update notebook description

efca37bf · Christian Boulanger · 4f260181 · efca37bf
Commit efca37bf authored 1 year ago by Christian Boulanger
--- a/german-law-journal-network/identify-editors-with-llm.ipynb
+++ b/german-law-journal-network/identify-editors-with-llm.ipynb
@@ -3,7 +3,11 @@
  {
   "cell_type": "markdown",
   "source": [
-    "## Use GPT-4 to retrieve list of editors"
+    "## Create the data for a social netwwork of German Law Journal editors\n",
+    "\n",
+    "Since no such data exists, the first aim is to automatically compile a list of the current editors of German-language law journals. The list of journal names is in german-law-journal-network/data/juristische-zeitschriften-lobid-berichtigt.csv . The workflow consists of an automated google search, iterate over the first three search results, and then let an AI (here: ChatGPT) extract the list of editors.\n",
+    "\n",
+    "First, try with a fixed journal name"
   ],
   "metadata": {
    "collapsed": false

 %% Cell type:markdown id:8e0e8a650586c779 tags:
-## Use GPT-4 to retrieve list of editors
+## Create the data for a social netwwork of German Law Journal editors
+Since no such data exists, the first aim is to automatically compile a list of the current editors of German-language law journals. The list of journal names is in german-law-journal-network/data/juristische-zeitschriften-lobid-berichtigt.csv . The workflow consists of an automated google search, iterate over the first three search results, and then let an AI (here: ChatGPT) extract the list of editors.
+First, try with a fixed journal name
 %% Cell type:code id:dc6d6d75ce9e41e1 tags:
 ``` python
 from lib.openai import query_openai_api
 from lib.google import run_google_search, download
 journal_name = "Kritische Vierteljahresschrift für Gesetzgebung und Rechtswissenschaft"
 instruction = f"Finde im folgenden Text die Herausgeber, Redaktion/Schriftleitung und Beirat der Zeitschrift '{journal_name}' und gebe sie im CSV-Format zurück mit den Spalten 'lastname', 'firstname', 'title', 'position', 'affiliation','role'. Die Spalte 'role' enthält entweder 'Herausgeber', 'Redaktion', 'Beirat', 'Schriftleitung' oder ist leer wenn nicht bestimmbar. Wenn keine passenden Informationen verfügbar sind, gebe nur den CSV-Header zurück. Setze alle Werte in den CSV-Spalten in Anführungszeichen."
 google_query = f'{journal_name} (herausgeber | redaktion | beirat)'
 urls = run_google_search(google_query, lang="de", exclude=['jstor.org'], num_results=1)
 website_data = download(urls[0]) # get the content of the first website found
 # compare performance of different GPT models
 for model in ["gpt-4", "gpt-3.5-turbo-instruct"]:
    csv_data = query_openai_api(model, instruction, website_data, max_tokens=2000)
    print(f"\n\n{model}\n---------------\n")
    print(csv_data)
 ```
 %% Output
    gpt-4
    ---------------
    "lastname","firstname","title","position","affiliation","role"
    "Albrecht","Peter-Alexis","Prof. Dr.","Herausgeber","Goethe-Universität Frankfurt am Main","Herausgeber"
    "Braum","Stefan","Prof. Dr.","Herausgeber und Redaktionsmitglied","Universität Luxemburg","Herausgeber"
    "Braum","Stefan","Prof. Dr.","Herausgeber und Redaktionsmitglied","Universität Luxemburg","Redaktion"
    "Broemel","Roland","Prof. Dr.","Herausgeber und Redaktionsmitglied","Goethe-Universität Frankfurt am Main","Herausgeber"
    "Broemel","Roland","Prof. Dr.","Herausgeber und Redaktionsmitglied","Goethe-Universität Frankfurt am Main","Redaktion"
    "Duve","Thomas","Prof. Dr.","Herausgeber","Max-Planck-Institut für europäische Rechtsgeschichte, Frankfurt am Main","Herausgeber"
    "Günther","Klaus","Prof. Dr.","Herausgeber","Goethe-Universität Frankfurt am Main","Herausgeber"
    "Jaeger","Marc","","Herausgeber","Präsident des Gerichts der Europäischen Union (2007-2019), Luxembourg","Herausgeber"
    "Lamanda","Vincent","","Herausgeber","Président de la Cour de Cassation (2007-2014), Paris","Herausgeber"
    "Pfeifer","Guido","Prof. Dr.","Herausgeber","Goethe-Universität Frankfurt am Main","Herausgeber"
    "Spielmann","Dean","","Herausgeber","Richter am Gericht der Europäischen Union (EuG)","Herausgeber"
    "Thomas of Cwmgiedd","John","Lord","Herausgeber","Lord Chief Justice of England and Wales (2013-2017), London","Herausgeber"
    "Tröger","Tobias","Prof. Dr.","Herausgeber","Goethe-Universität Frankfurt am Main","Herausgeber"
    "Vec","Miloš","Prof. Dr.","Herausgeber","Wien","Herausgeber"
    "Voßkuhle","Andreas","Prof. Dr. Dres. h. c. Dr.","Herausgeber","Präsident des Bundesverfassungsgerichts a.D. (2010-2020), Karlsruhe Albert-Ludwigs-Universität Freiburg","Herausgeber"
    "Wallrabenstein","Astrid","Prof. Dr.","Herausgeber","Richterin am Bundesverfassungsgericht, Karlsruhe","Herausgeber"
    "Weiss","Manfred","Prof. em. Dr. Dres. h.c.","Herausgeber","Goethe-Universität Frankfurt am Main","Herausgeber"
    gpt-3.5-turbo-instruct
    ---------------
    "lastname","firstname","title","position","affiliation","role"
    "","","","","",""
    "","","","Der Verlag","",""
    "","","","Programm","",""
    "","","","Wissenschaftlich Publizieren","",""
    "","","","Service","",""
    "","","","Shop","",""
    "","","","Allgemein","",""
    "","","","Über die Zeitschrift","",""
    "","","","","Herausgeberkreis","role"
    "Albrecht","Peter-Alexis","Prof. Dr.","Herausgeber","Goethe-Universität Frankfurt am Main","Herausgeber"
    "Braum","Stefan","Prof. Dr.","Herausgeber","Universität Luxemburg","Herausgeber"
    "Broemel","Roland","Prof. Dr.","Herausgeber (geschäftsführend)","Goethe-Universität Frankfurt am Main","Herausgeber"
    "Duve","Thomas","Prof. Dr.","Herausgeber","Max-Planck-Institut für europäische Rechtsgeschichte, Frankfurt am Main","Herausgeber"
    "Günther","Klaus","Prof. Dr.","Herausgeber","Goethe-Universität Frankfurt am Main","Herausgeber"
    "Jaeger","Marc","","Herausgeber","Präsident des Gerichts der Europäischen Union (2007-2019), Luxembourg","Herausgeber"
    "Lamanda","Vincent","","Herausgeber","Président de la Cour de Cassation (2007-2014), Paris","Herausgeber"
    "Pfeifer","Guido","Prof. Dr.","Herausgeber","Goethe-Universität Frankfurt am Main","Herausgeber"
    "Spielmann","Dean","","Herausgeber","Richter am Gericht der Europäischen Union (EuG)","Herausgeber"
    "Thomas","John","Lord QC","Herausgeber","Lord Chief Justice of England and Wales (2013-2017), London","Herausgeber"
    "Tröger","Tobias","Prof. Dr.","Herausgeber","Goethe-Universität Frankfurt am Main","Herausgeber"
    "Vec","Miloš","Prof. Dr.","Herausgeber","Wien","Herausgeber"
    "Voßkuhle","Andreas","","Herausgeber","Präsident des Bundesverfassungsgerichts a.D. (2010-2020), Karlsruhe Albert-Ludwigs-Universität Freiburg","Herausgeber"
    "Wallrabenstein","Astrid","Prof. Dr.","Herausgeber","Richterin am Bundesverfassungsgericht, Karlsruhe","Herausgeber"
    "Weiss","Manfred","Prof. em. Dr. Dres. h.c.","Herausgeber","Goethe-Universität Frankfurt am Main","Herausgeber"
    "Braum","Stefan","Prof. Dr.","Redaktion (V.i.S.d.P.)","Universität Luxemburg","Redaktion"
    "","","","","Fakultät für Rechts-, Wirtschafts- und Finanzwissenschaften","Redaktion"
    "Braum","Stefan","Prof. Dr.","Redaktionanschrift","162 A, avenue de la Faïencerie","Redaktion"
    "Braum","Stefan","Prof. Dr.","Redaktionsanschrift","L-1511 Luxembourg","Redaktion"
    "","","","Telefon","+352 / 46 66 44 – 6753","Redaktion"
    "","","","Fax","+352 / 46 66 44 – 6811","Redaktion"
    "","","","Mail","stefan.braum@uni.lu","Redaktion"
    "Broemel","Roland","Prof. Dr.","Redaktion (V.i.S.d.P.)","Goethe-Universität Frankfurt","Redaktion"
    "","","","House of Finance, Raum 4.41","Redaktion"
    "","","","Theodor-W.-Adorno-Platz 3","Redaktion"
    "","","","60323 Frankfurt am Main","Redaktion"
    "","","","Telefon","069 / 798-34024","Redaktion"
    "","","","Mail","broemel@jur.uni-frankfurt.de","Redaktion"
    "","","","","","",""
    "","","","Abstracting & Indexing","",""
    "","","","","Die Zeitschrift KritV wird indexiert von","Abstracting & Indexing"
    "","","","","","",""
    "","","","","Urheberrecht","role"
    "","","","Urheberrecht","",""
    "","","","","","",""
    "","","","Mediadaten","",""
    "","","","Mediadaten","",""
 %% Cell type:markdown id:d63225cbb467305a tags:
 Clearly, GPT-3.5 is not up to the task. Now arun the combined google / gpt-4 pipeline on the whole dataset
 %% Cell type:code id:a0570e05da29a5d8 tags:
 ``` python
 import io
 import os
 import pandas as pd
 from lib.openai import query_openai_api
 from lib.google import run_google_search, download
 from tqdm.notebook import tqdm
 from datetime import datetime
 from time import sleep
 # Load or initialize journals data
 if os.path.isfile("data/juristische-zeitschriften-with-editor-count.csv"):
    df_journals = pd.read_csv("data/juristische-zeitschriften-with-editor-count.csv")
 else:
    df_journals = pd.read_csv("data/juristische-zeitschriften-lobid-berichtigt.csv")
    df_journals['editor_count'] = None
 # Load or initialize editors data
 if os.path.isfile("data/editors.csv"):
    df_editors = pd.read_csv("data/editors.csv", encoding='utf-8', index_col=False)
 else:
    df_editors = pd.DataFrame(columns=['journal_abbr', 'lastname', 'firstname', 'title', 'position', 'affiliation', 'role', 'website','retrieved_on'])
 try:
    # Iterate over each journal
    for _, row in tqdm(df_journals.iterrows(), desc="Processing journals...", total=len(df_journals)):
        journal_name = row['journal']
        journal_abbr = row['abbreviation'].split(',')[0].strip()
        # Skip if already processed
        if df_editors['journal_abbr'].str.contains(journal_abbr).any() or \
            (df_journals[df_journals['abbreviation'] == journal_abbr]['editor_count'].notna()).all():
            num_editors = (df_editors['journal_abbr'] == journal_abbr).sum()
            df_journals.loc[df_journals['abbreviation'] == journal_abbr, 'editor_count'] = num_editors
            print(f"Already retrieved {num_editors} editors for '{journal_abbr}'." )
            continue
        # Run google query
        google_query = f'{journal_name} intext:herausgeber|herausgegeben|redakt|schriftleit|beirat'
        exclude=[r'jstor\.org']
        urls = run_google_search(google_query, lang="de", exclude=exclude, verbose=True)
        # ask GPT-4 to identify the editors in the found websites
        for website_url in urls:
            website_data = download(website_url, verbose=True)
            if website_data is None or website_data =="":
                print("Could not retrieve website content.")
                sleep(3) # to avoid google blocking
                continue
            print(f'Sending content to GPT-4 for analysis...')
            instruction = f"Finde im folgenden Text die Herausgeber, Redaktion/Schriftleitung und Beirat der Zeitschrift '{journal_name}' und gebe sie im CSV-Format zurück mit den Spalten 'lastname', 'firstname', 'title', 'position', 'affiliation','role'. Die Spalte 'role' enthält entweder 'Herausgeber', 'Redaktion', 'Beirat', 'Schriftleitung' oder ist leer wenn nicht bestimmbar. Wenn keine passenden Informationen verfügbar sind, gebe nur den CSV-Header zurück. Setze alle Werte in den CSV-Spalten in Anführungszeichen."
            csv_data = query_openai_api("gpt-4", instruction, website_data, max_tokens=1800, verbose=True)
            data = io.StringIO(csv_data)
            try:
                df = pd.read_csv(data)
            except:
                raise RuntimeError(f"Error while parsing response from gpt-4:\n{csv_data}")
            # Save number of editors found
            num_editors = len(df)
            df_journals.loc[df_journals['abbreviation'] == journal_abbr, 'editor_count'] = num_editors
            print(f"Found {num_editors} editors.")
            # If some were found, add them to the list
            if num_editors > 0:
                df['website'] = website_url
                df['journal_abbr'] = journal_abbr
                df['retrieved_on'] = datetime.now().strftime('%Y-%m-%d')
                df_editors = pd.concat([df_editors, df], ignore_index=True)
                # Save updated df_editors back to file
                df_editors.to_csv("data/editors.csv", encoding='utf-8', index=False)
                # don't look at the other websites found to save GPT-4 tokens
                break
 except KeyboardInterrupt:
    print("Loop interrupted by user. Saving current data.")
 finally:
    # Save the updated df_journals to a new file
    df_journals.to_csv("data/juristische-zeitschriften-with-editor-count.csv", index=False)
 ```
 %% Output
    Already retrieved 17 editors for 'AUR'.
    Already retrieved 24 editors for 'AbfallR'.
    Already retrieved 12 editors for 'AL'.
    Already retrieved 0 editors for 'AJP'.
    Already retrieved 0 editors for 'AktStR'.
    Already retrieved 4 editors for 'ASR'.
    Already retrieved 13 editors for 'AnwBl'.
    Already retrieved 0 editors for 'AGS'.
    Already retrieved 24 editors for 'ANA-ZAR'.
    Already retrieved 11 editors for 'apf'.
    Already retrieved 9 editors for 'APR'.
    Already retrieved 23 editors for 'AuA'.
    Already retrieved 4 editors for 'AuR'.
    Already retrieved 1 editors for 'ArbR'.
    Already retrieved 0 editors for 'AiB'.
    Already retrieved 0 editors for 'AP'.
    Already retrieved 9 editors for 'AöR'.
    Already retrieved 6 editors for 'AVR'.
    Already retrieved 3 editors for 'AcP'.
    Already retrieved 14 editors for 'AfkKR'.
    Already retrieved 14 editors for 'ArchKrim'.
    Already retrieved 2 editors for 'UFITA'.
    Already retrieved 10 editors for 'AfP'.
    Already retrieved 3 editors for 'ARSP'.
    Already retrieved 10 editors for 'AfS'.
    Already retrieved 2 editors for 'UFITA'.
    Already retrieved 2 editors for 'UFITA'.
    Already retrieved 4 editors for 'A&R'.
    Already retrieved 25 editors for 'ArztR'.
    Already retrieved 0 editors for 'ASDA-Bulletin'.
    Already retrieved 2 editors for 'Aufsichtsrat'.
    Already retrieved 1 editors for 'AuAS'.
    Already retrieved 5 editors for 'AW-Prax'.
    Already retrieved 3 editors for 'ARIEL'.
    Already retrieved 0 editors for 'AWR-Bulletin'.
    Already retrieved 0 editors for 'BankArch'.
    Already retrieved 2 editors for 'BJM'.
    Already retrieved 9 editors for 'BauR'.
    Already retrieved 5 editors for 'BayVBl'.
    Already retrieved 16 editors for 'Br'.
    Already retrieved 0 editors for 'BerlAnwBl'.
    Already retrieved 2 editors for 'BtPrax'.
    Already retrieved 0 editors for 'BetrAV'.
    Already retrieved 9 editors for 'BB'.
    Already retrieved 0 editors for 'AWD'.
    Already retrieved 2 editors for 'BRuR'.
    Already retrieved 2 editors for 'Betrifft Justiz'.
    Already retrieved 0 editors for 'BewHi'.
    Already retrieved 4 editors for 'BewertungsPraktiker'.
    Already retrieved 0 editors for 'BFH/NV'.
    Already retrieved 0 editors for 'BlPMZ'.
    Already retrieved 0 editors for 'Blätter'.
    Already retrieved 9 editors for 'BRAK-Mitt'.
    Already retrieved 3 editors for 'BLJ'.
    Already retrieved 1 editors for 'BBB'.
    Already retrieved 0 editors for 'Bundesgesundheitsbl'.
    Already retrieved 38 editors for 'CCLR'.
    Already retrieved 13 editors for 'CSR'.
    Already retrieved 7 editors for 'CB'.
    Already retrieved 0 editors for 'CRi'.
    Already retrieved 2 editors for 'CuA'.
    Already retrieved 12 editors for 'CR'.
    Already retrieved 5 editors for 'CuR'.
    Already retrieved 20 editors for 'CCZ'.
    Already retrieved 7 editors for 'CFL'.
    Already retrieved 2 editors for 'COVuR'.
    Already retrieved 0 editors for 'DAJV-NL'.
    Already retrieved 0 editors for 'Grundeigentum'.
    Already retrieved 0 editors for 'Hauseigentum'.
    Already retrieved 8 editors for 'JAmt'.
    Already retrieved 9 editors for 'JurBüro'.
    Already retrieved 7 editors for 'StAZ'.
    Already retrieved 4 editors for 'DuD'.
    Already retrieved 5 editors for 'DSB'.
    Already retrieved 1 editors for 'DANA'.
    Already retrieved 0 editors for 'AOStB'.
    Already retrieved 2 editors for 'ArbRB'.
    Already retrieved 9 editors for 'AusR'.
    Already retrieved 0 editors for 'AR'.
    Already retrieved 0 editors for 'Bausachverständige'.
    Already retrieved 19 editors for 'DB'.
    Already retrieved 16 editors for 'Rpfleger'.
    Already retrieved 0 editors for 'ErbStB'.
    Already retrieved 0 editors for 'EStB'.
    Already retrieved 2 editors for 'FamRB'.
    Already retrieved 2 editors for 'gemeindehaushalt'.
    Already retrieved 0 editors for 'GesRZ'.
    Already retrieved 0 editors for 'GmbHStB'.
    Already retrieved 0 editors for 'IPRB'.
    Already retrieved 2 editors for 'ITRB'.
    Already retrieved 0 editors for 'Konzern'.
    Already retrieved 2 editors for 'Kriminalist'.
    Already retrieved 3 editors for 'Landkreis'.
    Already retrieved 3 editors for 'MedSach'.
    Already retrieved 0 editors for 'MietRB'.
    Already retrieved 2 editors for 'DÖD'.
    Already retrieved 0 editors for 'Personalrat'.
    Already retrieved 0 editors for 'DS'.
    Already retrieved 0 editors for 'STAAT'.
    Already retrieved 2 editors for 'StB'.
    Already retrieved 0 editors for 'UStB'.
    Already retrieved 2 editors for 'VerkA'.
    Already retrieved 2 editors for 'Verkehrsjurist'.
    Already retrieved 0 editors for 'DWE'.
    Already retrieved 0 editors for 'DGVZ'.
    Already retrieved 7 editors for 'DJZ'.
    Already retrieved 2 editors for 'DLR'.
    Already retrieved 0 editors for 'DNotZ'.
    Already retrieved 0 editors for 'Deutsche Polizei'.
    Already retrieved 0 editors for 'DRV'.
    Already retrieved 10 editors for 'DRiZ'.
    Already retrieved 0 editors for 'DStZ'.
    Already retrieved 0 editors for 'DVP'.
    Already retrieved 0 editors for 'DWW'.
    Already retrieved 0 editors for 'DZWIR'.
    Already retrieved 0 editors for 'DAR'.
    Already retrieved 4 editors for 'DStR'.
    Already retrieved 0 editors for 'DVBl'.
    Already retrieved 31 editors for 'DPJZ'.
    Already retrieved 9 editors for 'AG'.
    Already retrieved 1 editors for 'Bank'.
    Already retrieved 0 editors for 'BG'.
    Already retrieved 2 editors for 'BKK'.
    Already retrieved 0 editors for 'Gemeinde [SH]'.
    Already retrieved 8 editors for 'ZMV'.
    Already retrieved 37 editors for 'DÖV'.
    Already retrieved 2 editors for 'PersV'.
    Already retrieved 10 editors for 'Polizei'.
    Already retrieved 14 editors for 'SGb'.
    Already retrieved 3 editors for 'Stbg'.
    Already retrieved 2 editors for 'StBp'.
    Already retrieved 0 editors for 'StW'.
    Already retrieved 0 editors for 'Ubg'.
    Already retrieved 0 editors for 'VERW'.
    Already retrieved 7 editors for 'WPg'.
    Already retrieved 6 editors for 'DivRuW'.
    Already retrieved 0 editors for 'DNotI-Report'.
    Already retrieved 12 editors for 'ER'.
    Already retrieved 0 editors for 'et'.
    Already retrieved 0 editors for 'EFG'.
    Already retrieved 1 editors for 'BFHE'.
    Already retrieved 0 editors for 'BGHZ'.
    Already retrieved 0 editors for 'BVerfGE'.
    Already retrieved 1 editors for 'RGSt'.
    Already retrieved 0 editors for 'EWiR'.
    Already retrieved 0 editors for 'EuGRZ'.
    Already retrieved 7 editors for 'EuZA'.
    Already retrieved 30 editors for 'EuZW'.
    Already retrieved 1 editors for 'EWS'.
    Already retrieved 14 editors for 'EuR'.
    Already retrieved 10 editors for 'ECFR'.
    Already retrieved 22 editors for 'ECLR'.
    Already retrieved 1 editors for 'EDPL'.
    Already retrieved 0 editors for 'ELR'.
    Already retrieved 1 editors for 'ERCL'.
    Already retrieved 4 editors for 'EU-UStB'.
    Already retrieved 1 editors for 'FAR'.
    Already retrieved 4 editors for 'FuR'.
    Already retrieved 0 editors for 'FPR'.
    Already retrieved 0 editors for 'FamRK'.
    Already retrieved 2 editors for 'FamFR'.
    Already retrieved 0 editors for 'FA'.
    Already retrieved 10 editors for 'FLF'.
    Already retrieved 0 editors for 'FR'.
    Already retrieved 0 editors for 'FR-Ertragssteuerrecht'.
    Already retrieved 2 editors for 'FoVo'.
    Already retrieved 3 editors for 'FMP'.
    Already retrieved 5 editors for 'Forderungs-Praktiker'.
    Already retrieved 20 editors for 'FF'.
    Already retrieved 2 editors for 'Forum Kriminalpräv.'.
    Already retrieved 4 editors for 'FoR'.
    Already retrieved 16 editors for 'FS'.
    Already retrieved 2 editors for 'Freilaw'.
    Already retrieved 6 editors for 'GLJ'.
    Already retrieved 0 editors for 'GYIL'.
    Already retrieved 4 editors for 'GWR'.
    Already retrieved 19 editors for 'GuP'.
    Already retrieved 19 editors for 'GuS'.
    Already retrieved 3 editors for 'GesR'.
    Already retrieved 11 editors for 'GewArch'.
    Already retrieved 3 editors for 'GRUR'.
    Already retrieved 4 editors for 'GRUR-Int'.
    Already retrieved 9 editors for 'GRUR-Prax'.
    Already retrieved 3 editors for 'GRUR-RR'.
    Already retrieved 8 editors for 'GmbHR'.
    Already retrieved 0 editors for 'GmbH-Steuerpraxis'.
    Already retrieved 0 editors for 'GA'.
    Already retrieved 11 editors for 'GoJIL'.
    Already retrieved 0 editors for 'GreifRecht'.
    Already retrieved 2 editors for 'GuG'.
    Already retrieved 14 editors for 'GRUR Int.'.
    Already retrieved 2 editors for 'HRN'.
    Already retrieved 15 editors for 'HJIL'.
    Already retrieved 0 editors for 'HSGZ'.
    Already retrieved 1 editors for 'HFR'.
    Already retrieved 17 editors for 'HuV'.
    Already retrieved 17 editors for 'HuV-I'.
    Already retrieved 3 editors for 'HuFR'.
    Already retrieved 13 editors for 'IBR'.
    Already retrieved 7 editors for 'IMR'.
    Searching google for Informationen zum Arbeitslosenrecht und Sozialhilferecht intext:herausgeber|herausgegeben|redakt|schriftleit|beirat...
    Downloading content of https://www.nomos-shop.de/nomos/titel/info-also-informationen-zum-arbeitslosenrecht-und-sozialhilferecht-id-114028/...
    Sending content to GPT-4 for analysis...
    Found 22 editors.
    Already retrieved 0 editors for 'InfAuslR'.
    Searching google for Informationsdienst Öffentliches Dienstrecht intext:herausgeber|herausgegeben|redakt|schriftleit|beirat...
    Downloading content of https://shop.wolterskluwer-online.de/rechtsgebiete/verwaltungsrecht/oeffentliches-dienstrecht/04102500-ioed-informationsdienst-oeffentliches-dienstrecht.html...
    Sending content to GPT-4 for analysis...
    Found 1 editors.
    Searching google for InfrastrukturRecht : Energie, Verkehr, Abfall, Wasser intext:herausgeber|herausgegeben|redakt|schriftleit|beirat...
    Downloading content of https://rsw.beck.de/zeitschriften/infrastrukturrecht...
    Sending content to GPT-4 for analysis...
    Found 17 editors.
    Searching google for International insolvency law review intext:herausgeber|herausgegeben|redakt|schriftleit|beirat...
    Downloading content of https://stephanmadaus.de/...
    Sending content to GPT-4 for analysis...
    Found 0 editors.
    Downloading content of https://beck-online.beck.de/Home/53844...
    Sending content to GPT-4 for analysis...
    Found 0 editors.
    Downloading content of https://www.amazon.de/Commencement-Insolvency-Proceedings-International-Comparative-ebook/dp/B009F7M566...
    Sending content to GPT-4 for analysis...
    Found 0 editors.
    Searching google for International Journal of Language & Law intext:herausgeber|herausgegeben|redakt|schriftleit|beirat...
    Loop interrupted by user. Saving current data.
 %% Cell type:code id:4e4a9ab6ecb15270 tags:
 ``` python
 ```