-16 00:00:00+00:00,http://www.wikidata.org/entity/Q121832,https://en.wikipedia.org/wiki/Otto_Kahn-Freund,https://de.wikipedia.org/wiki/Otto_Kahn-Freund
+Ernst Eduard Hirsch,Q107033,German judge (1902-1985),male,Hirsch,Ernst,1902-01-20 00:00:00+00:00,1985-03-29 00:00:00+00:00,http://www.wikidata.org/entity/Q107033,,https://de.wikipedia.org/wiki/Ernst_Eduard_Hirsch
+Otto Kirchheimer,Q214397,German-American legal scholar,male,Kirchheimer,Otto,1905-11-11 00:00:00+00:00,1965-11-22 00:00:00+00:00,http://www.wikidata.org/entity/Q214397,https://en.wikipedia.org/wiki/Otto_Kirchheimer,https://de.wikipedia.org/wiki/Otto_Kirchheimer
+Helmut Schelsky,Q104272,German sociologist (1912-1984),male,,Helmut,1912-10-14 00:00:00+00:00,1984-02-24 00:00:00+00:00,http://www.wikidata.org/entity/Q104272,https://en.wikipedia.org/wiki/Helmut_Schelsky,https://de.wikipedia.org/wiki/Helmut_Schelsky
+Hans Ryffel,Q21035905,(1913-1989),male,Ryffel,Hans,1913-06-27 00:00:00+00:00,1989-09-30 00:00:00+00:00,http://www.wikidata.org/entity/Q21035905,,https://de.wikipedia.org/wiki/Hans_Ryffel_(Rechtsphilosoph)
+Theo Rasehorn,Q1304659,German judge and author,male,,Theo,1918-10-26 00:00:00+00:00,2016-01-16 00:00:00+00:00,http://www.wikidata.org/entity/Q1304659,,https://de.wikipedia.org/wiki/Theo_Rasehorn
+Rudolf Wassermann,Q1551290,German judge (1925-2008),male,Wassermann,Rudolf,1925-01-05 00:00:00+00:00,2008-06-13 00:00:00+00:00,http://www.wikidata.org/entity/Q1551290,,https://de.wikipedia.org/wiki/Rudolf_Wassermann
+Thilo Ramm,Q59533838,German legal scholar and author,male,Ramm,Thilo,1925-04-04 00:00:00+00:00,2018-06-17 00:00:00+00:00,http://www.wikidata.org/entity/Q59533838,,https://de.wikipedia.org/wiki/Thilo_Ramm
+Niklas Luhmann,Q57238,"German sociologist, administration expert, and social systems theorist (1927-1998)",male,Luhmann,Niklas,1927-12-08 00:00:00+00:00,1998-11-06 00:00:00+00:00,http://www.wikidata.org/entity/Q57238,https://en.wikipedia.org/wiki/Niklas_Luhmann,https://de.wikipedia.org/wiki/Niklas_Luhmann
+Rudolf Wiethölter,Q1512482,German jurist,male,,Rudolf,1929-07-17 00:00:00+00:00,,http://www.wikidata.org/entity/Q1512482,,https://de.wikipedia.org/wiki/Rudolf_Wieth%C3%B6lter
+Günter Dux,Q1560417,German sociologist,male,Dux,Günter,1933-06-23 00:00:00+00:00,,http://www.wikidata.org/entity/Q1560417,,https://de.wikipedia.org/wiki/G%C3%BCnter_Dux
+Jutta Limbach,Q72551,German judge and politician (SPD) (1934-2016),female,Limbach,Jutta,1934-03-27 00:00:00+00:00,2016-09-10 00:00:00+00:00,http://www.wikidata.org/entity/Q72551,https://en.wikipedia.org/wiki/Jutta_Limbach,https://de.wikipedia.org/wiki/Jutta_Limbach
+Thomas Raiser,Q27909309,,male,,Thomas,1935-02-20 00:00:00+00:00,,http://www.wikidata.org/entity/Q27909309,,https://de.wikipedia.org/wiki/Thomas_Raiser
+Manfred Rehbinder,Q1889820,German jurist,male,,Manfred,1935-03-22 00:00:00+00:00,,http://www.wikidata.org/entity/Q1889820,,https://de.wikipedia.org/wiki/Manfred_Rehbinder
+Rüdiger Lautmann,Q91074,German sociologist and LGBT researcher,male,,Rüdiger,1935-12-22 00:00:00+00:00,,http://www.wikidata.org/entity/Q91074,https://en.wikipedia.org/wiki/R%C3%BCdiger_Lautmann,https://de.wikipedia.org/wiki/R%C3%BCdiger_Lautmann
+Wolfgang Kaupen,Q93221485,,male,,Wolfgang,1936-01-01 00:00:00+00:00,1981-01-01 00:00:00+00:00,http://www.wikidata.org/entity/Q93221485,,
+Volkmar Gessner,Q15435946,University professor,male,Gessner,Volkmar,1937-10-09 00:00:00+00:00,2014-11-08 00:00:00+00:00,http://www.wikidata.org/entity/Q15435946,https://en.wikipedia.org/wiki/Volkmar_Gessner,https://de.wikipedia.org/wiki/Volkmar_Gessner
+Klaus F. Röhl,Q27148390,,male,Röhl,Klaus,1938-05-22 00:00:00+00:00,,http://www.wikidata.org/entity/Q27148390,,https://de.wikipedia.org/wiki/Klaus_F._R%C3%B6hl
+Erhard Blankenburg,Q51595283,German sociologist of law (1938-2018),male,Blankenburg,Erhard,1938-10-30 00:00:00+00:00,2018-03-28 00:00:00+00:00,http://www.wikidata.org/entity/Q51595283,https://en.wikipedia.org/wiki/Erhard_Blankenburg,https://de.wikipedia.org/wiki/Erhard_Blankenburg
+Manfred Weiss,Q1588285,German jurist,male,Weiss,Manfred,1940-06-01 00:00:00+00:00,,http://www.wikidata.org/entity/Q1588285,,https://de.wikipedia.org/wiki/Manfred_Weiss_(Jurist)
+Rüdiger Voigt,Q1682026,German author,male,Voigt,Rüdiger,1941-04-07 00:00:00+00:00,,http://www.wikidata.org/entity/Q1682026,,https://de.wikipedia.org/wiki/R%C3%BCdiger_Voigt
+Roland Girtler,Q112873,Austrian historian and sociologist,male,Girtler,Roland,1941-05-31 00:00:00+00:00,,http://www.wikidata.org/entity/Q112873,,https://de.wikipedia.org/wiki/Roland_Girtler
+Hubert Treiber,Q1633462,German university teacher,male,,Hubert,1942-07-30 00:00:00+00:00,,http://www.wikidata.org/entity/Q1633462,,https://de.wikipedia.org/wiki/Hubert_Treiber
+Brun-Otto Bryde,Q107784,German judge,male,,,1943-01-12 00:00:00+00:00,,http://www.wikidata.org/entity/Q107784,https://en.wikipedia.org/wiki/Brun-Otto_Bryde,https://de.wikipedia.org/wiki/Brun-Otto_Bryde
+Hubert Rottleuthner,Q55622018,,male,,Hubert,1944-01-01 00:00:00+00:00,,http://www.wikidata.org/entity/Q55622018,,https://de.wikipedia.org/wiki/Hubert_Rottleuthner
+Klaus A. Ziegert,Q112513122,German sociologist of law,male,Ziegert,Klaus,1944-01-01 00:00:00+00:00,,http://www.wikidata.org/entity/Q112513122,,
+Dieter Martiny,Q1222459,German jurist,male,Martiny,Dieter,1944-03-21 00:00:00+00:00,,http://www.wikidata.org/entity/Q1222459,,https://de.wikipedia.org/wiki/Dieter_Martiny
+Gunther Teubner,Q98304,German academic,male,Teubner,Gunther,1944-04-30 00:00:00+00:00,,http://www.wikidata.org/entity/Q98304,https://en.wikipedia.org/wiki/Gunther_Teubner,https://de.wikipedia.org/wiki/Gunther_Teubner
+Konstanze Plett,Q95192683,,female,,,1947-01-01 00:00:00+00:00,,http://www.wikidata.org/entity/Q95192683,,https://de.wikipedia.org/wiki/Konstanze_Plett
+Armin Höland,Q15435996,German university professor,male,,Armin,1948-11-04 00:00:00+00:00,,http://www.wikidata.org/entity/Q15435996,,https://de.wikipedia.org/wiki/Armin_H%C3%B6land
+Susanne Karstedt,Q2369299,criminologist,female,,Susanne,1949-01-01 00:00:00+00:00,,http://www.wikidata.org/entity/Q2369299,https://en.wikipedia.org/wiki/Susanne_Karstedt,https://de.wikipedia.org/wiki/Susanne_Karstedt
+Leo Kißler,Q63203841,,male,,Leo,1949-01-08 00:00:00+00:00,,http://www.wikidata.org/entity/Q63203841,,https://de.wikipedia.org/wiki/Leo_Ki%C3%9Fler
+Fritz Jost,Q105946060,,male,,Fritz,1949-08-07 00:00:00+00:00,,http://www.wikidata.org/entity/Q105946060,,https://de.wikipedia.org/wiki/Fritz_Jost_(Rechtswissenschaftler)
+Doris Lucke,Q1245242,German university teacher,female,,Doris,1953-01-01 00:00:00+00:00,,http://www.wikidata.org/entity/Q1245242,,https://de.wikipedia.org/wiki/Doris_Lucke
+Ralf Rogowski,Q20128038,Law professor (born 1953),male,Rogowski,Ralf,1953-01-01 00:00:00+00:00,,http://www.wikidata.org/entity/Q20128038,https://en.wikipedia.org/wiki/Ralf_Rogowski,
+Wolfgang Ludwig-Mayerhofer,Q2590472,German sociologist,male,,Wolfgang,1954-01-01 00:00:00+00:00,,http://www.wikidata.org/entity/Q2590472,,https://de.wikipedia.org/wiki/Wolfgang_Ludwig-Mayerhofer
+Kai Bussmann,Q1552696,German jurist,male,Bussmann,Kai,1955-01-01 00:00:00+00:00,,http://www.wikidata.org/entity/Q1552696,,https://de.wikipedia.org/wiki/Kai_Bussmann
+Dorothea Jansen,Q21258453,,female,Jansen,Dorothea,1956-08-21 00:00:00+00:00,2017-05-12 00:00:00+00:00,http://www.wikidata.org/entity/Q21258453,,https://de.wikipedia.org/wiki/Dorothea_Jansen
+Alfons Bora,Q2644328,German sociologist,male,,Alfons,1957-05-03 00:00:00+00:00,,http://www.wikidata.org/entity/Q2644328,,https://de.wikipedia.org/wiki/Alfons_Bora
+Ute Sacksofsky,Q48562036,German legal scholar,female,,Ute,1960-01-01 00:00:00+00:00,,http://www.wikidata.org/entity/Q48562036,,https://de.wikipedia.org/wiki/Ute_Sacksofsky
+Stefan Machura,Q95245830,,male,,Stefan,1962-01-01 00:00:00+00:00,,http://www.wikidata.org/entity/Q95245830,,
+Ralf Poscher,Q2129347,German legal historian,male,,Ralf,1962-01-01 00:00:00+00:00,,http://www.wikidata.org/entity/Q2129347,,https://de.wikipedia.org/wiki/Ralf_Poscher
+Susanne Baer,Q101872,German judge,female,Baer,Susanne,1964-02-16 00:00:00+00:00,,http://www.wikidata.org/entity/Q101872,https://en.wikipedia.org/wiki/Susanne_Baer,https://de.wikipedia.org/wiki/Susanne_Baer
+Gralf-Peter Calliess,Q1542033,German jurist,male,Calliess,Gralf-Peter,1967-01-01 00:00:00+00:00,,http://www.wikidata.org/entity/Q1542033,,https://de.wikipedia.org/wiki/Gralf-Peter_Calliess

wikidata/output/scholars-de.md

+| fullName                           | itemdesc                                                                           | wikidata_url                                                                     | wikipedia_en                                                                                              | wikipedia_de                                                                                                 |
+|:-----------------------------------|:-----------------------------------------------------------------------------------|:---------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------|
+| Karl Renner (1870-1950)            | first President of Austria (1870–1950)                                             | <a target="_blank" href="http://www.wikidata.org/entity/Q11726">Wikidata</a>     | <a target="_blank" href="https://en.wikipedia.org/wiki/Karl_Renner">WP  (EN)</a>                          | <a target="_blank" href="https://de.wikipedia.org/wiki/Karl_Renner">WP  (DE)</a>                             |
+| Hugo Sinzheimer (1875-1945)        | German politician (1875-1945)                                                      | <a target="_blank" href="http://www.wikidata.org/entity/Q86043">Wikidata</a>     | <a target="_blank" href="https://en.wikipedia.org/wiki/Hugo_Sinzheimer">WP  (EN)</a>                      | <a target="_blank" href="https://de.wikipedia.org/wiki/Hugo_Sinzheimer">WP  (DE)</a>                         |
+| Arthur Nussbaum (1877-1964)        | German American jurist                                                             | <a target="_blank" href="http://www.wikidata.org/entity/Q103088">Wikidata</a>    | <a target="_blank" href="https://en.wikipedia.org/wiki/Arthur_Nussbaum">WP  (EN)</a>                      | <a target="_blank" href="https://de.wikipedia.org/wiki/Arthur_Nussbaum">WP  (DE)</a>                         |
+| Ludwig Bendix (1877-1954)          | German economist, civil law notary and lawyer (1877–1954)                          | <a target="_blank" href="http://www.wikidata.org/entity/Q15449424">Wikidata</a>  |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Ludwig_Bendix">WP  (DE)</a>                           |
+| Hans Kelsen (1881-1973)            | Austrian lawyer                                                                    | <a target="_blank" href="http://www.wikidata.org/entity/Q84165">Wikidata</a>     | <a target="_blank" href="https://en.wikipedia.org/wiki/Hans_Kelsen">WP  (EN)</a>                          | <a target="_blank" href="https://de.wikipedia.org/wiki/Hans_Kelsen">WP  (DE)</a>                             |
+| Theodor Geiger (1891-1952)         | German sociologist (1891-1952)                                                     | <a target="_blank" href="http://www.wikidata.org/entity/Q96410">Wikidata</a>     | <a target="_blank" href="https://en.wikipedia.org/wiki/Theodor_Geiger">WP  (EN)</a>                       | <a target="_blank" href="https://de.wikipedia.org/wiki/Theodor_Geiger">WP  (DE)</a>                          |
+| Ernst Fraenkel (1898-1975)         | political scientist (1898-1975)                                                    | <a target="_blank" href="http://www.wikidata.org/entity/Q86812">Wikidata</a>     | <a target="_blank" href="https://en.wikipedia.org/wiki/Ernst_Fraenkel_(political_scientist)">WP  (EN)</a> | <a target="_blank" href="https://de.wikipedia.org/wiki/Ernst_Fraenkel_(Politikwissenschaftler)">WP  (DE)</a> |
+| Franz Leopold Neumann (1900-1954)  | German political activist                                                          | <a target="_blank" href="http://www.wikidata.org/entity/Q63195">Wikidata</a>     | <a target="_blank" href="https://en.wikipedia.org/wiki/Franz_Neumann_(political_scientist)">WP  (EN)</a>  | <a target="_blank" href="https://de.wikipedia.org/wiki/Franz_Neumann_(Politikwissenschaftler)">WP  (DE)</a>  |
+| Otto Kahn-Freund (1900-1979)       | German-British jurist                                                              | <a target="_blank" href="http://www.wikidata.org/entity/Q121832">Wikidata</a>    | <a target="_blank" href="https://en.wikipedia.org/wiki/Otto_Kahn-Freund">WP  (EN)</a>                     | <a target="_blank" href="https://de.wikipedia.org/wiki/Otto_Kahn-Freund">WP  (DE)</a>                        |
+| Ernst Eduard Hirsch (1902-1985)    | German judge (1902-1985)                                                           | <a target="_blank" href="http://www.wikidata.org/entity/Q107033">Wikidata</a>    |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Ernst_Eduard_Hirsch">WP  (DE)</a>                     |
+| Otto Kirchheimer (1905-1965)       | German-American legal scholar                                                      | <a target="_blank" href="http://www.wikidata.org/entity/Q214397">Wikidata</a>    | <a target="_blank" href="https://en.wikipedia.org/wiki/Otto_Kirchheimer">WP  (EN)</a>                     | <a target="_blank" href="https://de.wikipedia.org/wiki/Otto_Kirchheimer">WP  (DE)</a>                        |
+| Helmut Schelsky (1912-1984)        | German sociologist (1912-1984)                                                     | <a target="_blank" href="http://www.wikidata.org/entity/Q104272">Wikidata</a>    | <a target="_blank" href="https://en.wikipedia.org/wiki/Helmut_Schelsky">WP  (EN)</a>                      | <a target="_blank" href="https://de.wikipedia.org/wiki/Helmut_Schelsky">WP  (DE)</a>                         |
+| Hans Ryffel (1913-1989)            | (1913-1989)                                                                        | <a target="_blank" href="http://www.wikidata.org/entity/Q21035905">Wikidata</a>  |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Hans_Ryffel_(Rechtsphilosoph)">WP  (DE)</a>           |
+| Theo Rasehorn (1918-2016)          | German judge and author                                                            | <a target="_blank" href="http://www.wikidata.org/entity/Q1304659">Wikidata</a>   |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Theo_Rasehorn">WP  (DE)</a>                           |
+| Rudolf Wassermann (1925-2008)      | German judge (1925-2008)                                                           | <a target="_blank" href="http://www.wikidata.org/entity/Q1551290">Wikidata</a>   |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Rudolf_Wassermann">WP  (DE)</a>                       |
+| Thilo Ramm (1925-2018)             | German legal scholar and author                                                    | <a target="_blank" href="http://www.wikidata.org/entity/Q59533838">Wikidata</a>  |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Thilo_Ramm">WP  (DE)</a>                              |
+| Niklas Luhmann (1927-1998)         | German sociologist, administration expert, and social systems theorist (1927-1998) | <a target="_blank" href="http://www.wikidata.org/entity/Q57238">Wikidata</a>     | <a target="_blank" href="https://en.wikipedia.org/wiki/Niklas_Luhmann">WP  (EN)</a>                       | <a target="_blank" href="https://de.wikipedia.org/wiki/Niklas_Luhmann">WP  (DE)</a>                          |
+| Rudolf Wiethölter (1929-)          | German jurist                                                                      | <a target="_blank" href="http://www.wikidata.org/entity/Q1512482">Wikidata</a>   |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Rudolf_Wieth%C3%B6lter">WP  (DE)</a>                  |
+| Günter Dux (1933-)                 | German sociologist                                                                 | <a target="_blank" href="http://www.wikidata.org/entity/Q1560417">Wikidata</a>   |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/G%C3%BCnter_Dux">WP  (DE)</a>                         |
+| Jutta Limbach (1934-2016)          | German judge and politician (SPD) (1934-2016)                                      | <a target="_blank" href="http://www.wikidata.org/entity/Q72551">Wikidata</a>     | <a target="_blank" href="https://en.wikipedia.org/wiki/Jutta_Limbach">WP  (EN)</a>                        | <a target="_blank" href="https://de.wikipedia.org/wiki/Jutta_Limbach">WP  (DE)</a>                           |
+| Thomas Raiser (1935-)              |                                                                                    | <a target="_blank" href="http://www.wikidata.org/entity/Q27909309">Wikidata</a>  |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Thomas_Raiser">WP  (DE)</a>                           |
+| Manfred Rehbinder (1935-)          | German jurist                                                                      | <a target="_blank" href="http://www.wikidata.org/entity/Q1889820">Wikidata</a>   |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Manfred_Rehbinder">WP  (DE)</a>                       |
+| Rüdiger Lautmann (1935-)           | German sociologist and LGBT researcher                                             | <a target="_blank" href="http://www.wikidata.org/entity/Q91074">Wikidata</a>     | <a target="_blank" href="https://en.wikipedia.org/wiki/R%C3%BCdiger_Lautmann">WP  (EN)</a>                | <a target="_blank" href="https://de.wikipedia.org/wiki/R%C3%BCdiger_Lautmann">WP  (DE)</a>                   |
+| Wolfgang Kaupen (1936-1981)        |                                                                                    | <a target="_blank" href="http://www.wikidata.org/entity/Q93221485">Wikidata</a>  |                                                                                                           |                                                                                                              |
+| Volkmar Gessner (1937-2014)        | University professor                                                               | <a target="_blank" href="http://www.wikidata.org/entity/Q15435946">Wikidata</a>  | <a target="_blank" href="https://en.wikipedia.org/wiki/Volkmar_Gessner">WP  (EN)</a>                      | <a target="_blank" href="https://de.wikipedia.org/wiki/Volkmar_Gessner">WP  (DE)</a>                         |
+| Klaus F. Röhl (1938-)              |                                                                                    | <a target="_blank" href="http://www.wikidata.org/entity/Q27148390">Wikidata</a>  |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Klaus_F._R%C3%B6hl">WP  (DE)</a>                      |
+| Erhard Blankenburg (1938-2018)     | German sociologist of law (1938-2018)                                              | <a target="_blank" href="http://www.wikidata.org/entity/Q51595283">Wikidata</a>  | <a target="_blank" href="https://en.wikipedia.org/wiki/Erhard_Blankenburg">WP  (EN)</a>                   | <a target="_blank" href="https://de.wikipedia.org/wiki/Erhard_Blankenburg">WP  (DE)</a>                      |
+| Manfred Weiss (1940-)              | German jurist                                                                      | <a target="_blank" href="http://www.wikidata.org/entity/Q1588285">Wikidata</a>   |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Manfred_Weiss_(Jurist)">WP  (DE)</a>                  |
+| Rüdiger Voigt (1941-)              | German author                                                                      | <a target="_blank" href="http://www.wikidata.org/entity/Q1682026">Wikidata</a>   |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/R%C3%BCdiger_Voigt">WP  (DE)</a>                      |
+| Roland Girtler (1941-)             | Austrian historian and sociologist                                                 | <a target="_blank" href="http://www.wikidata.org/entity/Q112873">Wikidata</a>    |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Roland_Girtler">WP  (DE)</a>                          |
+| Hubert Treiber (1942-)             | German university teacher                                                          | <a target="_blank" href="http://www.wikidata.org/entity/Q1633462">Wikidata</a>   |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Hubert_Treiber">WP  (DE)</a>                          |
+| Brun-Otto Bryde (1943-)            | German judge                                                                       | <a target="_blank" href="http://www.wikidata.org/entity/Q107784">Wikidata</a>    | <a target="_blank" href="https://en.wikipedia.org/wiki/Brun-Otto_Bryde">WP  (EN)</a>                      | <a target="_blank" href="https://de.wikipedia.org/wiki/Brun-Otto_Bryde">WP  (DE)</a>                         |
+| Hubert Rottleuthner (1944-)        |                                                                                    | <a target="_blank" href="http://www.wikidata.org/entity/Q55622018">Wikidata</a>  |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Hubert_Rottleuthner">WP  (DE)</a>                     |
+| Klaus A. Ziegert (1944-)           | German sociologist of law                                                          | <a target="_blank" href="http://www.wikidata.org/entity/Q112513122">Wikidata</a> |                                                                                                           |                                                                                                              |
+| Dieter Martiny (1944-)             | German jurist                                                                      | <a target="_blank" href="http://www.wikidata.org/entity/Q1222459">Wikidata</a>   |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Dieter_Martiny">WP  (DE)</a>                          |
+| Gunther Teubner (1944-)            | German academic                                                                    | <a target="_blank" href="http://www.wikidata.org/entity/Q98304">Wikidata</a>     | <a target="_blank" href="https://en.wikipedia.org/wiki/Gunther_Teubner">WP  (EN)</a>                      | <a target="_blank" href="https://de.wikipedia.org/wiki/Gunther_Teubner">WP  (DE)</a>                         |
+| Konstanze Plett (1947-)            |                                                                                    | <a target="_blank" href="http://www.wikidata.org/entity/Q95192683">Wikidata</a>  |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Konstanze_Plett">WP  (DE)</a>                         |
+| Armin Höland (1948-)               | German university professor                                                        | <a target="_blank" href="http://www.wikidata.org/entity/Q15435996">Wikidata</a>  |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Armin_H%C3%B6land">WP  (DE)</a>                       |
+| Susanne Karstedt (1949-)           | criminologist                                                                      | <a target="_blank" href="http://www.wikidata.org/entity/Q2369299">Wikidata</a>   | <a target="_blank" href="https://en.wikipedia.org/wiki/Susanne_Karstedt">WP  (EN)</a>                     | <a target="_blank" href="https://de.wikipedia.org/wiki/Susanne_Karstedt">WP  (DE)</a>                        |
+| Leo Kißler (1949-)                 |                                                                                    | <a target="_blank" href="http://www.wikidata.org/entity/Q63203841">Wikidata</a>  |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Leo_Ki%C3%9Fler">WP  (DE)</a>                         |
+| Fritz Jost (1949-)                 |                                                                                    | <a target="_blank" href="http://www.wikidata.org/entity/Q105946060">Wikidata</a> |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Fritz_Jost_(Rechtswissenschaftler)">WP  (DE)</a>      |
+| Doris Lucke (1953-)                | German university teacher                                                          | <a target="_blank" href="http://www.wikidata.org/entity/Q1245242">Wikidata</a>   |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Doris_Lucke">WP  (DE)</a>                             |
+| Ralf Rogowski (1953-)              | Law professor (born 1953)                                                          | <a target="_blank" href="http://www.wikidata.org/entity/Q20128038">Wikidata</a>  | <a target="_blank" href="https://en.wikipedia.org/wiki/Ralf_Rogowski">WP  (EN)</a>                        |                                                                                                              |
+| Wolfgang Ludwig-Mayerhofer (1954-) | German sociologist                                                                 | <a target="_blank" href="http://www.wikidata.org/entity/Q2590472">Wikidata</a>   |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Wolfgang_Ludwig-Mayerhofer">WP  (DE)</a>              |
+| Kai Bussmann (1955-)               | German jurist                                                                      | <a target="_blank" href="http://www.wikidata.org/entity/Q1552696">Wikidata</a>   |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Kai_Bussmann">WP  (DE)</a>                            |
+| Dorothea Jansen (1956-2017)        |                                                                                    | <a target="_blank" href="http://www.wikidata.org/entity/Q21258453">Wikidata</a>  |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Dorothea_Jansen">WP  (DE)</a>                         |
+| Alfons Bora (1957-)                | German sociologist                                                                 | <a target="_blank" href="http://www.wikidata.org/entity/Q2644328">Wikidata</a>   |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Alfons_Bora">WP  (DE)</a>                             |
+| Ute Sacksofsky (1960-)             | German legal scholar                                                               | <a target="_blank" href="http://www.wikidata.org/entity/Q48562036">Wikidata</a>  |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Ute_Sacksofsky">WP  (DE)</a>                          |
+| Stefan Machura (1962-)             |                                                                                    | <a target="_blank" href="http://www.wikidata.org/entity/Q95245830">Wikidata</a>  |                                                                                                           |                                                                                                              |
+| Ralf Poscher (1962-)               | German legal historian                                                             | <a target="_blank" href="http://www.wikidata.org/entity/Q2129347">Wikidata</a>   |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Ralf_Poscher">WP  (DE)</a>                            |
+| Susanne Baer (1964-)               | German judge                                                                       | <a target="_blank" href="http://www.wikidata.org/entity/Q101872">Wikidata</a>    | <a target="_blank" href="https://en.wikipedia.org/wiki/Susanne_Baer">WP  (EN)</a>                         | <a target="_blank" href="https://de.wikipedia.org/wiki/Susanne_Baer">WP  (DE)</a>                            |
+| Gralf-Peter Calliess (1967-)       | German jurist                                                                      | <a target="_blank" href="http://www.wikidata.org/entity/Q1542033">Wikidata</a>   |                                                                                                           | <a target="_blank" href="https://de.wikipedia.org/wiki/Gralf-Peter_Calliess">WP  (DE)</a>                    |
\ No newline at end of file

wikidata/output/scholars-uk.csv

+fullName,qid,itemdesc,sexOrGender,familyName,givenName,dateOfBirth,dateOfDeath,wikidata_url,wikipedia_en,wikipedia_de
+William Twining,Q16095913,Professor of Jurisprudence,male,Twining,Lawrence William,1934-09-22 00:00:00+00:00,,http://www.wikidata.org/entity/Q16095913,https://en.wikipedia.org/wiki/William_Twining,
+Philip Aneurin Thomas,Q112432625,,male,Thomas,,1940-01-01 00:00:00+00:00,,http://www.wikidata.org/entity/Q112432625,,
+David Sugarman,Q112366094,,male,Sugarman,David,1948-01-01 00:00:00+00:00,,http://www.wikidata.org/entity/Q112366094,,
+Carol Smart,Q5044563,Feminist sociologist,female,Smart,Carol,1948-12-20 00:00:00+00:00,,http://www.wikidata.org/entity/Q5044563,https://en.wikipedia.org/wiki/Carol_Smart,
+David Nelken,Q5237957,British political scientist,male,,David,1949-01-01 00:00:00+00:00,,http://www.wikidata.org/entity/Q5237957,https://en.wikipedia.org/wiki/David_Nelken,
+Rosemary Hunter,Q7368381,Australian jurist,female,Hunter,Rosemary,1962-01-01 00:00:00+00:00,,http://www.wikidata.org/entity/Q7368381,https://en.wikipedia.org/wiki/Rosemary_Hunter,
+Sally Wheeler,Q28078278,Professor and Head of the School of Law at Queen's University Belfast,female,Wheeler,Sally,1964-01-01 00:00:00+00:00,,http://www.wikidata.org/entity/Q28078278,https://en.wikipedia.org/wiki/Sally_Wheeler_(legal_scholar),
+Don Harris,Q125080407,British jurist and professor at the university of Oxford (1928-2020),,,,,,http://www.wikidata.org/entity/Q125080407,,
+Roger Cotterrell,Q7358027,British academic,male,,Roger,,,http://www.wikidata.org/entity/Q7358027,https://en.wikipedia.org/wiki/Roger_Cotterrell,
+Fiona Cownie,Q113809561,,female,,,,,http://www.wikidata.org/entity/Q113809561,,
+Joanne Conaghan,Q108276256,British legal scholar,female,Conaghan,Joanne,,,http://www.wikidata.org/entity/Q108276256,https://en.wikipedia.org/wiki/Joanne_Conaghan,

wikidata/output/scholars-uk.md

+| fullName                      | itemdesc                                                              | wikidata_url                                                                     | wikipedia_en                                                                                       |
+|:------------------------------|:----------------------------------------------------------------------|:---------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------|
+| William Twining (1934-)       | Professor of Jurisprudence                                            | <a target="_blank" href="http://www.wikidata.org/entity/Q16095913">Wikidata</a>  | <a target="_blank" href="https://en.wikipedia.org/wiki/William_Twining">WP  (EN)</a>               |
+| Philip Aneurin Thomas (1940-) |                                                                       | <a target="_blank" href="http://www.wikidata.org/entity/Q112432625">Wikidata</a> |                                                                                                    |
+| David Sugarman (1948-)        |                                                                       | <a target="_blank" href="http://www.wikidata.org/entity/Q112366094">Wikidata</a> |                                                                                                    |
+| Carol Smart (1948-)           | Feminist sociologist                                                  | <a target="_blank" href="http://www.wikidata.org/entity/Q5044563">Wikidata</a>   | <a target="_blank" href="https://en.wikipedia.org/wiki/Carol_Smart">WP  (EN)</a>                   |
+| David Nelken (1949-)          | British political scientist                                           | <a target="_blank" href="http://www.wikidata.org/entity/Q5237957">Wikidata</a>   | <a target="_blank" href="https://en.wikipedia.org/wiki/David_Nelken">WP  (EN)</a>                  |
+| Rosemary Hunter (1962-)       | Australian jurist                                                     | <a target="_blank" href="http://www.wikidata.org/entity/Q7368381">Wikidata</a>   | <a target="_blank" href="https://en.wikipedia.org/wiki/Rosemary_Hunter">WP  (EN)</a>               |
+| Sally Wheeler (1964-)         | Professor and Head of the School of Law at Queen's University Belfast | <a target="_blank" href="http://www.wikidata.org/entity/Q28078278">Wikidata</a>  | <a target="_blank" href="https://en.wikipedia.org/wiki/Sally_Wheeler_(legal_scholar)">WP  (EN)</a> |
+| Don Harris (-)                | British jurist and professor at the university of Oxford (1928-2020)  | <a target="_blank" href="http://www.wikidata.org/entity/Q125080407">Wikidata</a> |                                                                                                    |
+| Roger Cotterrell (-)          | British academic                                                      | <a target="_blank" href="http://www.wikidata.org/entity/Q7358027">Wikidata</a>   | <a target="_blank" href="https://en.wikipedia.org/wiki/Roger_Cotterrell">WP  (EN)</a>              |
+| Fiona Cownie (-)              |                                                                       | <a target="_blank" href="http://www.wikidata.org/entity/Q113809561">Wikidata</a> |                                                                                                    |
+| Joanne Conaghan (-)           | British legal scholar                                                 | <a target="_blank" href="http://www.wikidata.org/entity/Q108276256">Wikidata</a> | <a target="_blank" href="https://en.wikipedia.org/wiki/Joanne_Conaghan">WP  (EN)</a>               |
\ No newline at end of file

wikidata/query-wikidata.ipynb

-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "initial_id",
-   "metadata": {
-    "collapsed": true,
-    "ExecuteTime": {
-     "end_time": "2024-03-17T09:35:51.668004200Z",
-     "start_time": "2024-03-17T09:35:50.655968800Z"
-    }
-   },
-   "outputs": [],
-   "source": [
-    "import os.path\n",
-    "import requests\n",
-    "import pandas as pd\n",
-    "import textwrap\n",
-    "\n",
-    "def generate_sparql_query(fullName, property_labels_to_ids, language='en', qid=None):\n",
-    "    \"\"\"\n",
-    "    Query WikiData for the properties of the given person listed in the given property map,\n",
-    "    either by fullName or QID. When a QID is provided, ?itemLabel is not included in the query.\n",
-    "    :param fullName: Name of the person to query\n",
-    "    :param property_labels_to_ids: Dictionary mapping property labels to WikiData property IDs\n",
-    "    :param language: Language code for the query results\n",
-    "    :param qid: WikiData entity ID (QID) for the person\n",
-    "    :return: SPARQL query string\n",
-    "    \"\"\"\n",
-    "\n",
-    "    if qid:\n",
-    "        selectClause = \"SELECT DISTINCT ?item\"\n",
-    "        itemConstraint = f\"BIND(wd:{qid} AS ?item).\"\n",
-    "        groupByClause = \"GROUP BY ?item\"\n",
-    "    else:\n",
-    "        selectClause = \"SELECT DISTINCT ?item ?itemLabel\"\n",
-    "        itemConstraint = f'?item wdt:P31 wd:Q5; rdfs:label \"{fullName}\"@{language} .'\n",
-    "        groupByClause = \"GROUP BY ?item ?itemLabel\"\n",
-    "\n",
-    "    for label, pid in property_labels_to_ids.items():\n",
-    "        # add to property selection\n",
-    "        if label.endswith('Name'):\n",
-    "            selectClause += f'''\n",
-    "                (GROUP_CONCAT(DISTINCT ?{label}Value; separator=\" \") AS ?{label})'''\n",
-    "        else:\n",
-    "            selectClause += f'''\n",
-    "                (SAMPLE(?{label}) AS ?{label})'''\n",
-    "\n",
-    "        # add to item constraint\n",
-    "        if label.endswith(\"_id\") or label.startswith(\"image\") or label.startswith(\"date\"):\n",
-    "            itemConstraint += f\"\"\"\n",
-    "                OPTIONAL {{ ?item wdt:{pid} ?{label}. }}\"\"\"\n",
-    "        elif label.endswith(\"Name\"):\n",
-    "            itemConstraint += f\"\"\"\n",
-    "                OPTIONAL {{\n",
-    "                ?item p:{pid} ?{label}Statement.\n",
-    "                    ?{label}Statement ps:{pid} ?{label}.\n",
-    "                    OPTIONAL {{ ?{label}Statement pq:P1545 ?order. }}\n",
-    "                    OPTIONAL {{\n",
-    "                ?{label} rdfs:label ?{label}Label.\n",
-    "                      FILTER(LANG(?{label}Label) = \"{language}\")\n",
-    "                    }}\n",
-    "                    BIND(COALESCE(?{label}Label, STR(?{label})) AS ?{label}Value)\n",
-    "                  }}\"\"\"\n",
-    "        else:\n",
-    "            itemConstraint += f\"\"\"\n",
-    "                OPTIONAL {{ ?item wdt:{pid} ?{label}Id . ?{label}Id rdfs:label ?{label} FILTER(LANG(?{label}) = \"{language}\") . }}\"\"\"\n",
-    "    \n",
-    "    query = textwrap.dedent(f\"\"\"\n",
-    "    {selectClause} \n",
-    "    WHERE {{\n",
-    "        {itemConstraint}\n",
-    "    }}\n",
-    "    {groupByClause}\n",
-    "    \"\"\")\n",
-    "\n",
-    "    return query\n",
-    "\n",
-    "\n",
-    "def query_wikidata(fullName, property_map, language='en', qid=None, debug=False):\n",
-    "    SPARQL_ENDPOINT = \"https://query.wikidata.org/sparql\"\n",
-    "    query = generate_sparql_query(fullName, property_map, language, qid=qid)\n",
-    "    if debug:\n",
-    "        print(query)\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",
-    "        print(query)\n",
-    "        response.raise_for_status()\n",
-    "        \n",
-    "    results = response.json()['results']['bindings']\n",
-    "    \n",
-    "    if not results:\n",
-    "        return []\n",
-    "\n",
-    "    for i, result in enumerate(results):\n",
-    "        # Initialize with fullName to ensure it appears first\n",
-    "        data = {\n",
-    "            'fullName': fullName\n",
-    "        }\n",
-    "   \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 qid and item URI\n",
-    "        data['qid'] = os.path.basename(result['item']['value'])\n",
-    "        data['wikidata_url'] = result['item']['value']\n",
-    "        results[i] = data\n",
-    "            \n",
-    "    return results\n",
-    "\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/urls\",\n",
-    "        \"format\": \"json\"\n",
-    "    }\n",
-    "\n",
-    "    response = requests.get(url, params=params)\n",
-    "    data = response.json()\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",
-    "                siteLinkData = sitelinks.get(sitekey)\n",
-    "                if 'url' in siteLinkData:\n",
-    "                    links[lang] = siteLinkData.get('url')\n",
-    "                else:\n",
-    "                    # Use the 'title' key and construct the URL manually\n",
-    "                    title = sitelinks[sitekey][\"title\"]\n",
-    "                    links[lang] = f\"https://{lang}.wikipedia.org/wiki/{requests.utils.quote(title)}\"\n",
-    "            else:\n",
-    "                links[lang] = None  # Or use '' to represent absence of link\n",
-    "\n",
-    "    return links\n",
-    "\n",
-    "\n",
-    "def get_person_info_from_wikidata(names, property_map, languages=None, debug=False):\n",
-    "    if languages is None:\n",
-    "        languages = ['en', 'de']\n",
-    "    all_data = []\n",
-    "    print('Retrieving scholar data...')\n",
-    "    for item in names:\n",
-    "        if type(item) is tuple:\n",
-    "            results = query_wikidata(item[0], property_map, languages[0], qid=item[1], debug=debug)\n",
-    "        else:\n",
-    "            results = query_wikidata(item, property_map, languages[0], debug=debug)\n",
-    "        \n",
-    "        all_data += results\n",
-    "\n",
-    "    # Ensure fullName appears first by reordering columns based on property_labels_to_ids keys\n",
-    "    columns = ['fullName', 'qid'] + list(property_map.keys()) + ['wikidata_url'] + [f'wikipedia_{l}' for l in languages]\n",
-    "    \n",
-    "    if len(all_data) > 0:\n",
-    "        df = pd.DataFrame(all_data, columns=columns, dtype=str)\n",
-    "        # Add wikipedia links\n",
-    "        print(\"Retrieving wikipedia URLs...\")\n",
-    "        # For each QID in the DataFrame, fetch Wikipedia links for all languages and update the DataFrame accordingly\n",
-    "        for index, row in df.iterrows():\n",
-    "            qid = row['qid']\n",
-    "            links = get_wikipedia_links(qid, languages)\n",
-    "        \n",
-    "            # Update the DataFrame directly with the fetched links for each language\n",
-    "            for language in languages:\n",
-    "                df.at[index, f'wikipedia_{language}'] = links.get(language, None)\n",
-    "    else:\n",
-    "        df = pd.DataFrame(columns=columns, dtype=str)\n",
-    "    return df"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Retrieve Data for a given list of scholars"
-   ],
-   "metadata": {
-    "collapsed": false
-   },
-   "id": "397920a95584f406"
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 79,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Retrieving scholar data...\n",
-      "Retrieving wikipedia URLs...\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": "                 fullName         qid sexOrGender   familyName      givenName  \\\n0             Hans Kelsen      Q84165        male       Kelsen           Hans   \n1         Hugo Sinzheimer      Q86043        male   Sinzheimer        Hugo D.   \n2             Karl Renner      Q11726        male       Renner           Karl   \n3          Ernst Fraenkel      Q86812        male     Fraenkel          Ernst   \n4   Franz Leopold Neumann      Q63195        male      Neumann  Leopold Franz   \n5        Otto Kahn-Freund     Q121832        male  Kahn Freund           Otto   \n6        Otto Kirchheimer     Q214397        male  Kirchheimer           Otto   \n7           Ludwig Bendix   Q15449424        male       Bendix         Ludwig   \n8         Arthur Nussbaum     Q103088        male     Nussbaum         Arthur   \n9          Theodor Geiger      Q96410        male       Geiger        Theodor   \n10     Erhard Blankenburg   Q51595283        male  Blankenburg         Erhard   \n11        Wolfgang Kaupen   Q93221485        male                    Wolfgang   \n12       Rüdiger Lautmann      Q91074        male                     Rüdiger   \n13             Thilo Ramm   Q59533838        male         Ramm          Thilo   \n14      Rudolf Wiethölter    Q1512482        male                      Rudolf   \n15         Niklas Luhmann      Q57238        male      Luhmann         Niklas   \n16    Hubert Rottleuthner   Q55622018        male                      Hubert   \n17          Ralf Rogowski  Q112499743        male     Rogowski           Ralf   \n18          Ralf Rogowski   Q20128038        male     Rogowski           Ralf   \n19        Gunther Teubner      Q98304        male      Teubner        Gunther   \n20        Volkmar Gessner   Q15435946        male      Gessner        Volkmar   \n21        Konstanze Plett   Q95192683      female                               \n22         Ute Sacksofsky   Q48562036      female                         Ute   \n23           Susanne Baer     Q101872      female         Baer        Susanne   \n\n                 dateOfBirth               dateOfDeath      gnd_id  \\\n0  1881-10-11 00:00:00+00:00 1973-04-19 00:00:00+00:00   118561219   \n1  1875-01-01 00:00:00+00:00 1945-09-16 00:00:00+00:00   118614711   \n2  1870-12-14 00:00:00+00:00 1950-12-31 00:00:00+00:00   118599739   \n3  1898-12-26 00:00:00+00:00 1975-03-28 00:00:00+00:00   118534602   \n4  1900-05-23 00:00:00+00:00 1954-09-02 00:00:00+00:00   118587293   \n5  1900-11-17 00:00:00+00:00 1979-06-16 00:00:00+00:00   118559362   \n6  1905-11-11 00:00:00+00:00 1965-11-22 00:00:00+00:00   118562371   \n7  1877-06-28 00:00:00+00:00 1954-01-03 00:00:00+00:00   118702033   \n8  1877-01-01 00:00:00+00:00 1964-01-01 00:00:00+00:00   117071676   \n9  1891-11-09 00:00:00+00:00 1952-06-16 00:00:00+00:00   118538187   \n10 1938-10-30 00:00:00+00:00 2018-03-28 00:00:00+00:00   115459235   \n11 1936-01-01 00:00:00+00:00 1981-01-01 00:00:00+00:00   124045405   \n12 1935-12-22 00:00:00+00:00                       NaT   120502208   \n13 1925-04-04 00:00:00+00:00 2018-06-17 00:00:00+00:00   116327391   \n14 1929-07-17 00:00:00+00:00                       NaT  1034437860   \n15 1927-12-08 00:00:00+00:00 1998-11-06 00:00:00+00:00   118575147   \n16 1944-01-01 00:00:00+00:00                       NaT   135622751   \n17 1953-01-01 00:00:00+00:00                       NaT   17150982X   \n18                       NaT                       NaT        None   \n19 1944-04-30 00:00:00+00:00                       NaT   119443562   \n20 1937-10-09 00:00:00+00:00 2014-11-08 00:00:00+00:00   170469328   \n21 1947-01-01 00:00:00+00:00                       NaT   124957048   \n22 1960-01-01 00:00:00+00:00                       NaT   132505746   \n23 1964-02-16 00:00:00+00:00                       NaT   113854161   \n\n                                 wikidata_url  \\\n0       http://www.wikidata.org/entity/Q84165   \n1       http://www.wikidata.org/entity/Q86043   \n2       http://www.wikidata.org/entity/Q11726   \n3       http://www.wikidata.org/entity/Q86812   \n4       http://www.wikidata.org/entity/Q63195   \n5      http://www.wikidata.org/entity/Q121832   \n6      http://www.wikidata.org/entity/Q214397   \n7    http://www.wikidata.org/entity/Q15449424   \n8      http://www.wikidata.org/entity/Q103088   \n9       http://www.wikidata.org/entity/Q96410   \n10   http://www.wikidata.org/entity/Q51595283   \n11   http://www.wikidata.org/entity/Q93221485   \n12      http://www.wikidata.org/entity/Q91074   \n13   http://www.wikidata.org/entity/Q59533838   \n14    http://www.wikidata.org/entity/Q1512482   \n15      http://www.wikidata.org/entity/Q57238   \n16   http://www.wikidata.org/entity/Q55622018   \n17  http://www.wikidata.org/entity/Q112499743   \n18   http://www.wikidata.org/entity/Q20128038   \n19      http://www.wikidata.org/entity/Q98304   \n20   http://www.wikidata.org/entity/Q15435946   \n21   http://www.wikidata.org/entity/Q95192683   \n22   http://www.wikidata.org/entity/Q48562036   \n23     http://www.wikidata.org/entity/Q101872   \n\n                                         wikipedia_en  \\\n0           https://en.wikipedia.org/wiki/Hans_Kelsen   \n1       https://en.wikipedia.org/wiki/Hugo_Sinzheimer   \n2           https://en.wikipedia.org/wiki/Karl_Renner   \n3   https://en.wikipedia.org/wiki/Ernst_Fraenkel_(...   \n4   https://en.wikipedia.org/wiki/Franz_Neumann_(p...   \n5      https://en.wikipedia.org/wiki/Otto_Kahn-Freund   \n6      https://en.wikipedia.org/wiki/Otto_Kirchheimer   \n7                                                None   \n8       https://en.wikipedia.org/wiki/Arthur_Nussbaum   \n9        https://en.wikipedia.org/wiki/Theodor_Geiger   \n10   https://en.wikipedia.org/wiki/Erhard_Blankenburg   \n11                                               None   \n12  https://en.wikipedia.org/wiki/R%C3%BCdiger_Lau...   \n13                                               None   \n14                                               None   \n15       https://en.wikipedia.org/wiki/Niklas_Luhmann   \n16                                               None   \n17                                               None   \n18        https://en.wikipedia.org/wiki/Ralf_Rogowski   \n19      https://en.wikipedia.org/wiki/Gunther_Teubner   \n20      https://en.wikipedia.org/wiki/Volkmar_Gessner   \n21                                               None   \n22                                               None   \n23         https://en.wikipedia.org/wiki/Susanne_Baer   \n\n                                         wikipedia_de  \n0           https://de.wikipedia.org/wiki/Hans_Kelsen  \n1       https://de.wikipedia.org/wiki/Hugo_Sinzheimer  \n2           https://de.wikipedia.org/wiki/Karl_Renner  \n3   https://de.wikipedia.org/wiki/Ernst_Fraenkel_(...  \n4   https://de.wikipedia.org/wiki/Franz_Neumann_(P...  \n5      https://de.wikipedia.org/wiki/Otto_Kahn-Freund  \n6      https://de.wikipedia.org/wiki/Otto_Kirchheimer  \n7         https://de.wikipedia.org/wiki/Ludwig_Bendix  \n8       https://de.wikipedia.org/wiki/Arthur_Nussbaum  \n9        https://de.wikipedia.org/wiki/Theodor_Geiger  \n10   https://de.wikipedia.org/wiki/Erhard_Blankenburg  \n11                                               None  \n12  https://de.wikipedia.org/wiki/R%C3%BCdiger_Lau...  \n13           https://de.wikipedia.org/wiki/Thilo_Ramm  \n14  https://de.wikipedia.org/wiki/Rudolf_Wieth%C3%...  \n15       https://de.wikipedia.org/wiki/Niklas_Luhmann  \n16  https://de.wikipedia.org/wiki/Hubert_Rottleuthner  \n17                                               None  \n18                                               None  \n19      https://de.wikipedia.org/wiki/Gunther_Teubner  \n20      https://de.wikipedia.org/wiki/Volkmar_Gessner  \n21      https://de.wikipedia.org/wiki/Konstanze_Plett  \n22       https://de.wikipedia.org/wiki/Ute_Sacksofsky  \n23         https://de.wikipedia.org/wiki/Susanne_Baer  ",
-      "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>qid</th>\n      <th>sexOrGender</th>\n      <th>familyName</th>\n      <th>givenName</th>\n      <th>dateOfBirth</th>\n      <th>dateOfDeath</th>\n      <th>gnd_id</th>\n      <th>wikidata_url</th>\n      <th>wikipedia_en</th>\n      <th>wikipedia_de</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>Kelsen</td>\n      <td>Hans</td>\n      <td>1881-10-11 00:00:00+00:00</td>\n      <td>1973-04-19 00:00:00+00:00</td>\n      <td>118561219</td>\n      <td>http://www.wikidata.org/entity/Q84165</td>\n      <td>https://en.wikipedia.org/wiki/Hans_Kelsen</td>\n      <td>https://de.wikipedia.org/wiki/Hans_Kelsen</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Hugo Sinzheimer</td>\n      <td>Q86043</td>\n      <td>male</td>\n      <td>Sinzheimer</td>\n      <td>Hugo D.</td>\n      <td>1875-01-01 00:00:00+00:00</td>\n      <td>1945-09-16 00:00:00+00:00</td>\n      <td>118614711</td>\n      <td>http://www.wikidata.org/entity/Q86043</td>\n      <td>https://en.wikipedia.org/wiki/Hugo_Sinzheimer</td>\n      <td>https://de.wikipedia.org/wiki/Hugo_Sinzheimer</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Karl Renner</td>\n      <td>Q11726</td>\n      <td>male</td>\n      <td>Renner</td>\n      <td>Karl</td>\n      <td>1870-12-14 00:00:00+00:00</td>\n      <td>1950-12-31 00:00:00+00:00</td>\n      <td>118599739</td>\n      <td>http://www.wikidata.org/entity/Q11726</td>\n      <td>https://en.wikipedia.org/wiki/Karl_Renner</td>\n      <td>https://de.wikipedia.org/wiki/Karl_Renner</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Ernst Fraenkel</td>\n      <td>Q86812</td>\n      <td>male</td>\n      <td>Fraenkel</td>\n      <td>Ernst</td>\n      <td>1898-12-26 00:00:00+00:00</td>\n      <td>1975-03-28 00:00:00+00:00</td>\n      <td>118534602</td>\n      <td>http://www.wikidata.org/entity/Q86812</td>\n      <td>https://en.wikipedia.org/wiki/Ernst_Fraenkel_(...</td>\n      <td>https://de.wikipedia.org/wiki/Ernst_Fraenkel_(...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Franz Leopold Neumann</td>\n      <td>Q63195</td>\n      <td>male</td>\n      <td>Neumann</td>\n      <td>Leopold Franz</td>\n      <td>1900-05-23 00:00:00+00:00</td>\n      <td>1954-09-02 00:00:00+00:00</td>\n      <td>118587293</td>\n      <td>http://www.wikidata.org/entity/Q63195</td>\n      <td>https://en.wikipedia.org/wiki/Franz_Neumann_(p...</td>\n      <td>https://de.wikipedia.org/wiki/Franz_Neumann_(P...</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>Kahn Freund</td>\n      <td>Otto</td>\n      <td>1900-11-17 00:00:00+00:00</td>\n      <td>1979-06-16 00:00:00+00:00</td>\n      <td>118559362</td>\n      <td>http://www.wikidata.org/entity/Q121832</td>\n      <td>https://en.wikipedia.org/wiki/Otto_Kahn-Freund</td>\n      <td>https://de.wikipedia.org/wiki/Otto_Kahn-Freund</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Otto Kirchheimer</td>\n      <td>Q214397</td>\n      <td>male</td>\n      <td>Kirchheimer</td>\n      <td>Otto</td>\n      <td>1905-11-11 00:00:00+00:00</td>\n      <td>1965-11-22 00:00:00+00:00</td>\n      <td>118562371</td>\n      <td>http://www.wikidata.org/entity/Q214397</td>\n      <td>https://en.wikipedia.org/wiki/Otto_Kirchheimer</td>\n      <td>https://de.wikipedia.org/wiki/Otto_Kirchheimer</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Ludwig Bendix</td>\n      <td>Q15449424</td>\n      <td>male</td>\n      <td>Bendix</td>\n      <td>Ludwig</td>\n      <td>1877-06-28 00:00:00+00:00</td>\n      <td>1954-01-03 00:00:00+00:00</td>\n      <td>118702033</td>\n      <td>http://www.wikidata.org/entity/Q15449424</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Ludwig_Bendix</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>Arthur Nussbaum</td>\n      <td>Q103088</td>\n      <td>male</td>\n      <td>Nussbaum</td>\n      <td>Arthur</td>\n      <td>1877-01-01 00:00:00+00:00</td>\n      <td>1964-01-01 00:00:00+00:00</td>\n      <td>117071676</td>\n      <td>http://www.wikidata.org/entity/Q103088</td>\n      <td>https://en.wikipedia.org/wiki/Arthur_Nussbaum</td>\n      <td>https://de.wikipedia.org/wiki/Arthur_Nussbaum</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>Theodor Geiger</td>\n      <td>Q96410</td>\n      <td>male</td>\n      <td>Geiger</td>\n      <td>Theodor</td>\n      <td>1891-11-09 00:00:00+00:00</td>\n      <td>1952-06-16 00:00:00+00:00</td>\n      <td>118538187</td>\n      <td>http://www.wikidata.org/entity/Q96410</td>\n      <td>https://en.wikipedia.org/wiki/Theodor_Geiger</td>\n      <td>https://de.wikipedia.org/wiki/Theodor_Geiger</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>Erhard Blankenburg</td>\n      <td>Q51595283</td>\n      <td>male</td>\n      <td>Blankenburg</td>\n      <td>Erhard</td>\n      <td>1938-10-30 00:00:00+00:00</td>\n      <td>2018-03-28 00:00:00+00:00</td>\n      <td>115459235</td>\n      <td>http://www.wikidata.org/entity/Q51595283</td>\n      <td>https://en.wikipedia.org/wiki/Erhard_Blankenburg</td>\n      <td>https://de.wikipedia.org/wiki/Erhard_Blankenburg</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>Wolfgang Kaupen</td>\n      <td>Q93221485</td>\n      <td>male</td>\n      <td></td>\n      <td>Wolfgang</td>\n      <td>1936-01-01 00:00:00+00:00</td>\n      <td>1981-01-01 00:00:00+00:00</td>\n      <td>124045405</td>\n      <td>http://www.wikidata.org/entity/Q93221485</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>Rüdiger Lautmann</td>\n      <td>Q91074</td>\n      <td>male</td>\n      <td></td>\n      <td>Rüdiger</td>\n      <td>1935-12-22 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>120502208</td>\n      <td>http://www.wikidata.org/entity/Q91074</td>\n      <td>https://en.wikipedia.org/wiki/R%C3%BCdiger_Lau...</td>\n      <td>https://de.wikipedia.org/wiki/R%C3%BCdiger_Lau...</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>Thilo Ramm</td>\n      <td>Q59533838</td>\n      <td>male</td>\n      <td>Ramm</td>\n      <td>Thilo</td>\n      <td>1925-04-04 00:00:00+00:00</td>\n      <td>2018-06-17 00:00:00+00:00</td>\n      <td>116327391</td>\n      <td>http://www.wikidata.org/entity/Q59533838</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Thilo_Ramm</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>Rudolf Wiethölter</td>\n      <td>Q1512482</td>\n      <td>male</td>\n      <td></td>\n      <td>Rudolf</td>\n      <td>1929-07-17 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>1034437860</td>\n      <td>http://www.wikidata.org/entity/Q1512482</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Rudolf_Wieth%C3%...</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>Niklas Luhmann</td>\n      <td>Q57238</td>\n      <td>male</td>\n      <td>Luhmann</td>\n      <td>Niklas</td>\n      <td>1927-12-08 00:00:00+00:00</td>\n      <td>1998-11-06 00:00:00+00:00</td>\n      <td>118575147</td>\n      <td>http://www.wikidata.org/entity/Q57238</td>\n      <td>https://en.wikipedia.org/wiki/Niklas_Luhmann</td>\n      <td>https://de.wikipedia.org/wiki/Niklas_Luhmann</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>Hubert Rottleuthner</td>\n      <td>Q55622018</td>\n      <td>male</td>\n      <td></td>\n      <td>Hubert</td>\n      <td>1944-01-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>135622751</td>\n      <td>http://www.wikidata.org/entity/Q55622018</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Hubert_Rottleuthner</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>Ralf Rogowski</td>\n      <td>Q112499743</td>\n      <td>male</td>\n      <td>Rogowski</td>\n      <td>Ralf</td>\n      <td>1953-01-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>17150982X</td>\n      <td>http://www.wikidata.org/entity/Q112499743</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>Ralf Rogowski</td>\n      <td>Q20128038</td>\n      <td>male</td>\n      <td>Rogowski</td>\n      <td>Ralf</td>\n      <td>NaT</td>\n      <td>NaT</td>\n      <td>None</td>\n      <td>http://www.wikidata.org/entity/Q20128038</td>\n      <td>https://en.wikipedia.org/wiki/Ralf_Rogowski</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>Gunther Teubner</td>\n      <td>Q98304</td>\n      <td>male</td>\n      <td>Teubner</td>\n      <td>Gunther</td>\n      <td>1944-04-30 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>119443562</td>\n      <td>http://www.wikidata.org/entity/Q98304</td>\n      <td>https://en.wikipedia.org/wiki/Gunther_Teubner</td>\n      <td>https://de.wikipedia.org/wiki/Gunther_Teubner</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>Volkmar Gessner</td>\n      <td>Q15435946</td>\n      <td>male</td>\n      <td>Gessner</td>\n      <td>Volkmar</td>\n      <td>1937-10-09 00:00:00+00:00</td>\n      <td>2014-11-08 00:00:00+00:00</td>\n      <td>170469328</td>\n      <td>http://www.wikidata.org/entity/Q15435946</td>\n      <td>https://en.wikipedia.org/wiki/Volkmar_Gessner</td>\n      <td>https://de.wikipedia.org/wiki/Volkmar_Gessner</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>Konstanze Plett</td>\n      <td>Q95192683</td>\n      <td>female</td>\n      <td></td>\n      <td></td>\n      <td>1947-01-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>124957048</td>\n      <td>http://www.wikidata.org/entity/Q95192683</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Konstanze_Plett</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>Ute Sacksofsky</td>\n      <td>Q48562036</td>\n      <td>female</td>\n      <td></td>\n      <td>Ute</td>\n      <td>1960-01-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>132505746</td>\n      <td>http://www.wikidata.org/entity/Q48562036</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Ute_Sacksofsky</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>Susanne Baer</td>\n      <td>Q101872</td>\n      <td>female</td>\n      <td>Baer</td>\n      <td>Susanne</td>\n      <td>1964-02-16 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>113854161</td>\n      <td>http://www.wikidata.org/entity/Q101872</td>\n      <td>https://en.wikipedia.org/wiki/Susanne_Baer</td>\n      <td>https://de.wikipedia.org/wiki/Susanne_Baer</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
-     },
-     "execution_count": 79,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Now calling the updated function with the 'language' parameter\n",
-    "property_labels_to_ids = {\n",
-    "    'sexOrGender': 'P21',\n",
-    "#    'image': 'P18',\n",
-    "#    'countryOfCitizenship': 'P27',\n",
-    "    'familyName': 'P734',\n",
-    "    'givenName': 'P735',\n",
-    "    'dateOfBirth': 'P569',\n",
-    "    'dateOfDeath': 'P570',\n",
-    "#    'occupation': 'P106',\n",
-    "#    'fieldOfWork': 'P101',\n",
-    "#    'viaf_id': 'P214',\n",
-    "#    'isni_id': 'P213',\n",
-    "    'gnd_id': 'P227'\n",
-    "}\n",
-    "\n",
-    "scholars = [\n",
-    "    \"Hans Kelsen\",\n",
-    "    \"Hugo Sinzheimer\",\n",
-    "    (\"Karl Renner\",\"Q11726\"),\n",
-    "    (\"Ernst Fraenkel\", \"Q86812\"),\n",
-    "    (\"Franz Leopold Neumann\", \"Q63195\"),\n",
-    "    \"Otto Kahn-Freund\",\n",
-    "    \"Otto Kirchheimer\",\n",
-    "    \"Herrmann Kantorowicz\",\n",
-    "    (\"Ludwig Bendix\", \"Q15449424\"),\n",
-    "    (\"Arthur Nussbaum\", \"Q103088\"),\n",
-    "    \"Theodor Geiger\",\n",
-    "    \"Erhard Blankenburg\",\n",
-    "    \"Wolfgang Kaupen\",\n",
-    "    \"Rüdiger Lautmann\",\n",
-    "    \"Thilo Ramm\",\n",
-    "    \"Rudolf Wiethölter\",\n",
-    "    (\"Niklas Luhmann\",\"Q57238\"),\n",
-    "    'Hubert Rottleuthner',\n",
-    "    'Ralf Rogowski',\n",
-    "    \"Gunther Teubner\",\n",
-    "    \"Volkmar Gessner\",\n",
-    "    \"Konstanze Plett\",\n",
-    "    \"Ute Sacksofsky\",\n",
-    "    (\"Susanne Baer\",\"Q101872\")\n",
-    "]\n",
-    "df = get_person_info_from_wikidata(scholars, property_labels_to_ids, debug=False)\n",
-    "# Convert date strings to datetime\n",
-    "df['dateOfBirth'] = pd.to_datetime(df['dateOfBirth'])\n",
-    "df['dateOfDeath'] = pd.to_datetime(df['dateOfDeath'])\n",
-    "df.to_csv(\"scholars.csv\", index=False)\n",
-    "df"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "ExecuteTime": {
-     "end_time": "2024-03-14T08:56:20.884808600Z",
-     "start_time": "2024-03-14T08:55:49.510655700Z"
-    }
-   },
-   "id": "19ddabbda261cc90"
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Create a list of scholar's QIDs only"
-   ],
-   "metadata": {
-    "collapsed": false
-   },
-   "id": "b81815a61da16209"
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 83,
-   "outputs": [],
-   "source": [
-    "df.copy()[['fullName', 'qid']].to_csv(\"scholars-qid.csv\", index=False)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "ExecuteTime": {
-     "end_time": "2024-03-14T09:03:26.160288500Z",
-     "start_time": "2024-03-14T09:03:26.141305200Z"
-    }
-   },
-   "id": "4d6da32e2fbc1740"
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Create a clickable list of Wikidata/Wikipedia URLs"
-   ],
-   "metadata": {
-    "collapsed": false
-   },
-   "id": "d9d0790315730b82"
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 76,
-   "outputs": [
-    {
-     "data": {
-      "text/plain": "<IPython.core.display.Markdown object>",
-      "text/markdown": "|    | fullName              | qid       | familyName   | givenName     | wikidata_url                                                                    | wikipedia_en                                                                                                    | wikipedia_de                                                                                                       |\n|---:|:----------------------|:----------|:-------------|:--------------|:--------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------|\n|  0 | Hans Kelsen           | Q84165    | Kelsen       | Hans          | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q84165\">Wikidata</a>    | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Hans_Kelsen\">Wikipedia (EN)</a>                          | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Hans_Kelsen\">Wikipedia (DE)</a>                             |\n|  1 | Hugo Sinzheimer       | Q86043    | Sinzheimer   | Hugo D.       | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q86043\">Wikidata</a>    | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Hugo_Sinzheimer\">Wikipedia (EN)</a>                      | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Hugo_Sinzheimer\">Wikipedia (DE)</a>                         |\n|  2 | Karl Renner           | Q11726    | Renner       | Karl          | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q11726\">Wikidata</a>    | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Karl_Renner\">Wikipedia (EN)</a>                          | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Karl_Renner\">Wikipedia (DE)</a>                             |\n|  3 | Ernst Fraenkel        | Q86812    | Fraenkel     | Ernst         | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q86812\">Wikidata</a>    | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Ernst_Fraenkel_(political_scientist)\">Wikipedia (EN)</a> | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Ernst_Fraenkel_(Politikwissenschaftler)\">Wikipedia (DE)</a> |\n|  4 | Franz Leopold Neumann | Q63195    | Neumann      | Leopold Franz | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q63195\">Wikidata</a>    | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Franz_Neumann_(political_scientist)\">Wikipedia (EN)</a>  | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Franz_Neumann_(Politikwissenschaftler)\">Wikipedia (DE)</a>  |\n|  5 | Otto Kahn-Freund      | Q121832   | Kahn Freund  | Otto          | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q121832\">Wikidata</a>   | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Otto_Kahn-Freund\">Wikipedia (EN)</a>                     | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Otto_Kahn-Freund\">Wikipedia (DE)</a>                        |\n|  6 | Otto Kirchheimer      | Q214397   | Kirchheimer  | Otto          | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q214397\">Wikidata</a>   | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Otto_Kirchheimer\">Wikipedia (EN)</a>                     | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Otto_Kirchheimer\">Wikipedia (DE)</a>                        |\n|  7 | Ludwig Bendix         | Q15449424 | Bendix       | Ludwig        | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q15449424\">Wikidata</a> | <a target=\"_blank\" href=\"None\">Wikipedia (EN)</a>                                                               | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Ludwig_Bendix\">Wikipedia (DE)</a>                           |\n|  8 | Arthur Nussbaum       | Q103088   | Nussbaum     | Arthur        | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q103088\">Wikidata</a>   | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Arthur_Nussbaum\">Wikipedia (EN)</a>                      | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Arthur_Nussbaum\">Wikipedia (DE)</a>                         |\n|  9 | Theodor Geiger        | Q96410    | Geiger       | Theodor       | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q96410\">Wikidata</a>    | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Theodor_Geiger\">Wikipedia (EN)</a>                       | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Theodor_Geiger\">Wikipedia (DE)</a>                          |\n| 10 | Erhard Blankenburg    | Q51595283 | Blankenburg  | Erhard        | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q51595283\">Wikidata</a> | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Erhard_Blankenburg\">Wikipedia (EN)</a>                   | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Erhard_Blankenburg\">Wikipedia (DE)</a>                      |\n| 11 | Wolfgang Kaupen       | Q93221485 |              | Wolfgang      | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q93221485\">Wikidata</a> | <a target=\"_blank\" href=\"None\">Wikipedia (EN)</a>                                                               | <a target=\"_blank\" href=\"None\">Wikipedia (DE)</a>                                                                  |\n| 12 | Rüdiger Lautmann      | Q91074    |              | Rüdiger       | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q91074\">Wikidata</a>    | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/R%C3%BCdiger_Lautmann\">Wikipedia (EN)</a>                | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/R%C3%BCdiger_Lautmann\">Wikipedia (DE)</a>                   |\n| 13 | Thilo Ramm            | Q59533838 | Ramm         | Thilo         | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q59533838\">Wikidata</a> | <a target=\"_blank\" href=\"None\">Wikipedia (EN)</a>                                                               | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Thilo_Ramm\">Wikipedia (DE)</a>                              |\n| 14 | Rudolf Wiethölter     | Q1512482  |              | Rudolf        | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q1512482\">Wikidata</a>  | <a target=\"_blank\" href=\"None\">Wikipedia (EN)</a>                                                               | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Rudolf_Wieth%C3%B6lter\">Wikipedia (DE)</a>                  |\n| 15 | Niklas Luhmann        | Q57238    | Luhmann      | Niklas        | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q57238\">Wikidata</a>    | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Niklas_Luhmann\">Wikipedia (EN)</a>                       | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Niklas_Luhmann\">Wikipedia (DE)</a>                          |\n| 16 | Hubert Rottleuthner   | Q55622018 |              | Hubert        | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q55622018\">Wikidata</a> | <a target=\"_blank\" href=\"None\">Wikipedia (EN)</a>                                                               | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Hubert_Rottleuthner\">Wikipedia (DE)</a>                     |\n| 17 | Gunther Teubner       | Q98304    | Teubner      | Gunther       | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q98304\">Wikidata</a>    | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Gunther_Teubner\">Wikipedia (EN)</a>                      | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Gunther_Teubner\">Wikipedia (DE)</a>                         |\n| 18 | Volkmar Gessner       | Q15435946 | Gessner      | Volkmar       | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q15435946\">Wikidata</a> | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Volkmar_Gessner\">Wikipedia (EN)</a>                      | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Volkmar_Gessner\">Wikipedia (DE)</a>                         |\n| 19 | Konstanze Plett       | Q95192683 |              |               | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q95192683\">Wikidata</a> | <a target=\"_blank\" href=\"None\">Wikipedia (EN)</a>                                                               | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Konstanze_Plett\">Wikipedia (DE)</a>                         |\n| 20 | Ute Sacksofsky        | Q48562036 |              | Ute           | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q48562036\">Wikidata</a> | <a target=\"_blank\" href=\"None\">Wikipedia (EN)</a>                                                               | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Ute_Sacksofsky\">Wikipedia (DE)</a>                          |\n| 21 | Susanne Baer          | Q101872   | Baer         | Susanne       | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q101872\">Wikidata</a>   | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Susanne_Baer\">Wikipedia (EN)</a>                         | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Susanne_Baer\">Wikipedia (DE)</a>                            |"
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "from IPython.display import display, Markdown\n",
-    "\n",
-    "# Function to convert URLs to HTML links\n",
-    "def make_clickable(val, name):\n",
-    "    return f'<a target=\"_blank\" href=\"{val}\">{name}</a>'\n",
-    "\n",
-    "# Apply the function to each URL column\n",
-    "df_styled = df.copy()[['fullName', 'qid', 'familyName', 'givenName', 'wikidata_url', 'wikipedia_en', 'wikipedia_de' ]]\n",
-    "df_styled['wikidata_url'] = df['wikidata_url'].apply(make_clickable, name='Wikidata')\n",
-    "df_styled['wikipedia_en'] = df['wikipedia_en'].apply(make_clickable, name='Wikipedia (EN)')\n",
-    "df_styled['wikipedia_de'] = df['wikipedia_de'].apply(make_clickable, name='Wikipedia (DE)')\n",
-    "\n",
-    "# Display the DataFrame as HTML\n",
-    "display(Markdown(df_styled.to_markdown()))\n"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "ExecuteTime": {
-     "end_time": "2024-03-14T08:53:06.819629Z",
-     "start_time": "2024-03-14T08:53:06.787707300Z"
-    }
-   },
-   "id": "2d7bdaeed0f38415"
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "outputs": [
-    {
-     "ename": "TypeError",
-     "evalue": "'>' not supported between instances of 'float' and 'str'",
-     "output_type": "error",
-     "traceback": [
-      "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
-      "\u001B[1;31mTypeError\u001B[0m                                 Traceback (most recent call last)",
-      "Cell \u001B[1;32mIn[13], line 20\u001B[0m\n\u001B[0;32m     18\u001B[0m df[\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mrow\u001B[39m\u001B[38;5;124m'\u001B[39m] \u001B[38;5;241m=\u001B[39m \u001B[38;5;241m0\u001B[39m\n\u001B[0;32m     19\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m index, scholar \u001B[38;5;129;01min\u001B[39;00m df\u001B[38;5;241m.\u001B[39miterrows():\n\u001B[1;32m---> 20\u001B[0m     row \u001B[38;5;241m=\u001B[39m \u001B[43mfind_row\u001B[49m\u001B[43m(\u001B[49m\u001B[43mlast_dates\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mscholar\u001B[49m\u001B[43m[\u001B[49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[38;5;124;43mdateOfBirth\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[43m]\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m     21\u001B[0m     \u001B[38;5;28;01mif\u001B[39;00m row \u001B[38;5;241m<\u001B[39m \u001B[38;5;28mlen\u001B[39m(last_dates):\n\u001B[0;32m     22\u001B[0m         last_dates[row] \u001B[38;5;241m=\u001B[39m scholar[\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mdateOfDeath\u001B[39m\u001B[38;5;124m'\u001B[39m]\n",
-      "Cell \u001B[1;32mIn[13], line 13\u001B[0m, in \u001B[0;36mfind_row\u001B[1;34m(last_dates, start_date)\u001B[0m\n\u001B[0;32m     11\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m \u001B[38;5;21mfind_row\u001B[39m(last_dates, start_date):\n\u001B[0;32m     12\u001B[0m     \u001B[38;5;28;01mfor\u001B[39;00m i, last_date \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28menumerate\u001B[39m(last_dates):\n\u001B[1;32m---> 13\u001B[0m         \u001B[38;5;28;01mif\u001B[39;00m \u001B[43mstart_date\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m>\u001B[39;49m\u001B[43m \u001B[49m\u001B[43mlast_date\u001B[49m:\n\u001B[0;32m     14\u001B[0m             \u001B[38;5;28;01mreturn\u001B[39;00m i\n\u001B[0;32m     15\u001B[0m     \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[38;5;28mlen\u001B[39m(last_dates)\n",
-      "\u001B[1;31mTypeError\u001B[0m: '>' not supported between instances of 'float' and 'str'"
-     ]
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "import plotly.express as px\n",
-    "\n",
-    "# Load the data\n",
-    "df = pd.read_csv(\"scholars.csv\", encoding='utf-8')\n",
-    "\n",
-    "# Initialize a list to track the last dateOfDeath in each row to manage overlaps\n",
-    "last_dates = []\n",
-    "\n",
-    "# Function to find the appropriate row for each scholar\n",
-    "def find_row(last_dates, start_date):\n",
-    "    for i, last_date in enumerate(last_dates):\n",
-    "        if start_date > last_date:\n",
-    "            return i\n",
-    "    return len(last_dates)\n",
-    "\n",
-    "# Assign rows without overlaps and sort by the earliest dateOfBirth\n",
-    "df['row'] = 0\n",
-    "for index, scholar in df.iterrows():\n",
-    "    row = find_row(last_dates, scholar['dateOfBirth'])\n",
-    "    if row < len(last_dates):\n",
-    "        last_dates[row] = scholar['dateOfDeath']\n",
-    "    else:\n",
-    "        last_dates.append(scholar['dateOfDeath'])\n",
-    "    df.at[index, 'row'] = row\n",
-    "\n",
-    "# Now plotting without row labels\n",
-    "fig = px.timeline(df, x_start=\"dateOfBirth\", x_end=\"dateOfDeath\", y=\"row\", text=\"fullName\", title=\"Scholars' Life Spans Timeline\")\n",
-    "\n",
-    "# Update layout\n",
-    "fig.update_layout(yaxis=dict(tickmode='array', tickvals=[], ticktext=[]))\n",
-    "fig.update_yaxes(autorange=\"reversed\")  # This reverses the y-axis to match your requirement\n",
-    "\n",
-    "fig.show()\n",
-    "\n"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "ExecuteTime": {
-     "end_time": "2024-03-11T22:37:55.002823500Z",
-     "start_time": "2024-03-11T22:37:53.483582400Z"
-    }
-   },
-   "id": "9bdf188991f29962"
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "outputs": [],
-   "source": [
-    "import pandas as pd\n",
-    "from datetime import datetime\n",
-    "\n",
-    "# Assuming df is your existing DataFrame\n",
-    "\n",
-    "# Convert dateOfBirth and dateOfDeath to just the year, handle NaT/NaN appropriately\n",
-    "df['Year'] = pd.to_datetime(df['dateOfBirth'], errors='coerce').dt.year.astype('Int64')\n",
-    "df['End Year'] = pd.to_datetime(df['dateOfDeath'], errors='coerce').dt.year.astype('Int64')\n",
-    "\n",
-    "# Create 'Display Date' as \"dateOfBirth - dateOfDeath\"\n",
-    "df['Display Date'] = df['Year'].astype(str).replace('<NA>','')  + ' - ' + df['End Year'].astype(str).replace('<NA>','')\n",
-    "\n",
-    "# Create 'Headline' as \"fullName (dateOfBirth - dateOfDeath)\"\n",
-    "df['Headline'] = df['fullName'] + ' (' + df['Display Date'] + ')'\n",
-    "\n",
-    "# Create 'Text' column by combining occupation, fieldOfWork, employer\n",
-    "df['Text'] = df[['occupation', 'fieldOfWork']].apply(lambda x: '<br>'.join(x.dropna()), axis=1)\n",
-    "\n",
-    "# Use the image directly; assuming the URLs are already correctly formed in the 'image' column\n",
-    "df['Media'] = df['image']\n",
-    "\n",
-    "# Add a \"Group\" column with the value \"actors\" for all rows\n",
-    "df['Group'] = 'actors'\n",
-    "\n",
-    "# fix date columns\n",
-    "df['Display Date'] = df['Display Date'].fillna('')  # Ensure no NaNs in Display Date\n",
-    "df['Headline'] = df['Headline'].fillna('')  # Ensure no NaNs in Headline\n",
-    "df['Text'] = df['Text'].fillna('')  # Ensure no NaNs in Text\n",
-    "df['Media'] = df['Media'].fillna('')  # Ensure no NaNs in Media\n",
-    "\n",
-    "# Now select and order the DataFrame according to the TimelineJS template requirements\n",
-    "columns = \"Year\tMonth\tDay\tTime\tEnd Year\tEnd Month\tEnd Day\tEnd Time\tDisplay Date\tHeadline\tText\tMedia\tMedia Credit\tMedia Caption\tMedia Thumbnail\tType\tGroup\tBackground\tLink\".split(\"\\t\")\n",
-    "for col in columns:\n",
-    "    if col not in df:\n",
-    "        df[col] = ''\n",
-    "timeline_df = df[columns]\n",
-    "\n",
-    "timeline_df.to_excel(\"timeline_data.xlsx\", index=False)\n"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "ExecuteTime": {
-     "end_time": "2024-03-06T15:08:24.294712700Z",
-     "start_time": "2024-03-06T15:08:24.250520100Z"
-    }
-   },
-   "id": "b8058de7fa9212b"
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "outputs": [],
-   "source": [],
-   "metadata": {
-    "collapsed": false
-   },
-   "id": "f4b14ea7d4941e57"
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
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- "nbformat": 4,
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-}

wikidata/scholars-de.ipynb

+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "## Retrieve Data for a given list of scholars"
+   ],
+   "metadata": {
+    "collapsed": false
+   },
+   "id": "397920a95584f406"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Retrieving scholar data...\n",
+      "Retrieving wikipedia URLs...\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": "                      fullName         qid  \\\n0                  Karl Renner      Q11726   \n1              Hugo Sinzheimer      Q86043   \n2              Arthur Nussbaum     Q103088   \n3                Ludwig Bendix   Q15449424   \n4                  Hans Kelsen      Q84165   \n5               Theodor Geiger      Q96410   \n6               Ernst Fraenkel      Q86812   \n7        Franz Leopold Neumann      Q63195   \n8             Otto Kahn-Freund     Q121832   \n9          Ernst Eduard Hirsch     Q107033   \n10            Otto Kirchheimer     Q214397   \n11             Helmut Schelsky     Q104272   \n12                 Hans Ryffel   Q21035905   \n13               Theo Rasehorn    Q1304659   \n14           Rudolf Wassermann    Q1551290   \n15                  Thilo Ramm   Q59533838   \n16              Niklas Luhmann      Q57238   \n17           Rudolf Wiethölter    Q1512482   \n18                  Günter Dux    Q1560417   \n19               Jutta Limbach      Q72551   \n20               Thomas Raiser   Q27909309   \n21           Manfred Rehbinder    Q1889820   \n22            Rüdiger Lautmann      Q91074   \n23             Wolfgang Kaupen   Q93221485   \n24             Volkmar Gessner   Q15435946   \n25               Klaus F. Röhl   Q27148390   \n26          Erhard Blankenburg   Q51595283   \n27               Manfred Weiss    Q1588285   \n28               Rüdiger Voigt    Q1682026   \n29              Roland Girtler     Q112873   \n30              Hubert Treiber    Q1633462   \n31             Brun-Otto Bryde     Q107784   \n32         Hubert Rottleuthner   Q55622018   \n33            Klaus A. Ziegert  Q112513122   \n34              Dieter Martiny    Q1222459   \n35             Gunther Teubner      Q98304   \n36             Konstanze Plett   Q95192683   \n37                Armin Höland   Q15435996   \n38            Susanne Karstedt    Q2369299   \n39                  Leo Kißler   Q63203841   \n40                  Fritz Jost  Q105946060   \n41                 Doris Lucke    Q1245242   \n42               Ralf Rogowski   Q20128038   \n43  Wolfgang Ludwig-Mayerhofer    Q2590472   \n44                Kai Bussmann    Q1552696   \n45             Dorothea Jansen   Q21258453   \n46                 Alfons Bora    Q2644328   \n47              Ute Sacksofsky   Q48562036   \n48              Stefan Machura   Q95245830   \n49                Ralf Poscher    Q2129347   \n50                Susanne Baer     Q101872   \n51        Gralf-Peter Calliess    Q1542033   \n\n                                             itemdesc sexOrGender  \\\n0              first President of Austria (1870–1950)        male   \n1                       German politician (1875-1945)        male   \n2                              German American jurist        male   \n3   German economist, civil law notary and lawyer ...        male   \n4                                     Austrian lawyer        male   \n5                      German sociologist (1891-1952)        male   \n6                     political scientist (1898-1975)        male   \n7                           German political activist        male   \n8                               German-British jurist        male   \n9                            German judge (1902-1985)        male   \n10                      German-American legal scholar        male   \n11                     German sociologist (1912-1984)        male   \n12                                        (1913-1989)        male   \n13                            German judge and author        male   \n14                           German judge (1925-2008)        male   \n15                    German legal scholar and author        male   \n16  German sociologist, administration expert, and...        male   \n17                                      German jurist        male   \n18                                 German sociologist        male   \n19      German judge and politician (SPD) (1934-2016)      female   \n20                                               None        male   \n21                                      German jurist        male   \n22             German sociologist and LGBT researcher        male   \n23                                               None        male   \n24                               University professor        male   \n25                                               None        male   \n26              German sociologist of law (1938-2018)        male   \n27                                      German jurist        male   \n28                                      German author        male   \n29                 Austrian historian and sociologist        male   \n30                          German university teacher        male   \n31                                       German judge        male   \n32                                               None        male   \n33                          German sociologist of law        male   \n34                                      German jurist        male   \n35                                    German academic        male   \n36                                               None      female   \n37                        German university professor        male   \n38                                      criminologist      female   \n39                                               None        male   \n40                                               None        male   \n41                          German university teacher      female   \n42                          Law professor (born 1953)        male   \n43                                 German sociologist        male   \n44                                      German jurist        male   \n45                                               None      female   \n46                                 German sociologist        male   \n47                               German legal scholar      female   \n48                                               None        male   \n49                             German legal historian        male   \n50                                       German judge      female   \n51                                      German jurist        male   \n\n     familyName      givenName               dateOfBirth  \\\n0        Renner           Karl 1870-12-14 00:00:00+00:00   \n1    Sinzheimer        Hugo D. 1875-01-01 00:00:00+00:00   \n2      Nussbaum         Arthur 1877-01-01 00:00:00+00:00   \n3        Bendix         Ludwig 1877-06-28 00:00:00+00:00   \n4        Kelsen           Hans 1881-10-11 00:00:00+00:00   \n5        Geiger        Theodor 1891-11-09 00:00:00+00:00   \n6      Fraenkel          Ernst 1898-12-26 00:00:00+00:00   \n7       Neumann  Leopold Franz 1900-05-23 00:00:00+00:00   \n8   Kahn Freund           Otto 1900-11-17 00:00:00+00:00   \n9        Hirsch          Ernst 1902-01-20 00:00:00+00:00   \n10  Kirchheimer           Otto 1905-11-11 00:00:00+00:00   \n11                      Helmut 1912-10-14 00:00:00+00:00   \n12       Ryffel           Hans 1913-06-27 00:00:00+00:00   \n13                        Theo 1918-10-26 00:00:00+00:00   \n14   Wassermann         Rudolf 1925-01-05 00:00:00+00:00   \n15         Ramm          Thilo 1925-04-04 00:00:00+00:00   \n16      Luhmann         Niklas 1927-12-08 00:00:00+00:00   \n17                      Rudolf 1929-07-17 00:00:00+00:00   \n18          Dux         Günter 1933-06-23 00:00:00+00:00   \n19      Limbach          Jutta 1934-03-27 00:00:00+00:00   \n20                      Thomas 1935-02-20 00:00:00+00:00   \n21                     Manfred 1935-03-22 00:00:00+00:00   \n22                     Rüdiger 1935-12-22 00:00:00+00:00   \n23                    Wolfgang 1936-01-01 00:00:00+00:00   \n24      Gessner        Volkmar 1937-10-09 00:00:00+00:00   \n25         Röhl          Klaus 1938-05-22 00:00:00+00:00   \n26  Blankenburg         Erhard 1938-10-30 00:00:00+00:00   \n27        Weiss        Manfred 1940-06-01 00:00:00+00:00   \n28        Voigt        Rüdiger 1941-04-07 00:00:00+00:00   \n29      Girtler         Roland 1941-05-31 00:00:00+00:00   \n30                      Hubert 1942-07-30 00:00:00+00:00   \n31                             1943-01-12 00:00:00+00:00   \n32                      Hubert 1944-01-01 00:00:00+00:00   \n33      Ziegert          Klaus 1944-01-01 00:00:00+00:00   \n34      Martiny         Dieter 1944-03-21 00:00:00+00:00   \n35      Teubner        Gunther 1944-04-30 00:00:00+00:00   \n36                             1947-01-01 00:00:00+00:00   \n37                       Armin 1948-11-04 00:00:00+00:00   \n38                     Susanne 1949-01-01 00:00:00+00:00   \n39                         Leo 1949-01-08 00:00:00+00:00   \n40                       Fritz 1949-08-07 00:00:00+00:00   \n41                       Doris 1953-01-01 00:00:00+00:00   \n42     Rogowski           Ralf 1953-01-01 00:00:00+00:00   \n43                    Wolfgang 1954-01-01 00:00:00+00:00   \n44     Bussmann            Kai 1955-01-01 00:00:00+00:00   \n45       Jansen       Dorothea 1956-08-21 00:00:00+00:00   \n46                      Alfons 1957-05-03 00:00:00+00:00   \n47                         Ute 1960-01-01 00:00:00+00:00   \n48                      Stefan 1962-01-01 00:00:00+00:00   \n49                        Ralf 1962-01-01 00:00:00+00:00   \n50         Baer        Susanne 1964-02-16 00:00:00+00:00   \n51     Calliess    Gralf-Peter 1967-01-01 00:00:00+00:00   \n\n                 dateOfDeath                               wikidata_url  \\\n0  1950-12-31 00:00:00+00:00      http://www.wikidata.org/entity/Q11726   \n1  1945-09-16 00:00:00+00:00      http://www.wikidata.org/entity/Q86043   \n2  1964-01-01 00:00:00+00:00     http://www.wikidata.org/entity/Q103088   \n3  1954-01-03 00:00:00+00:00   http://www.wikidata.org/entity/Q15449424   \n4  1973-04-19 00:00:00+00:00      http://www.wikidata.org/entity/Q84165   \n5  1952-06-16 00:00:00+00:00      http://www.wikidata.org/entity/Q96410   \n6  1975-03-28 00:00:00+00:00      http://www.wikidata.org/entity/Q86812   \n7  1954-09-02 00:00:00+00:00      http://www.wikidata.org/entity/Q63195   \n8  1979-06-16 00:00:00+00:00     http://www.wikidata.org/entity/Q121832   \n9  1985-03-29 00:00:00+00:00     http://www.wikidata.org/entity/Q107033   \n10 1965-11-22 00:00:00+00:00     http://www.wikidata.org/entity/Q214397   \n11 1984-02-24 00:00:00+00:00     http://www.wikidata.org/entity/Q104272   \n12 1989-09-30 00:00:00+00:00   http://www.wikidata.org/entity/Q21035905   \n13 2016-01-16 00:00:00+00:00    http://www.wikidata.org/entity/Q1304659   \n14 2008-06-13 00:00:00+00:00    http://www.wikidata.org/entity/Q1551290   \n15 2018-06-17 00:00:00+00:00   http://www.wikidata.org/entity/Q59533838   \n16 1998-11-06 00:00:00+00:00      http://www.wikidata.org/entity/Q57238   \n17                       NaT    http://www.wikidata.org/entity/Q1512482   \n18                       NaT    http://www.wikidata.org/entity/Q1560417   \n19 2016-09-10 00:00:00+00:00      http://www.wikidata.org/entity/Q72551   \n20                       NaT   http://www.wikidata.org/entity/Q27909309   \n21                       NaT    http://www.wikidata.org/entity/Q1889820   \n22                       NaT      http://www.wikidata.org/entity/Q91074   \n23 1981-01-01 00:00:00+00:00   http://www.wikidata.org/entity/Q93221485   \n24 2014-11-08 00:00:00+00:00   http://www.wikidata.org/entity/Q15435946   \n25                       NaT   http://www.wikidata.org/entity/Q27148390   \n26 2018-03-28 00:00:00+00:00   http://www.wikidata.org/entity/Q51595283   \n27                       NaT    http://www.wikidata.org/entity/Q1588285   \n28                       NaT    http://www.wikidata.org/entity/Q1682026   \n29                       NaT     http://www.wikidata.org/entity/Q112873   \n30                       NaT    http://www.wikidata.org/entity/Q1633462   \n31                       NaT     http://www.wikidata.org/entity/Q107784   \n32                       NaT   http://www.wikidata.org/entity/Q55622018   \n33                       NaT  http://www.wikidata.org/entity/Q112513122   \n34                       NaT    http://www.wikidata.org/entity/Q1222459   \n35                       NaT      http://www.wikidata.org/entity/Q98304   \n36                       NaT   http://www.wikidata.org/entity/Q95192683   \n37                       NaT   http://www.wikidata.org/entity/Q15435996   \n38                       NaT    http://www.wikidata.org/entity/Q2369299   \n39                       NaT   http://www.wikidata.org/entity/Q63203841   \n40                       NaT  http://www.wikidata.org/entity/Q105946060   \n41                       NaT    http://www.wikidata.org/entity/Q1245242   \n42                       NaT   http://www.wikidata.org/entity/Q20128038   \n43                       NaT    http://www.wikidata.org/entity/Q2590472   \n44                       NaT    http://www.wikidata.org/entity/Q1552696   \n45 2017-05-12 00:00:00+00:00   http://www.wikidata.org/entity/Q21258453   \n46                       NaT    http://www.wikidata.org/entity/Q2644328   \n47                       NaT   http://www.wikidata.org/entity/Q48562036   \n48                       NaT   http://www.wikidata.org/entity/Q95245830   \n49                       NaT    http://www.wikidata.org/entity/Q2129347   \n50                       NaT     http://www.wikidata.org/entity/Q101872   \n51                       NaT    http://www.wikidata.org/entity/Q1542033   \n\n                                         wikipedia_en  \\\n0           https://en.wikipedia.org/wiki/Karl_Renner   \n1       https://en.wikipedia.org/wiki/Hugo_Sinzheimer   \n2       https://en.wikipedia.org/wiki/Arthur_Nussbaum   \n3                                                None   \n4           https://en.wikipedia.org/wiki/Hans_Kelsen   \n5        https://en.wikipedia.org/wiki/Theodor_Geiger   \n6   https://en.wikipedia.org/wiki/Ernst_Fraenkel_(...   \n7   https://en.wikipedia.org/wiki/Franz_Neumann_(p...   \n8      https://en.wikipedia.org/wiki/Otto_Kahn-Freund   \n9                                                None   \n10     https://en.wikipedia.org/wiki/Otto_Kirchheimer   \n11      https://en.wikipedia.org/wiki/Helmut_Schelsky   \n12                                               None   \n13                                               None   \n14                                               None   \n15                                               None   \n16       https://en.wikipedia.org/wiki/Niklas_Luhmann   \n17                                               None   \n18                                               None   \n19        https://en.wikipedia.org/wiki/Jutta_Limbach   \n20                                               None   \n21                                               None   \n22  https://en.wikipedia.org/wiki/R%C3%BCdiger_Lau...   \n23                                               None   \n24      https://en.wikipedia.org/wiki/Volkmar_Gessner   \n25                                               None   \n26   https://en.wikipedia.org/wiki/Erhard_Blankenburg   \n27                                               None   \n28                                               None   \n29                                               None   \n30                                               None   \n31      https://en.wikipedia.org/wiki/Brun-Otto_Bryde   \n32                                               None   \n33                                               None   \n34                                               None   \n35      https://en.wikipedia.org/wiki/Gunther_Teubner   \n36                                               None   \n37                                               None   \n38     https://en.wikipedia.org/wiki/Susanne_Karstedt   \n39                                               None   \n40                                               None   \n41                                               None   \n42        https://en.wikipedia.org/wiki/Ralf_Rogowski   \n43                                               None   \n44                                               None   \n45                                               None   \n46                                               None   \n47                                               None   \n48                                               None   \n49                                               None   \n50         https://en.wikipedia.org/wiki/Susanne_Baer   \n51                                               None   \n\n                                         wikipedia_de  \n0           https://de.wikipedia.org/wiki/Karl_Renner  \n1       https://de.wikipedia.org/wiki/Hugo_Sinzheimer  \n2       https://de.wikipedia.org/wiki/Arthur_Nussbaum  \n3         https://de.wikipedia.org/wiki/Ludwig_Bendix  \n4           https://de.wikipedia.org/wiki/Hans_Kelsen  \n5        https://de.wikipedia.org/wiki/Theodor_Geiger  \n6   https://de.wikipedia.org/wiki/Ernst_Fraenkel_(...  \n7   https://de.wikipedia.org/wiki/Franz_Neumann_(P...  \n8      https://de.wikipedia.org/wiki/Otto_Kahn-Freund  \n9   https://de.wikipedia.org/wiki/Ernst_Eduard_Hirsch  \n10     https://de.wikipedia.org/wiki/Otto_Kirchheimer  \n11      https://de.wikipedia.org/wiki/Helmut_Schelsky  \n12  https://de.wikipedia.org/wiki/Hans_Ryffel_(Rec...  \n13        https://de.wikipedia.org/wiki/Theo_Rasehorn  \n14    https://de.wikipedia.org/wiki/Rudolf_Wassermann  \n15           https://de.wikipedia.org/wiki/Thilo_Ramm  \n16       https://de.wikipedia.org/wiki/Niklas_Luhmann  \n17  https://de.wikipedia.org/wiki/Rudolf_Wieth%C3%...  \n18      https://de.wikipedia.org/wiki/G%C3%BCnter_Dux  \n19        https://de.wikipedia.org/wiki/Jutta_Limbach  \n20        https://de.wikipedia.org/wiki/Thomas_Raiser  \n21    https://de.wikipedia.org/wiki/Manfred_Rehbinder  \n22  https://de.wikipedia.org/wiki/R%C3%BCdiger_Lau...  \n23                                               None  \n24      https://de.wikipedia.org/wiki/Volkmar_Gessner  \n25   https://de.wikipedia.org/wiki/Klaus_F._R%C3%B6hl  \n26   https://de.wikipedia.org/wiki/Erhard_Blankenburg  \n27  https://de.wikipedia.org/wiki/Manfred_Weiss_(J...  \n28   https://de.wikipedia.org/wiki/R%C3%BCdiger_Voigt  \n29       https://de.wikipedia.org/wiki/Roland_Girtler  \n30       https://de.wikipedia.org/wiki/Hubert_Treiber  \n31      https://de.wikipedia.org/wiki/Brun-Otto_Bryde  \n32  https://de.wikipedia.org/wiki/Hubert_Rottleuthner  \n33                                               None  \n34       https://de.wikipedia.org/wiki/Dieter_Martiny  \n35      https://de.wikipedia.org/wiki/Gunther_Teubner  \n36      https://de.wikipedia.org/wiki/Konstanze_Plett  \n37    https://de.wikipedia.org/wiki/Armin_H%C3%B6land  \n38     https://de.wikipedia.org/wiki/Susanne_Karstedt  \n39      https://de.wikipedia.org/wiki/Leo_Ki%C3%9Fler  \n40  https://de.wikipedia.org/wiki/Fritz_Jost_(Rech...  \n41          https://de.wikipedia.org/wiki/Doris_Lucke  \n42                                               None  \n43  https://de.wikipedia.org/wiki/Wolfgang_Ludwig-...  \n44         https://de.wikipedia.org/wiki/Kai_Bussmann  \n45      https://de.wikipedia.org/wiki/Dorothea_Jansen  \n46          https://de.wikipedia.org/wiki/Alfons_Bora  \n47       https://de.wikipedia.org/wiki/Ute_Sacksofsky  \n48                                               None  \n49         https://de.wikipedia.org/wiki/Ralf_Poscher  \n50         https://de.wikipedia.org/wiki/Susanne_Baer  \n51  https://de.wikipedia.org/wiki/Gralf-Peter_Call...  ",
+      "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>qid</th>\n      <th>itemdesc</th>\n      <th>sexOrGender</th>\n      <th>familyName</th>\n      <th>givenName</th>\n      <th>dateOfBirth</th>\n      <th>dateOfDeath</th>\n      <th>wikidata_url</th>\n      <th>wikipedia_en</th>\n      <th>wikipedia_de</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Karl Renner</td>\n      <td>Q11726</td>\n      <td>first President of Austria (1870–1950)</td>\n      <td>male</td>\n      <td>Renner</td>\n      <td>Karl</td>\n      <td>1870-12-14 00:00:00+00:00</td>\n      <td>1950-12-31 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q11726</td>\n      <td>https://en.wikipedia.org/wiki/Karl_Renner</td>\n      <td>https://de.wikipedia.org/wiki/Karl_Renner</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Hugo Sinzheimer</td>\n      <td>Q86043</td>\n      <td>German politician (1875-1945)</td>\n      <td>male</td>\n      <td>Sinzheimer</td>\n      <td>Hugo D.</td>\n      <td>1875-01-01 00:00:00+00:00</td>\n      <td>1945-09-16 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q86043</td>\n      <td>https://en.wikipedia.org/wiki/Hugo_Sinzheimer</td>\n      <td>https://de.wikipedia.org/wiki/Hugo_Sinzheimer</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Arthur Nussbaum</td>\n      <td>Q103088</td>\n      <td>German American jurist</td>\n      <td>male</td>\n      <td>Nussbaum</td>\n      <td>Arthur</td>\n      <td>1877-01-01 00:00:00+00:00</td>\n      <td>1964-01-01 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q103088</td>\n      <td>https://en.wikipedia.org/wiki/Arthur_Nussbaum</td>\n      <td>https://de.wikipedia.org/wiki/Arthur_Nussbaum</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Ludwig Bendix</td>\n      <td>Q15449424</td>\n      <td>German economist, civil law notary and lawyer ...</td>\n      <td>male</td>\n      <td>Bendix</td>\n      <td>Ludwig</td>\n      <td>1877-06-28 00:00:00+00:00</td>\n      <td>1954-01-03 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q15449424</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Ludwig_Bendix</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Hans Kelsen</td>\n      <td>Q84165</td>\n      <td>Austrian lawyer</td>\n      <td>male</td>\n      <td>Kelsen</td>\n      <td>Hans</td>\n      <td>1881-10-11 00:00:00+00:00</td>\n      <td>1973-04-19 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q84165</td>\n      <td>https://en.wikipedia.org/wiki/Hans_Kelsen</td>\n      <td>https://de.wikipedia.org/wiki/Hans_Kelsen</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Theodor Geiger</td>\n      <td>Q96410</td>\n      <td>German sociologist (1891-1952)</td>\n      <td>male</td>\n      <td>Geiger</td>\n      <td>Theodor</td>\n      <td>1891-11-09 00:00:00+00:00</td>\n      <td>1952-06-16 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q96410</td>\n      <td>https://en.wikipedia.org/wiki/Theodor_Geiger</td>\n      <td>https://de.wikipedia.org/wiki/Theodor_Geiger</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Ernst Fraenkel</td>\n      <td>Q86812</td>\n      <td>political scientist (1898-1975)</td>\n      <td>male</td>\n      <td>Fraenkel</td>\n      <td>Ernst</td>\n      <td>1898-12-26 00:00:00+00:00</td>\n      <td>1975-03-28 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q86812</td>\n      <td>https://en.wikipedia.org/wiki/Ernst_Fraenkel_(...</td>\n      <td>https://de.wikipedia.org/wiki/Ernst_Fraenkel_(...</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Franz Leopold Neumann</td>\n      <td>Q63195</td>\n      <td>German political activist</td>\n      <td>male</td>\n      <td>Neumann</td>\n      <td>Leopold Franz</td>\n      <td>1900-05-23 00:00:00+00:00</td>\n      <td>1954-09-02 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q63195</td>\n      <td>https://en.wikipedia.org/wiki/Franz_Neumann_(p...</td>\n      <td>https://de.wikipedia.org/wiki/Franz_Neumann_(P...</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>Otto Kahn-Freund</td>\n      <td>Q121832</td>\n      <td>German-British jurist</td>\n      <td>male</td>\n      <td>Kahn Freund</td>\n      <td>Otto</td>\n      <td>1900-11-17 00:00:00+00:00</td>\n      <td>1979-06-16 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q121832</td>\n      <td>https://en.wikipedia.org/wiki/Otto_Kahn-Freund</td>\n      <td>https://de.wikipedia.org/wiki/Otto_Kahn-Freund</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>Ernst Eduard Hirsch</td>\n      <td>Q107033</td>\n      <td>German judge (1902-1985)</td>\n      <td>male</td>\n      <td>Hirsch</td>\n      <td>Ernst</td>\n      <td>1902-01-20 00:00:00+00:00</td>\n      <td>1985-03-29 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q107033</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Ernst_Eduard_Hirsch</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>Otto Kirchheimer</td>\n      <td>Q214397</td>\n      <td>German-American legal scholar</td>\n      <td>male</td>\n      <td>Kirchheimer</td>\n      <td>Otto</td>\n      <td>1905-11-11 00:00:00+00:00</td>\n      <td>1965-11-22 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q214397</td>\n      <td>https://en.wikipedia.org/wiki/Otto_Kirchheimer</td>\n      <td>https://de.wikipedia.org/wiki/Otto_Kirchheimer</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>Helmut Schelsky</td>\n      <td>Q104272</td>\n      <td>German sociologist (1912-1984)</td>\n      <td>male</td>\n      <td></td>\n      <td>Helmut</td>\n      <td>1912-10-14 00:00:00+00:00</td>\n      <td>1984-02-24 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q104272</td>\n      <td>https://en.wikipedia.org/wiki/Helmut_Schelsky</td>\n      <td>https://de.wikipedia.org/wiki/Helmut_Schelsky</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>Hans Ryffel</td>\n      <td>Q21035905</td>\n      <td>(1913-1989)</td>\n      <td>male</td>\n      <td>Ryffel</td>\n      <td>Hans</td>\n      <td>1913-06-27 00:00:00+00:00</td>\n      <td>1989-09-30 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q21035905</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Hans_Ryffel_(Rec...</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>Theo Rasehorn</td>\n      <td>Q1304659</td>\n      <td>German judge and author</td>\n      <td>male</td>\n      <td></td>\n      <td>Theo</td>\n      <td>1918-10-26 00:00:00+00:00</td>\n      <td>2016-01-16 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q1304659</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Theo_Rasehorn</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>Rudolf Wassermann</td>\n      <td>Q1551290</td>\n      <td>German judge (1925-2008)</td>\n      <td>male</td>\n      <td>Wassermann</td>\n      <td>Rudolf</td>\n      <td>1925-01-05 00:00:00+00:00</td>\n      <td>2008-06-13 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q1551290</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Rudolf_Wassermann</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>Thilo Ramm</td>\n      <td>Q59533838</td>\n      <td>German legal scholar and author</td>\n      <td>male</td>\n      <td>Ramm</td>\n      <td>Thilo</td>\n      <td>1925-04-04 00:00:00+00:00</td>\n      <td>2018-06-17 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q59533838</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Thilo_Ramm</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>Niklas Luhmann</td>\n      <td>Q57238</td>\n      <td>German sociologist, administration expert, and...</td>\n      <td>male</td>\n      <td>Luhmann</td>\n      <td>Niklas</td>\n      <td>1927-12-08 00:00:00+00:00</td>\n      <td>1998-11-06 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q57238</td>\n      <td>https://en.wikipedia.org/wiki/Niklas_Luhmann</td>\n      <td>https://de.wikipedia.org/wiki/Niklas_Luhmann</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>Rudolf Wiethölter</td>\n      <td>Q1512482</td>\n      <td>German jurist</td>\n      <td>male</td>\n      <td></td>\n      <td>Rudolf</td>\n      <td>1929-07-17 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q1512482</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Rudolf_Wieth%C3%...</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>Günter Dux</td>\n      <td>Q1560417</td>\n      <td>German sociologist</td>\n      <td>male</td>\n      <td>Dux</td>\n      <td>Günter</td>\n      <td>1933-06-23 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q1560417</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/G%C3%BCnter_Dux</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>Jutta Limbach</td>\n      <td>Q72551</td>\n      <td>German judge and politician (SPD) (1934-2016)</td>\n      <td>female</td>\n      <td>Limbach</td>\n      <td>Jutta</td>\n      <td>1934-03-27 00:00:00+00:00</td>\n      <td>2016-09-10 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q72551</td>\n      <td>https://en.wikipedia.org/wiki/Jutta_Limbach</td>\n      <td>https://de.wikipedia.org/wiki/Jutta_Limbach</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>Thomas Raiser</td>\n      <td>Q27909309</td>\n      <td>None</td>\n      <td>male</td>\n      <td></td>\n      <td>Thomas</td>\n      <td>1935-02-20 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q27909309</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Thomas_Raiser</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>Manfred Rehbinder</td>\n      <td>Q1889820</td>\n      <td>German jurist</td>\n      <td>male</td>\n      <td></td>\n      <td>Manfred</td>\n      <td>1935-03-22 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q1889820</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Manfred_Rehbinder</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>Rüdiger Lautmann</td>\n      <td>Q91074</td>\n      <td>German sociologist and LGBT researcher</td>\n      <td>male</td>\n      <td></td>\n      <td>Rüdiger</td>\n      <td>1935-12-22 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q91074</td>\n      <td>https://en.wikipedia.org/wiki/R%C3%BCdiger_Lau...</td>\n      <td>https://de.wikipedia.org/wiki/R%C3%BCdiger_Lau...</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>Wolfgang Kaupen</td>\n      <td>Q93221485</td>\n      <td>None</td>\n      <td>male</td>\n      <td></td>\n      <td>Wolfgang</td>\n      <td>1936-01-01 00:00:00+00:00</td>\n      <td>1981-01-01 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q93221485</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>Volkmar Gessner</td>\n      <td>Q15435946</td>\n      <td>University professor</td>\n      <td>male</td>\n      <td>Gessner</td>\n      <td>Volkmar</td>\n      <td>1937-10-09 00:00:00+00:00</td>\n      <td>2014-11-08 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q15435946</td>\n      <td>https://en.wikipedia.org/wiki/Volkmar_Gessner</td>\n      <td>https://de.wikipedia.org/wiki/Volkmar_Gessner</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>Klaus F. Röhl</td>\n      <td>Q27148390</td>\n      <td>None</td>\n      <td>male</td>\n      <td>Röhl</td>\n      <td>Klaus</td>\n      <td>1938-05-22 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q27148390</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Klaus_F._R%C3%B6hl</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>Erhard Blankenburg</td>\n      <td>Q51595283</td>\n      <td>German sociologist of law (1938-2018)</td>\n      <td>male</td>\n      <td>Blankenburg</td>\n      <td>Erhard</td>\n      <td>1938-10-30 00:00:00+00:00</td>\n      <td>2018-03-28 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q51595283</td>\n      <td>https://en.wikipedia.org/wiki/Erhard_Blankenburg</td>\n      <td>https://de.wikipedia.org/wiki/Erhard_Blankenburg</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>Manfred Weiss</td>\n      <td>Q1588285</td>\n      <td>German jurist</td>\n      <td>male</td>\n      <td>Weiss</td>\n      <td>Manfred</td>\n      <td>1940-06-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q1588285</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Manfred_Weiss_(J...</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>Rüdiger Voigt</td>\n      <td>Q1682026</td>\n      <td>German author</td>\n      <td>male</td>\n      <td>Voigt</td>\n      <td>Rüdiger</td>\n      <td>1941-04-07 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q1682026</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/R%C3%BCdiger_Voigt</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>Roland Girtler</td>\n      <td>Q112873</td>\n      <td>Austrian historian and sociologist</td>\n      <td>male</td>\n      <td>Girtler</td>\n      <td>Roland</td>\n      <td>1941-05-31 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q112873</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Roland_Girtler</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>Hubert Treiber</td>\n      <td>Q1633462</td>\n      <td>German university teacher</td>\n      <td>male</td>\n      <td></td>\n      <td>Hubert</td>\n      <td>1942-07-30 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q1633462</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Hubert_Treiber</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>Brun-Otto Bryde</td>\n      <td>Q107784</td>\n      <td>German judge</td>\n      <td>male</td>\n      <td></td>\n      <td></td>\n      <td>1943-01-12 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q107784</td>\n      <td>https://en.wikipedia.org/wiki/Brun-Otto_Bryde</td>\n      <td>https://de.wikipedia.org/wiki/Brun-Otto_Bryde</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>Hubert Rottleuthner</td>\n      <td>Q55622018</td>\n      <td>None</td>\n      <td>male</td>\n      <td></td>\n      <td>Hubert</td>\n      <td>1944-01-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q55622018</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Hubert_Rottleuthner</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>Klaus A. Ziegert</td>\n      <td>Q112513122</td>\n      <td>German sociologist of law</td>\n      <td>male</td>\n      <td>Ziegert</td>\n      <td>Klaus</td>\n      <td>1944-01-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q112513122</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>Dieter Martiny</td>\n      <td>Q1222459</td>\n      <td>German jurist</td>\n      <td>male</td>\n      <td>Martiny</td>\n      <td>Dieter</td>\n      <td>1944-03-21 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q1222459</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Dieter_Martiny</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>Gunther Teubner</td>\n      <td>Q98304</td>\n      <td>German academic</td>\n      <td>male</td>\n      <td>Teubner</td>\n      <td>Gunther</td>\n      <td>1944-04-30 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q98304</td>\n      <td>https://en.wikipedia.org/wiki/Gunther_Teubner</td>\n      <td>https://de.wikipedia.org/wiki/Gunther_Teubner</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>Konstanze Plett</td>\n      <td>Q95192683</td>\n      <td>None</td>\n      <td>female</td>\n      <td></td>\n      <td></td>\n      <td>1947-01-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q95192683</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Konstanze_Plett</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>Armin Höland</td>\n      <td>Q15435996</td>\n      <td>German university professor</td>\n      <td>male</td>\n      <td></td>\n      <td>Armin</td>\n      <td>1948-11-04 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q15435996</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Armin_H%C3%B6land</td>\n    </tr>\n    <tr>\n      <th>38</th>\n      <td>Susanne Karstedt</td>\n      <td>Q2369299</td>\n      <td>criminologist</td>\n      <td>female</td>\n      <td></td>\n      <td>Susanne</td>\n      <td>1949-01-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q2369299</td>\n      <td>https://en.wikipedia.org/wiki/Susanne_Karstedt</td>\n      <td>https://de.wikipedia.org/wiki/Susanne_Karstedt</td>\n    </tr>\n    <tr>\n      <th>39</th>\n      <td>Leo Kißler</td>\n      <td>Q63203841</td>\n      <td>None</td>\n      <td>male</td>\n      <td></td>\n      <td>Leo</td>\n      <td>1949-01-08 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q63203841</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Leo_Ki%C3%9Fler</td>\n    </tr>\n    <tr>\n      <th>40</th>\n      <td>Fritz Jost</td>\n      <td>Q105946060</td>\n      <td>None</td>\n      <td>male</td>\n      <td></td>\n      <td>Fritz</td>\n      <td>1949-08-07 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q105946060</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Fritz_Jost_(Rech...</td>\n    </tr>\n    <tr>\n      <th>41</th>\n      <td>Doris Lucke</td>\n      <td>Q1245242</td>\n      <td>German university teacher</td>\n      <td>female</td>\n      <td></td>\n      <td>Doris</td>\n      <td>1953-01-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q1245242</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Doris_Lucke</td>\n    </tr>\n    <tr>\n      <th>42</th>\n      <td>Ralf Rogowski</td>\n      <td>Q20128038</td>\n      <td>Law professor (born 1953)</td>\n      <td>male</td>\n      <td>Rogowski</td>\n      <td>Ralf</td>\n      <td>1953-01-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q20128038</td>\n      <td>https://en.wikipedia.org/wiki/Ralf_Rogowski</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>43</th>\n      <td>Wolfgang Ludwig-Mayerhofer</td>\n      <td>Q2590472</td>\n      <td>German sociologist</td>\n      <td>male</td>\n      <td></td>\n      <td>Wolfgang</td>\n      <td>1954-01-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q2590472</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Wolfgang_Ludwig-...</td>\n    </tr>\n    <tr>\n      <th>44</th>\n      <td>Kai Bussmann</td>\n      <td>Q1552696</td>\n      <td>German jurist</td>\n      <td>male</td>\n      <td>Bussmann</td>\n      <td>Kai</td>\n      <td>1955-01-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q1552696</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Kai_Bussmann</td>\n    </tr>\n    <tr>\n      <th>45</th>\n      <td>Dorothea Jansen</td>\n      <td>Q21258453</td>\n      <td>None</td>\n      <td>female</td>\n      <td>Jansen</td>\n      <td>Dorothea</td>\n      <td>1956-08-21 00:00:00+00:00</td>\n      <td>2017-05-12 00:00:00+00:00</td>\n      <td>http://www.wikidata.org/entity/Q21258453</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Dorothea_Jansen</td>\n    </tr>\n    <tr>\n      <th>46</th>\n      <td>Alfons Bora</td>\n      <td>Q2644328</td>\n      <td>German sociologist</td>\n      <td>male</td>\n      <td></td>\n      <td>Alfons</td>\n      <td>1957-05-03 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q2644328</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Alfons_Bora</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>Ute Sacksofsky</td>\n      <td>Q48562036</td>\n      <td>German legal scholar</td>\n      <td>female</td>\n      <td></td>\n      <td>Ute</td>\n      <td>1960-01-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q48562036</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Ute_Sacksofsky</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>Stefan Machura</td>\n      <td>Q95245830</td>\n      <td>None</td>\n      <td>male</td>\n      <td></td>\n      <td>Stefan</td>\n      <td>1962-01-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q95245830</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td>Ralf Poscher</td>\n      <td>Q2129347</td>\n      <td>German legal historian</td>\n      <td>male</td>\n      <td></td>\n      <td>Ralf</td>\n      <td>1962-01-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q2129347</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Ralf_Poscher</td>\n    </tr>\n    <tr>\n      <th>50</th>\n      <td>Susanne Baer</td>\n      <td>Q101872</td>\n      <td>German judge</td>\n      <td>female</td>\n      <td>Baer</td>\n      <td>Susanne</td>\n      <td>1964-02-16 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q101872</td>\n      <td>https://en.wikipedia.org/wiki/Susanne_Baer</td>\n      <td>https://de.wikipedia.org/wiki/Susanne_Baer</td>\n    </tr>\n    <tr>\n      <th>51</th>\n      <td>Gralf-Peter Calliess</td>\n      <td>Q1542033</td>\n      <td>German jurist</td>\n      <td>male</td>\n      <td>Calliess</td>\n      <td>Gralf-Peter</td>\n      <td>1967-01-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q1542033</td>\n      <td>None</td>\n      <td>https://de.wikipedia.org/wiki/Gralf-Peter_Call...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Now calling the updated function with the 'language' parameter\n",
+    "property_labels_to_ids = {\n",
+    "    'sexOrGender': 'P21',\n",
+    "#    'image': 'P18',\n",
+    "#    'countryOfCitizenship': 'P27',\n",
+    "    'familyName': 'P734',\n",
+    "    'givenName': 'P735',\n",
+    "    'dateOfBirth': 'P569',\n",
+    "    'dateOfDeath': 'P570',\n",
+    "#    'occupation': 'P106',\n",
+    "#    'fieldOfWork': 'P101',\n",
+    "#    'viaf_id': 'P214',\n",
+    "#    'isni_id': 'P213',\n",
+    "#    'gnd_id': 'P227'\n",
+    "}\n",
+    "\n",
+    "scholars = \"\"\"\n",
+    "Karl Renner (Q11726)\n",
+    "Hugo Sinzheimer (Q86043)\n",
+    "Arthur Nussbaum (Q103088)\n",
+    "Ludwig Bendix (Q15449424)\n",
+    "Hans Kelsen (Q84165)\n",
+    "Theodor Geiger (Q96410)\n",
+    "Ernst Fraenkel (Q86812)\n",
+    "Franz Leopold Neumann (Q63195)\n",
+    "Otto Kahn-Freund (Q121832)\n",
+    "Ernst Eduard Hirsch (Q107033)\n",
+    "Otto Kirchheimer (Q214397)\n",
+    "Helmut Schelsky (Q104272)\n",
+    "Hans Ryffel (Q21035905)\n",
+    "Theo Rasehorn (Q1304659)\n",
+    "Rudolf Wassermann (Q1551290)\n",
+    "Thilo Ramm (Q59533838)\n",
+    "Niklas Luhmann (Q57238)\n",
+    "Rudolf Wiethölter (Q1512482)\n",
+    "Günter Dux (Q1560417)\n",
+    "Jutta Limbach (Q72551)\n",
+    "Thomas Raiser (Q27909309)\n",
+    "Manfred Rehbinder (Q1889820)\n",
+    "Rüdiger Lautmann (Q91074)\n",
+    "Wolfgang Kaupen (Q93221485)\n",
+    "Volkmar Gessner (Q15435946)\n",
+    "Klaus F. Röhl (Q27148390)\n",
+    "Erhard Blankenburg (Q51595283)\n",
+    "Manfred Weiss (Q1588285)\n",
+    "Rüdiger Voigt (Q1682026)\n",
+    "Roland Girtler (Q112873)\n",
+    "Hubert Treiber (Q1633462)\n",
+    "Brun-Otto Bryde (Q107784)\n",
+    "Hubert Rottleuthner (Q55622018)\n",
+    "Klaus A. Ziegert (Q112513122)\n",
+    "Dieter Martiny (Q1222459)\n",
+    "Gunther Teubner (Q98304)\n",
+    "Konstanze Plett (Q95192683)\n",
+    "Armin Höland (Q15435996)\n",
+    "Susanne Karstedt (Q2369299)\n",
+    "Leo Kißler (Q63203841)\n",
+    "Fritz Jost (Q105946060)\n",
+    "Doris Lucke (Q1245242)\n",
+    "Ralf Rogowski (Q20128038)\n",
+    "Wolfgang Ludwig-Mayerhofer (Q2590472)\n",
+    "Kai Bussmann (Q1552696)\n",
+    "Dorothea Jansen (Q21258453)\n",
+    "Alfons Bora (Q2644328)\n",
+    "Ute Sacksofsky (Q48562036)\n",
+    "Stefan Machura (Q95245830)\n",
+    "Ralf Poscher (Q2129347)\n",
+    "Susanne Baer (Q101872)\n",
+    "Gralf-Peter Calliess (Q1542033)\n",
+    "\"\"\".split(\"\\n\")\n",
+    "\n",
+    "from lib.wikidata import get_person_info_from_wikidata\n",
+    "import pandas as pd\n",
+    "\n",
+    "df = get_person_info_from_wikidata(scholars, property_labels_to_ids, include_description=True, debug=False)\n",
+    "df['dateOfBirth'] = pd.to_datetime(df['dateOfBirth'])\n",
+    "df['dateOfDeath'] = pd.to_datetime(df['dateOfDeath'])\n",
+    "df.sort_values(by=[\"dateOfBirth\"], inplace=True, ignore_index=True)\n",
+    "df.to_csv(\"output/scholars-de.csv\", index=False)\n",
+    "df"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-03-22T13:53:54.151237Z",
+     "start_time": "2024-03-22T13:53:15.507352Z"
+    }
+   },
+   "id": "19ddabbda261cc90"
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "## Create a sorted list that can be fed into the previous cell"
+   ],
+   "metadata": {
+    "collapsed": false
+   },
+   "id": "b81815a61da16209"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Karl Renner (Q11726)\n",
+      "Hugo Sinzheimer (Q86043)\n",
+      "Arthur Nussbaum (Q103088)\n",
+      "Ludwig Bendix (Q15449424)\n",
+      "Hans Kelsen (Q84165)\n",
+      "Theodor Geiger (Q96410)\n",
+      "Ernst Fraenkel (Q86812)\n",
+      "Franz Leopold Neumann (Q63195)\n",
+      "Otto Kahn-Freund (Q121832)\n",
+      "Ernst Eduard Hirsch (Q107033)\n",
+      "Otto Kirchheimer (Q214397)\n",
+      "Helmut Schelsky (Q104272)\n",
+      "Hans Ryffel (Q21035905)\n",
+      "Theo Rasehorn (Q1304659)\n",
+      "Rudolf Wassermann (Q1551290)\n",
+      "Thilo Ramm (Q59533838)\n",
+      "Niklas Luhmann (Q57238)\n",
+      "Rudolf Wiethölter (Q1512482)\n",
+      "Günter Dux (Q1560417)\n",
+      "Jutta Limbach (Q72551)\n",
+      "Thomas Raiser (Q27909309)\n",
+      "Manfred Rehbinder (Q1889820)\n",
+      "Rüdiger Lautmann (Q91074)\n",
+      "Wolfgang Kaupen (Q93221485)\n",
+      "Volkmar Gessner (Q15435946)\n",
+      "Klaus F. Röhl (Q27148390)\n",
+      "Erhard Blankenburg (Q51595283)\n",
+      "Manfred Weiss (Q1588285)\n",
+      "Rüdiger Voigt (Q1682026)\n",
+      "Roland Girtler (Q112873)\n",
+      "Hubert Treiber (Q1633462)\n",
+      "Brun-Otto Bryde (Q107784)\n",
+      "Hubert Rottleuthner (Q55622018)\n",
+      "Klaus A. Ziegert (Q112513122)\n",
+      "Dieter Martiny (Q1222459)\n",
+      "Gunther Teubner (Q98304)\n",
+      "Konstanze Plett (Q95192683)\n",
+      "Armin Höland (Q15435996)\n",
+      "Susanne Karstedt (Q2369299)\n",
+      "Leo Kißler (Q63203841)\n",
+      "Fritz Jost (Q105946060)\n",
+      "Doris Lucke (Q1245242)\n",
+      "Ralf Rogowski (Q20128038)\n",
+      "Wolfgang Ludwig-Mayerhofer (Q2590472)\n",
+      "Kai Bussmann (Q1552696)\n",
+      "Dorothea Jansen (Q21258453)\n",
+      "Alfons Bora (Q2644328)\n",
+      "Ute Sacksofsky (Q48562036)\n",
+      "Stefan Machura (Q95245830)\n",
+      "Ralf Poscher (Q2129347)\n",
+      "Susanne Baer (Q101872)\n",
+      "Gralf-Peter Calliess (Q1542033)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\n\".join(df.apply(lambda r: f\"{r['fullName']} ({r['qid']})\", axis=1).to_list()))\n"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-03-22T13:55:58.537632Z",
+     "start_time": "2024-03-22T13:55:58.527637Z"
+    }
+   },
+   "id": "4d6da32e2fbc1740"
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "## Create a clickable list of Wikidata/Wikipedia URLs"
+   ],
+   "metadata": {
+    "collapsed": false
+   },
+   "id": "d9d0790315730b82"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "outputs": [
+    {
+     "data": {
+      "text/plain": "<IPython.core.display.Markdown object>",
+      "text/markdown": "| fullName                           | itemdesc                                                                           | wikidata_url                                                                     | wikipedia_en                                                                                              | wikipedia_de                                                                                                 |\n|:-----------------------------------|:-----------------------------------------------------------------------------------|:---------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------|\n| Karl Renner (1870-1950)            | first President of Austria (1870–1950)                                             | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q11726\">Wikidata</a>     | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Karl_Renner\">WP  (EN)</a>                          | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Karl_Renner\">WP  (DE)</a>                             |\n| Hugo Sinzheimer (1875-1945)        | German politician (1875-1945)                                                      | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q86043\">Wikidata</a>     | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Hugo_Sinzheimer\">WP  (EN)</a>                      | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Hugo_Sinzheimer\">WP  (DE)</a>                         |\n| Arthur Nussbaum (1877-1964)        | German American jurist                                                             | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q103088\">Wikidata</a>    | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Arthur_Nussbaum\">WP  (EN)</a>                      | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Arthur_Nussbaum\">WP  (DE)</a>                         |\n| Ludwig Bendix (1877-1954)          | German economist, civil law notary and lawyer (1877–1954)                          | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q15449424\">Wikidata</a>  |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Ludwig_Bendix\">WP  (DE)</a>                           |\n| Hans Kelsen (1881-1973)            | Austrian lawyer                                                                    | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q84165\">Wikidata</a>     | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Hans_Kelsen\">WP  (EN)</a>                          | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Hans_Kelsen\">WP  (DE)</a>                             |\n| Theodor Geiger (1891-1952)         | German sociologist (1891-1952)                                                     | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q96410\">Wikidata</a>     | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Theodor_Geiger\">WP  (EN)</a>                       | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Theodor_Geiger\">WP  (DE)</a>                          |\n| Ernst Fraenkel (1898-1975)         | political scientist (1898-1975)                                                    | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q86812\">Wikidata</a>     | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Ernst_Fraenkel_(political_scientist)\">WP  (EN)</a> | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Ernst_Fraenkel_(Politikwissenschaftler)\">WP  (DE)</a> |\n| Franz Leopold Neumann (1900-1954)  | German political activist                                                          | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q63195\">Wikidata</a>     | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Franz_Neumann_(political_scientist)\">WP  (EN)</a>  | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Franz_Neumann_(Politikwissenschaftler)\">WP  (DE)</a>  |\n| Otto Kahn-Freund (1900-1979)       | German-British jurist                                                              | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q121832\">Wikidata</a>    | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Otto_Kahn-Freund\">WP  (EN)</a>                     | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Otto_Kahn-Freund\">WP  (DE)</a>                        |\n| Ernst Eduard Hirsch (1902-1985)    | German judge (1902-1985)                                                           | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q107033\">Wikidata</a>    |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Ernst_Eduard_Hirsch\">WP  (DE)</a>                     |\n| Otto Kirchheimer (1905-1965)       | German-American legal scholar                                                      | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q214397\">Wikidata</a>    | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Otto_Kirchheimer\">WP  (EN)</a>                     | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Otto_Kirchheimer\">WP  (DE)</a>                        |\n| Helmut Schelsky (1912-1984)        | German sociologist (1912-1984)                                                     | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q104272\">Wikidata</a>    | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Helmut_Schelsky\">WP  (EN)</a>                      | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Helmut_Schelsky\">WP  (DE)</a>                         |\n| Hans Ryffel (1913-1989)            | (1913-1989)                                                                        | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q21035905\">Wikidata</a>  |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Hans_Ryffel_(Rechtsphilosoph)\">WP  (DE)</a>           |\n| Theo Rasehorn (1918-2016)          | German judge and author                                                            | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q1304659\">Wikidata</a>   |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Theo_Rasehorn\">WP  (DE)</a>                           |\n| Rudolf Wassermann (1925-2008)      | German judge (1925-2008)                                                           | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q1551290\">Wikidata</a>   |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Rudolf_Wassermann\">WP  (DE)</a>                       |\n| Thilo Ramm (1925-2018)             | German legal scholar and author                                                    | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q59533838\">Wikidata</a>  |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Thilo_Ramm\">WP  (DE)</a>                              |\n| Niklas Luhmann (1927-1998)         | German sociologist, administration expert, and social systems theorist (1927-1998) | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q57238\">Wikidata</a>     | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Niklas_Luhmann\">WP  (EN)</a>                       | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Niklas_Luhmann\">WP  (DE)</a>                          |\n| Rudolf Wiethölter (1929-)          | German jurist                                                                      | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q1512482\">Wikidata</a>   |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Rudolf_Wieth%C3%B6lter\">WP  (DE)</a>                  |\n| Günter Dux (1933-)                 | German sociologist                                                                 | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q1560417\">Wikidata</a>   |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/G%C3%BCnter_Dux\">WP  (DE)</a>                         |\n| Jutta Limbach (1934-2016)          | German judge and politician (SPD) (1934-2016)                                      | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q72551\">Wikidata</a>     | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Jutta_Limbach\">WP  (EN)</a>                        | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Jutta_Limbach\">WP  (DE)</a>                           |\n| Thomas Raiser (1935-)              |                                                                                    | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q27909309\">Wikidata</a>  |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Thomas_Raiser\">WP  (DE)</a>                           |\n| Manfred Rehbinder (1935-)          | German jurist                                                                      | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q1889820\">Wikidata</a>   |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Manfred_Rehbinder\">WP  (DE)</a>                       |\n| Rüdiger Lautmann (1935-)           | German sociologist and LGBT researcher                                             | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q91074\">Wikidata</a>     | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/R%C3%BCdiger_Lautmann\">WP  (EN)</a>                | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/R%C3%BCdiger_Lautmann\">WP  (DE)</a>                   |\n| Wolfgang Kaupen (1936-1981)        |                                                                                    | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q93221485\">Wikidata</a>  |                                                                                                           |                                                                                                              |\n| Volkmar Gessner (1937-2014)        | University professor                                                               | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q15435946\">Wikidata</a>  | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Volkmar_Gessner\">WP  (EN)</a>                      | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Volkmar_Gessner\">WP  (DE)</a>                         |\n| Klaus F. Röhl (1938-)              |                                                                                    | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q27148390\">Wikidata</a>  |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Klaus_F._R%C3%B6hl\">WP  (DE)</a>                      |\n| Erhard Blankenburg (1938-2018)     | German sociologist of law (1938-2018)                                              | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q51595283\">Wikidata</a>  | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Erhard_Blankenburg\">WP  (EN)</a>                   | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Erhard_Blankenburg\">WP  (DE)</a>                      |\n| Manfred Weiss (1940-)              | German jurist                                                                      | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q1588285\">Wikidata</a>   |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Manfred_Weiss_(Jurist)\">WP  (DE)</a>                  |\n| Rüdiger Voigt (1941-)              | German author                                                                      | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q1682026\">Wikidata</a>   |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/R%C3%BCdiger_Voigt\">WP  (DE)</a>                      |\n| Roland Girtler (1941-)             | Austrian historian and sociologist                                                 | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q112873\">Wikidata</a>    |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Roland_Girtler\">WP  (DE)</a>                          |\n| Hubert Treiber (1942-)             | German university teacher                                                          | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q1633462\">Wikidata</a>   |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Hubert_Treiber\">WP  (DE)</a>                          |\n| Brun-Otto Bryde (1943-)            | German judge                                                                       | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q107784\">Wikidata</a>    | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Brun-Otto_Bryde\">WP  (EN)</a>                      | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Brun-Otto_Bryde\">WP  (DE)</a>                         |\n| Hubert Rottleuthner (1944-)        |                                                                                    | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q55622018\">Wikidata</a>  |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Hubert_Rottleuthner\">WP  (DE)</a>                     |\n| Klaus A. Ziegert (1944-)           | German sociologist of law                                                          | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q112513122\">Wikidata</a> |                                                                                                           |                                                                                                              |\n| Dieter Martiny (1944-)             | German jurist                                                                      | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q1222459\">Wikidata</a>   |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Dieter_Martiny\">WP  (DE)</a>                          |\n| Gunther Teubner (1944-)            | German academic                                                                    | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q98304\">Wikidata</a>     | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Gunther_Teubner\">WP  (EN)</a>                      | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Gunther_Teubner\">WP  (DE)</a>                         |\n| Konstanze Plett (1947-)            |                                                                                    | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q95192683\">Wikidata</a>  |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Konstanze_Plett\">WP  (DE)</a>                         |\n| Armin Höland (1948-)               | German university professor                                                        | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q15435996\">Wikidata</a>  |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Armin_H%C3%B6land\">WP  (DE)</a>                       |\n| Susanne Karstedt (1949-)           | criminologist                                                                      | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q2369299\">Wikidata</a>   | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Susanne_Karstedt\">WP  (EN)</a>                     | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Susanne_Karstedt\">WP  (DE)</a>                        |\n| Leo Kißler (1949-)                 |                                                                                    | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q63203841\">Wikidata</a>  |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Leo_Ki%C3%9Fler\">WP  (DE)</a>                         |\n| Fritz Jost (1949-)                 |                                                                                    | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q105946060\">Wikidata</a> |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Fritz_Jost_(Rechtswissenschaftler)\">WP  (DE)</a>      |\n| Doris Lucke (1953-)                | German university teacher                                                          | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q1245242\">Wikidata</a>   |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Doris_Lucke\">WP  (DE)</a>                             |\n| Ralf Rogowski (1953-)              | Law professor (born 1953)                                                          | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q20128038\">Wikidata</a>  | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Ralf_Rogowski\">WP  (EN)</a>                        |                                                                                                              |\n| Wolfgang Ludwig-Mayerhofer (1954-) | German sociologist                                                                 | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q2590472\">Wikidata</a>   |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Wolfgang_Ludwig-Mayerhofer\">WP  (DE)</a>              |\n| Kai Bussmann (1955-)               | German jurist                                                                      | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q1552696\">Wikidata</a>   |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Kai_Bussmann\">WP  (DE)</a>                            |\n| Dorothea Jansen (1956-2017)        |                                                                                    | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q21258453\">Wikidata</a>  |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Dorothea_Jansen\">WP  (DE)</a>                         |\n| Alfons Bora (1957-)                | German sociologist                                                                 | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q2644328\">Wikidata</a>   |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Alfons_Bora\">WP  (DE)</a>                             |\n| Ute Sacksofsky (1960-)             | German legal scholar                                                               | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q48562036\">Wikidata</a>  |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Ute_Sacksofsky\">WP  (DE)</a>                          |\n| Stefan Machura (1962-)             |                                                                                    | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q95245830\">Wikidata</a>  |                                                                                                           |                                                                                                              |\n| Ralf Poscher (1962-)               | German legal historian                                                             | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q2129347\">Wikidata</a>   |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Ralf_Poscher\">WP  (DE)</a>                            |\n| Susanne Baer (1964-)               | German judge                                                                       | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q101872\">Wikidata</a>    | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Susanne_Baer\">WP  (EN)</a>                         | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Susanne_Baer\">WP  (DE)</a>                            |\n| Gralf-Peter Calliess (1967-)       | German jurist                                                                      | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q1542033\">Wikidata</a>   |                                                                                                           | <a target=\"_blank\" href=\"https://de.wikipedia.org/wiki/Gralf-Peter_Calliess\">WP  (DE)</a>                    |"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "from IPython.display import display, Markdown\n",
+    "from lib.wikidata import create_styled_table\n",
+    "include_rows = ['fullName','itemdesc', 'wikidata_url', 'wikipedia_en', 'wikipedia_de']\n",
+    "md = create_styled_table(df, include_rows).to_markdown(index=False)\n",
+    "Path('output/scholars-de.md').write_text(md)\n",
+    "display(Markdown(md))\n"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-03-22T13:56:02.165417Z",
+     "start_time": "2024-03-22T13:56:02.139160Z"
+    }
+   },
+   "id": "2d7bdaeed0f38415"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "outputs": [
+    {
+     "ename": "TypeError",
+     "evalue": "'>' not supported between instances of 'float' and 'str'",
+     "output_type": "error",
+     "traceback": [
+      "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
+      "\u001B[1;31mTypeError\u001B[0m                                 Traceback (most recent call last)",
+      "Cell \u001B[1;32mIn[13], line 20\u001B[0m\n\u001B[0;32m     18\u001B[0m df[\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mrow\u001B[39m\u001B[38;5;124m'\u001B[39m] \u001B[38;5;241m=\u001B[39m \u001B[38;5;241m0\u001B[39m\n\u001B[0;32m     19\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m index, scholar \u001B[38;5;129;01min\u001B[39;00m df\u001B[38;5;241m.\u001B[39miterrows():\n\u001B[1;32m---> 20\u001B[0m     row \u001B[38;5;241m=\u001B[39m \u001B[43mfind_row\u001B[49m\u001B[43m(\u001B[49m\u001B[43mlast_dates\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mscholar\u001B[49m\u001B[43m[\u001B[49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[38;5;124;43mdateOfBirth\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[43m]\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m     21\u001B[0m     \u001B[38;5;28;01mif\u001B[39;00m row \u001B[38;5;241m<\u001B[39m \u001B[38;5;28mlen\u001B[39m(last_dates):\n\u001B[0;32m     22\u001B[0m         last_dates[row] \u001B[38;5;241m=\u001B[39m scholar[\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mdateOfDeath\u001B[39m\u001B[38;5;124m'\u001B[39m]\n",
+      "Cell \u001B[1;32mIn[13], line 13\u001B[0m, in \u001B[0;36mfind_row\u001B[1;34m(last_dates, start_date)\u001B[0m\n\u001B[0;32m     11\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m \u001B[38;5;21mfind_row\u001B[39m(last_dates, start_date):\n\u001B[0;32m     12\u001B[0m     \u001B[38;5;28;01mfor\u001B[39;00m i, last_date \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28menumerate\u001B[39m(last_dates):\n\u001B[1;32m---> 13\u001B[0m         \u001B[38;5;28;01mif\u001B[39;00m \u001B[43mstart_date\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m>\u001B[39;49m\u001B[43m \u001B[49m\u001B[43mlast_date\u001B[49m:\n\u001B[0;32m     14\u001B[0m             \u001B[38;5;28;01mreturn\u001B[39;00m i\n\u001B[0;32m     15\u001B[0m     \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[38;5;28mlen\u001B[39m(last_dates)\n",
+      "\u001B[1;31mTypeError\u001B[0m: '>' not supported between instances of 'float' and 'str'"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import plotly.express as px\n",
+    "\n",
+    "# Load the data\n",
+    "df = pd.read_csv(\"scholars.csv\", encoding='utf-8')\n",
+    "\n",
+    "# Initialize a list to track the last dateOfDeath in each row to manage overlaps\n",
+    "last_dates = []\n",
+    "\n",
+    "# Function to find the appropriate row for each scholar\n",
+    "def find_row(last_dates, start_date):\n",
+    "    for i, last_date in enumerate(last_dates):\n",
+    "        if start_date > last_date:\n",
+    "            return i\n",
+    "    return len(last_dates)\n",
+    "\n",
+    "# Assign rows without overlaps and sort by the earliest dateOfBirth\n",
+    "df['row'] = 0\n",
+    "for index, scholar in df.iterrows():\n",
+    "    row = find_row(last_dates, scholar['dateOfBirth'])\n",
+    "    if row < len(last_dates):\n",
+    "        last_dates[row] = scholar['dateOfDeath']\n",
+    "    else:\n",
+    "        last_dates.append(scholar['dateOfDeath'])\n",
+    "    df.at[index, 'row'] = row\n",
+    "\n",
+    "# Now plotting without row labels\n",
+    "fig = px.timeline(df, x_start=\"dateOfBirth\", x_end=\"dateOfDeath\", y=\"row\", text=\"fullName\", title=\"Scholars' Life Spans Timeline\")\n",
+    "\n",
+    "# Update layout\n",
+    "fig.update_layout(yaxis=dict(tickmode='array', tickvals=[], ticktext=[]))\n",
+    "fig.update_yaxes(autorange=\"reversed\")  # This reverses the y-axis to match your requirement\n",
+    "\n",
+    "fig.show()\n",
+    "\n"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-03-11T22:37:55.002823500Z",
+     "start_time": "2024-03-11T22:37:53.483582400Z"
+    }
+   },
+   "id": "9bdf188991f29962"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from datetime import datetime\n",
+    "\n",
+    "# Assuming df is your existing DataFrame\n",
+    "\n",
+    "# Convert dateOfBirth and dateOfDeath to just the year, handle NaT/NaN appropriately\n",
+    "df['Year'] = pd.to_datetime(df['dateOfBirth'], errors='coerce').dt.year.astype('Int64')\n",
+    "df['End Year'] = pd.to_datetime(df['dateOfDeath'], errors='coerce').dt.year.astype('Int64')\n",
+    "\n",
+    "# Create 'Display Date' as \"dateOfBirth - dateOfDeath\"\n",
+    "df['Display Date'] = df['Year'].astype(str).replace('<NA>','')  + ' - ' + df['End Year'].astype(str).replace('<NA>','')\n",
+    "\n",
+    "# Create 'Headline' as \"fullName (dateOfBirth - dateOfDeath)\"\n",
+    "df['Headline'] = df['fullName'] + ' (' + df['Display Date'] + ')'\n",
+    "\n",
+    "# Create 'Text' column by combining occupation, fieldOfWork, employer\n",
+    "df['Text'] = df[['occupation', 'fieldOfWork']].apply(lambda x: '<br>'.join(x.dropna()), axis=1)\n",
+    "\n",
+    "# Use the image directly; assuming the URLs are already correctly formed in the 'image' column\n",
+    "df['Media'] = df['image']\n",
+    "\n",
+    "# Add a \"Group\" column with the value \"actors\" for all rows\n",
+    "df['Group'] = 'actors'\n",
+    "\n",
+    "# fix date columns\n",
+    "df['Display Date'] = df['Display Date'].fillna('')  # Ensure no NaNs in Display Date\n",
+    "df['Headline'] = df['Headline'].fillna('')  # Ensure no NaNs in Headline\n",
+    "df['Text'] = df['Text'].fillna('')  # Ensure no NaNs in Text\n",
+    "df['Media'] = df['Media'].fillna('')  # Ensure no NaNs in Media\n",
+    "\n",
+    "# Now select and order the DataFrame according to the TimelineJS template requirements\n",
+    "columns = \"Year\tMonth\tDay\tTime\tEnd Year\tEnd Month\tEnd Day\tEnd Time\tDisplay Date\tHeadline\tText\tMedia\tMedia Credit\tMedia Caption\tMedia Thumbnail\tType\tGroup\tBackground\tLink\".split(\"\\t\")\n",
+    "for col in columns:\n",
+    "    if col not in df:\n",
+    "        df[col] = ''\n",
+    "timeline_df = df[columns]\n",
+    "\n",
+    "timeline_df.to_excel(\"timeline_data.xlsx\", index=False)\n"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-03-06T15:08:24.294712700Z",
+     "start_time": "2024-03-06T15:08:24.250520100Z"
+    }
+   },
+   "id": "b8058de7fa9212b"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "outputs": [],
+   "source": [],
+   "metadata": {
+    "collapsed": false
+   },
+   "id": "f4b14ea7d4941e57"
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

wikidata/scholars-uk.ipynb

+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "initial_id",
+   "metadata": {
+    "collapsed": true,
+    "ExecuteTime": {
+     "end_time": "2024-03-22T13:43:44.974822Z",
+     "start_time": "2024-03-22T13:43:37.633379Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Retrieving scholar data...\n",
+      "Retrieving wikipedia URLs...\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": "                 fullName         qid  \\\n0         William Twining   Q16095913   \n1   Philip Aneurin Thomas  Q112432625   \n2          David Sugarman  Q112366094   \n3             Carol Smart    Q5044563   \n4            David Nelken    Q5237957   \n5         Rosemary Hunter    Q7368381   \n6           Sally Wheeler   Q28078278   \n7              Don Harris  Q125080407   \n8        Roger Cotterrell    Q7358027   \n9            Fiona Cownie  Q113809561   \n10        Joanne Conaghan  Q108276256   \n\n                                             itemdesc sexOrGender familyName  \\\n0                          Professor of Jurisprudence        male    Twining   \n1                                                None        male     Thomas   \n2                                                None        male   Sugarman   \n3                                Feminist sociologist      female      Smart   \n4                         British political scientist        male              \n5                                   Australian jurist      female     Hunter   \n6   Professor and Head of the School of Law at Que...      female    Wheeler   \n7   British jurist and professor at the university...        None              \n8                                    British academic        male              \n9                                                None      female              \n10                              British legal scholar      female   Conaghan   \n\n           givenName               dateOfBirth dateOfDeath  \\\n0   Lawrence William 1934-09-22 00:00:00+00:00         NaT   \n1                    1940-01-01 00:00:00+00:00         NaT   \n2              David 1948-01-01 00:00:00+00:00         NaT   \n3              Carol 1948-12-20 00:00:00+00:00         NaT   \n4              David 1949-01-01 00:00:00+00:00         NaT   \n5           Rosemary 1962-01-01 00:00:00+00:00         NaT   \n6              Sally 1964-01-01 00:00:00+00:00         NaT   \n7                                          NaT         NaT   \n8              Roger                       NaT         NaT   \n9                                          NaT         NaT   \n10            Joanne                       NaT         NaT   \n\n                                 wikidata_url  \\\n0    http://www.wikidata.org/entity/Q16095913   \n1   http://www.wikidata.org/entity/Q112432625   \n2   http://www.wikidata.org/entity/Q112366094   \n3     http://www.wikidata.org/entity/Q5044563   \n4     http://www.wikidata.org/entity/Q5237957   \n5     http://www.wikidata.org/entity/Q7368381   \n6    http://www.wikidata.org/entity/Q28078278   \n7   http://www.wikidata.org/entity/Q125080407   \n8     http://www.wikidata.org/entity/Q7358027   \n9   http://www.wikidata.org/entity/Q113809561   \n10  http://www.wikidata.org/entity/Q108276256   \n\n                                         wikipedia_en wikipedia_de  \n0       https://en.wikipedia.org/wiki/William_Twining         None  \n1                                                None         None  \n2                                                None         None  \n3           https://en.wikipedia.org/wiki/Carol_Smart         None  \n4          https://en.wikipedia.org/wiki/David_Nelken         None  \n5       https://en.wikipedia.org/wiki/Rosemary_Hunter         None  \n6   https://en.wikipedia.org/wiki/Sally_Wheeler_(l...         None  \n7                                                None         None  \n8      https://en.wikipedia.org/wiki/Roger_Cotterrell         None  \n9                                                None         None  \n10      https://en.wikipedia.org/wiki/Joanne_Conaghan         None  ",
+      "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>qid</th>\n      <th>itemdesc</th>\n      <th>sexOrGender</th>\n      <th>familyName</th>\n      <th>givenName</th>\n      <th>dateOfBirth</th>\n      <th>dateOfDeath</th>\n      <th>wikidata_url</th>\n      <th>wikipedia_en</th>\n      <th>wikipedia_de</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>William Twining</td>\n      <td>Q16095913</td>\n      <td>Professor of Jurisprudence</td>\n      <td>male</td>\n      <td>Twining</td>\n      <td>Lawrence William</td>\n      <td>1934-09-22 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q16095913</td>\n      <td>https://en.wikipedia.org/wiki/William_Twining</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Philip Aneurin Thomas</td>\n      <td>Q112432625</td>\n      <td>None</td>\n      <td>male</td>\n      <td>Thomas</td>\n      <td></td>\n      <td>1940-01-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q112432625</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>David Sugarman</td>\n      <td>Q112366094</td>\n      <td>None</td>\n      <td>male</td>\n      <td>Sugarman</td>\n      <td>David</td>\n      <td>1948-01-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q112366094</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Carol Smart</td>\n      <td>Q5044563</td>\n      <td>Feminist sociologist</td>\n      <td>female</td>\n      <td>Smart</td>\n      <td>Carol</td>\n      <td>1948-12-20 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q5044563</td>\n      <td>https://en.wikipedia.org/wiki/Carol_Smart</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>David Nelken</td>\n      <td>Q5237957</td>\n      <td>British political scientist</td>\n      <td>male</td>\n      <td></td>\n      <td>David</td>\n      <td>1949-01-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q5237957</td>\n      <td>https://en.wikipedia.org/wiki/David_Nelken</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Rosemary Hunter</td>\n      <td>Q7368381</td>\n      <td>Australian jurist</td>\n      <td>female</td>\n      <td>Hunter</td>\n      <td>Rosemary</td>\n      <td>1962-01-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q7368381</td>\n      <td>https://en.wikipedia.org/wiki/Rosemary_Hunter</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Sally Wheeler</td>\n      <td>Q28078278</td>\n      <td>Professor and Head of the School of Law at Que...</td>\n      <td>female</td>\n      <td>Wheeler</td>\n      <td>Sally</td>\n      <td>1964-01-01 00:00:00+00:00</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q28078278</td>\n      <td>https://en.wikipedia.org/wiki/Sally_Wheeler_(l...</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Don Harris</td>\n      <td>Q125080407</td>\n      <td>British jurist and professor at the university...</td>\n      <td>None</td>\n      <td></td>\n      <td></td>\n      <td>NaT</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q125080407</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>Roger Cotterrell</td>\n      <td>Q7358027</td>\n      <td>British academic</td>\n      <td>male</td>\n      <td></td>\n      <td>Roger</td>\n      <td>NaT</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q7358027</td>\n      <td>https://en.wikipedia.org/wiki/Roger_Cotterrell</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>Fiona Cownie</td>\n      <td>Q113809561</td>\n      <td>None</td>\n      <td>female</td>\n      <td></td>\n      <td></td>\n      <td>NaT</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q113809561</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>Joanne Conaghan</td>\n      <td>Q108276256</td>\n      <td>British legal scholar</td>\n      <td>female</td>\n      <td>Conaghan</td>\n      <td>Joanne</td>\n      <td>NaT</td>\n      <td>NaT</td>\n      <td>http://www.wikidata.org/entity/Q108276256</td>\n      <td>https://en.wikipedia.org/wiki/Joanne_Conaghan</td>\n      <td>None</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "property_labels_to_ids = {\n",
+    "    'sexOrGender': 'P21',\n",
+    "    'familyName': 'P734',\n",
+    "    'givenName': 'P735',\n",
+    "    'dateOfBirth': 'P569',\n",
+    "    'dateOfDeath': 'P570',\n",
+    "}\n",
+    "\n",
+    "scholars = \"\"\"\n",
+    "William Twining (Q16095913)\n",
+    "Philip Aneurin Thomas (Q112432625)\n",
+    "David Sugarman (Q112366094)\n",
+    "Carol Smart (Q5044563)\n",
+    "David Nelken (Q5237957)\n",
+    "Rosemary Hunter (Q7368381)\n",
+    "Sally Wheeler (Q28078278)\n",
+    "Don Harris (Q125080407)\n",
+    "Roger Cotterrell (Q7358027)\n",
+    "Fiona Cownie (Q113809561)\n",
+    "Joanne Conaghan (Q108276256)\n",
+    "\"\"\".split(\"\\n\")\n",
+    "\n",
+    "from lib.wikidata import get_person_info_from_wikidata\n",
+    "import pandas as pd\n",
+    "\n",
+    "df = get_person_info_from_wikidata(scholars, property_labels_to_ids, include_description=True, debug=False)\n",
+    "df['dateOfBirth'] = pd.to_datetime(df['dateOfBirth'])\n",
+    "df['dateOfDeath'] = pd.to_datetime(df['dateOfDeath'])\n",
+    "df.sort_values(by=[\"dateOfBirth\"], inplace=True, ignore_index=True)\n",
+    "df.to_csv(\"output/scholars-uk.csv\", index=False)\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "William Twining (Q16095913)\n",
+      "Philip Aneurin Thomas (Q112432625)\n",
+      "David Sugarman (Q112366094)\n",
+      "Carol Smart (Q5044563)\n",
+      "David Nelken (Q5237957)\n",
+      "Rosemary Hunter (Q7368381)\n",
+      "Sally Wheeler (Q28078278)\n",
+      "Don Harris (Q125080407)\n",
+      "Roger Cotterrell (Q7358027)\n",
+      "Fiona Cownie (Q113809561)\n",
+      "Joanne Conaghan (Q108276256)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"\\n\".join(df.apply(lambda r: f\"{r['fullName']} ({r['qid']})\", axis=1).to_list()))"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-03-22T13:43:45.910663Z",
+     "start_time": "2024-03-22T13:43:45.906339Z"
+    }
+   },
+   "id": "293eecdcf97d4fd1"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "outputs": [
+    {
+     "data": {
+      "text/plain": "<IPython.core.display.Markdown object>",
+      "text/markdown": "| fullName                      | itemdesc                                                              | wikidata_url                                                                     | wikipedia_en                                                                                       |\n|:------------------------------|:----------------------------------------------------------------------|:---------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------|\n| William Twining (1934-)       | Professor of Jurisprudence                                            | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q16095913\">Wikidata</a>  | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/William_Twining\">WP  (EN)</a>               |\n| Philip Aneurin Thomas (1940-) |                                                                       | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q112432625\">Wikidata</a> |                                                                                                    |\n| David Sugarman (1948-)        |                                                                       | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q112366094\">Wikidata</a> |                                                                                                    |\n| Carol Smart (1948-)           | Feminist sociologist                                                  | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q5044563\">Wikidata</a>   | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Carol_Smart\">WP  (EN)</a>                   |\n| David Nelken (1949-)          | British political scientist                                           | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q5237957\">Wikidata</a>   | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/David_Nelken\">WP  (EN)</a>                  |\n| Rosemary Hunter (1962-)       | Australian jurist                                                     | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q7368381\">Wikidata</a>   | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Rosemary_Hunter\">WP  (EN)</a>               |\n| Sally Wheeler (1964-)         | Professor and Head of the School of Law at Queen's University Belfast | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q28078278\">Wikidata</a>  | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Sally_Wheeler_(legal_scholar)\">WP  (EN)</a> |\n| Don Harris (-)                | British jurist and professor at the university of Oxford (1928-2020)  | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q125080407\">Wikidata</a> |                                                                                                    |\n| Roger Cotterrell (-)          | British academic                                                      | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q7358027\">Wikidata</a>   | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Roger_Cotterrell\">WP  (EN)</a>              |\n| Fiona Cownie (-)              |                                                                       | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q113809561\">Wikidata</a> |                                                                                                    |\n| Joanne Conaghan (-)           | British legal scholar                                                 | <a target=\"_blank\" href=\"http://www.wikidata.org/entity/Q108276256\">Wikidata</a> | <a target=\"_blank\" href=\"https://en.wikipedia.org/wiki/Joanne_Conaghan\">WP  (EN)</a>               |"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "from IPython.display import display, Markdown\n",
+    "from lib.wikidata import create_styled_table\n",
+    "include_rows = ['fullName', 'itemdesc', 'wikidata_url', 'wikipedia_en']\n",
+    "md = create_styled_table(df, include_rows).to_markdown(index=False)\n",
+    "Path('output/scholars-uk.md').write_text(md)\n",
+    "display(Markdown(md))"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-03-22T13:52:18.734028Z",
+     "start_time": "2024-03-22T13:52:18.726502Z"
+    }
+   },
+   "id": "e6e8f4591eff1e62"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "outputs": [],
+   "source": [],
+   "metadata": {
+    "collapsed": false
+   },
+   "id": "e49091071f6d1e93"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "outputs": [],
+   "source": [],
+   "metadata": {
+    "collapsed": false
+   },
+   "id": "a84ea8429f57d924"
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}