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glam/data/extracted/archiveslab/archiveslab_claims_enriched.json
kempersc 55e2cd2340 feat: implement LLM-based extraction for Archives Lab content 
- Introduced `llm_extract_archiveslab.py` script for entity and relationship extraction using LLMAnnotator with GLAM-NER v1.7.0.
- Replaced regex-based extraction with generative LLM inference.
- Added functions for loading markdown content, converting annotation sessions to dictionaries, and generating extraction statistics.
- Implemented comprehensive logging of extraction results, including counts of entities, relationships, and specific types like heritage institutions and persons.
- Results and statistics are saved in JSON format for further analysis.
2025-12-05 23:16:21 +01:00

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{
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"fetch_timestamp": "2025-12-05T16:33:43.365151+00:00",
"extraction_timestamp": "2025-12-05T16:33:48.958079+00:00",
"enrichment_timestamp": "2025-12-05T21:22:05.588571+00:00",
"entity_claims": [
{
"entity_id": "archiveslab_0000",
"entity_type": "AGT.PER",
"name": "Mahmoud Balaawy\n\nTitle",
"clean_name": "Mahmoud Balaawy",
"context": "s\n\n## Day 1: Friday, December 5\n\nKeynote Speaker: Dr. Mahmoud Balaawy\n\nTitle: Gaza's Experience in Documenting & Protecting Bu",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581239+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
},
"roles": [
"Dr"
]
},
{
"entity_id": "archiveslab_0001",
"entity_type": "AGT.PER",
"name": "Salah Falah Zaki Jallad",
"clean_name": "Salah Falah Zaki Jallad",
"context": " Safeguarding Tulkarm’s Local Identity \n\nSpeaker: Dr. Salah Falah Zaki Jallad, Eng. Rana Sabah, Musab Abu Salah\n\nAbstract: \n\nMu",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581498+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
},
"roles": [
"Dr"
]
},
{
"entity_id": "archiveslab_0002",
"entity_type": "AGT.PER",
"name": "Mona Akanan\n\nTitle",
"clean_name": "Mona Akanan",
"context": " stages of its development.\n\n \n\nKeynote Speaker: Dr. Mona Akanan\n\nTitle: Radio stations’ experience in digitizing audio a",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581523+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
},
"roles": [
"Dr"
]
},
{
"entity_id": "archiveslab_0003",
"entity_type": "AGT.PER",
"name": "Ana Roeschley \n\n \n\nTitle",
"clean_name": "Ana Roeschley",
"context": "estine to North America/Turtle Island\n\nModerator: Dr. Ana Roeschley \n\n \n\nTitle: Digitizing Resistance: Decolonial Praxis and the",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581545+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
},
"roles": [
"Dr"
]
},
{
"entity_id": "archiveslab_0004",
"entity_type": "AGT.PER",
"name": "Shahd Qzeih",
"clean_name": "Shahd Qzeih",
"context": "d Preservation in Palestine and Beyond\n\nSpeakers: Dr. Shahd Qzeih, Prof. Diana Allan, Prof. İpek Türeli\n\nAbstract:\n",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581564+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
},
"roles": [
"Dr"
]
},
{
"entity_id": "archiveslab_0005",
"entity_type": "AGT.PER",
"name": "Diana Allan",
"clean_name": "Diana Allan",
"context": " Palestine and Beyond\n\nSpeakers: Dr. Shahd Qzeih, Prof. Diana Allan, Prof. İpek Türeli\n\nAbstract:\n\nThis talk explores",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581580+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
},
"roles": [
"Dr"
]
},
{
"entity_id": "archiveslab_0006",
"entity_type": "AGT.STF",
"name": "Abdelaziz Toubal",
"clean_name": "Abdelaziz Toubal",
"context": "s well as the International Council on Archives.\n\nMr. Abdelaziz Toubal is a records and archives officer specializing in",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581598+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
},
"roles": [
"Mr"
]
},
{
"entity_id": "archiveslab_0007",
"entity_type": "AGT.PER",
"name": "Rasha Shaheen",
"clean_name": "Rasha Shaheen",
"context": "rences on governance and institutional work.\n\n \n\nDr. Rasha Shaheen is a Fulbright Postdoctoral Fellow at the U.S. Na",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581614+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
},
"roles": [
"Dr"
]
},
{
"entity_id": "archiveslab_0009",
"entity_type": "AGT.PER",
"name": "Rana Dubeissy",
"clean_name": "Rana Dubeissy",
"context": "e radio station for more than twenty years. \n\n \n\nDr. Rana Dubeissy is an architect and cultural heritage expert spec",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581633+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
},
"roles": [
"Dr"
]
},
{
"entity_id": "archiveslab_0011",
"entity_type": "AGT.PER",
"name": "Rami Zurayk",
"clean_name": "Rami Zurayk",
"context": "manages interdisciplinary research projects under Dr. Rami Zurayk, leading fieldwork, spatial analysis, and proposa",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581652+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
},
"roles": [
"Dr"
]
},
{
"entity_id": "archiveslab_0012",
"entity_type": "AGT.PER",
"name": "Tulkarm Municipality",
"clean_name": "Tulkarm Municipality",
"context": "ctronic archiving. The role of the archive in the Tulkarm Municipality is not limited to administrative functions; rathe",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581669+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
},
"affiliations": [
"The role of the archive in the Tulkarm Municipality"
]
},
{
"entity_id": "archiveslab_0013",
"entity_type": "AGT.PER",
"name": "The Samaritan Museum",
"clean_name": "The Samaritan Museum",
"context": "mmunity \n\nSpeaker: Priest Husni Wasef\n\nAbstract:\n\nThe Samaritan Museum is the first institution of its kind in the histo",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581688+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
}
},
{
"entity_id": "archiveslab_0014",
"entity_type": "AGT.STF",
"name": "Biographies\n\nAbdallah Omar",
"clean_name": "Abdallah Omar",
"context": "y workers to fuel hope and resiliency.\n\nSpeakers' Biographies\n\nAbdallah Omar is the Director General of Archives and Document ",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581708+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
}
},
{
"entity_id": "archiveslab_0015",
"entity_type": "AGT.PER",
"name": "Abed Maarouf",
"clean_name": "Abed Maarouf",
"context": "aking, and resilient institutional systems. \n\n \n\nAbed Maarouf is a Palestinian writer and journalist based in L",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581724+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
}
},
{
"entity_id": "archiveslab_0016",
"entity_type": "AGT.PER",
"name": "Ahmed Ebeid",
"clean_name": "Ahmed Ebeid",
"context": " Palestinian Archival Collective in Lebanon.\n\n \n\nAhmed Ebeid is a researcher, consultant, and trainer in recor",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581739+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
}
},
{
"entity_id": "archiveslab_0017",
"entity_type": "AGT.STF",
"name": "Basma Benameur",
"clean_name": "Basma Benameur",
"context": "rtment at the Department of Refugee Affairs.\n\n \n\nBasma Benameur is a law professor and an expert in archives and ",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581756+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
},
"affiliations": [
"Department of Refugee Affairs"
]
},
{
"entity_id": "archiveslab_0018",
"entity_type": "AGT.STF",
"name": "Gabriel Polley",
"clean_name": "Gabriel Polley",
"context": "iate Professor of Art Education at MassArt. \n\n \n\nGabriel Polley is a writer and historian from London. After atte",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581774+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
}
},
{
"entity_id": "archiveslab_0019",
"entity_type": "AGT.STF",
"name": "Hala Alnaji",
"clean_name": "Hala Alnaji",
"context": "project at Queen Mary University of London. \n\n \n\nHala Alnaji is a Palestinian architect, curator, and research",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581791+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
},
"affiliations": [
"Queen Mary University",
"Queen Mary University of London"
]
},
{
"entity_id": "archiveslab_0020",
"entity_type": "AGT.PER",
"name": "Hama Freij",
"clean_name": "Hama Freij",
"context": ", and transform loss into shared resilience.\n\n \n\nHama Freij is the newly appointed Head of Archive at Ramalla",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581807+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
}
},
{
"entity_id": "archiveslab_0021",
"entity_type": "AGT.STF",
"name": "Hiba Burqan",
"clean_name": "Hiba Burqan",
"context": "ent, and Director of Administrative Affairs.\n\n \n\nHiba Burqan is a PhD student in Cultural Mediations at Carlet",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581823+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
}
},
{
"entity_id": "archiveslab_0022",
"entity_type": "AGT.PER",
"name": "Ihab Ghaizan",
"clean_name": "Ihab Ghaizan",
"context": "al and international conferences and media. \n\n \n\nIhab Ghaizan is the Head of the Central Archive at Al-Bireh Mu",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581839+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
},
"affiliations": [
"Central Archive"
]
},
{
"entity_id": "archiveslab_0023",
"entity_type": "AGT.PER",
"name": "Jenan Abu Shtaya",
"clean_name": "Jenan Abu Shtaya",
"context": "e in contexts of conflict and displacement. \n\n \n\nJenan Abu Shtaya is a legal historian studying the relationship be",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581855+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
}
},
{
"entity_id": "archiveslab_0024",
"entity_type": "AGT.STF",
"name": "Kaitlyn Griffith",
"clean_name": "Kaitlyn Griffith",
"context": "eorgetown University, Washington, D.C., USA.\n\n \n\nKaitlyn Griffith is an archivist, oral historian, and educator who",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581872+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
}
},
{
"entity_id": "archiveslab_0025",
"entity_type": "AGT.PER",
"name": "Khaled Awad",
"clean_name": "Khaled Awad",
"context": "work across Chicago’s diverse neighborhoods.\n\n \n\nKhaled Awad is a Palestinian researcher and historian from Na",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581889+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
}
},
{
"entity_id": "archiveslab_0026",
"entity_type": "AGT.PER",
"name": "Saeed Ibrahim Ashqar",
"clean_name": "Saeed Ibrahim Ashqar",
"context": "guarding Sudan’s knowledge heritage.\n\n \n\nMahmoud Saeed Ibrahim Ashqar is the Dean of Maythaq: The Institute for the Rev",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581907+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
}
},
{
"entity_id": "archiveslab_0027",
"entity_type": "AGT.PER",
"name": "Moataz Dajani",
"clean_name": "Moataz Dajani",
"context": "cal Science, The College of New Jersey, USA.\n\n \n\nMoataz Dajani is an educator, artist, and activist from Jerusal",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581923+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
}
},
{
"entity_id": "archiveslab_0028",
"entity_type": "AGT.STF",
"name": "Nadine Aranki",
"clean_name": "Nadine Aranki",
"context": "tion in developing educational tax systems. \n\n \n\nNadine Aranki is a curator and community organiser from Ramalla",
"provenance": {
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"extraction_method": "Regex + Playwright",
"extraction_date": "2025-12-05T16:33:48.956872+00:00",
"confidence": 0.75,
"enrichment_date": "2025-12-05T21:22:05.581940+00:00",
"enrichment_method": "GLAM-NER type mapping + name cleanup"
}
},
{
"entity_id": "archiveslab_0029",
"entity_type": "AGT.PER",
"name": "Ramzi Mansouri",
"clean_name": "Ramzi Mansouri",
"context": "ity as a tool of resistance and resilience. \n\n \n\nRamzi Mansouri is an archival consultant holding a Master’s degr",
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"enriched_triples": 275,
"cross_references": 12,
"entity_types": {
"AGT.PER": 26,
"AGT.STF": 10,
"GRP.HER": 58,
"GRP.ASS": 4,
"GRP": 8,
"GRP.EDU": 56,
"GRP.GOV": 1,
"TOP.CTY": 4,
"TOP": 65,
"TOP.SET": 7,
"APP.URL": 6
},
"relationship_types": {
"REL.EVT.SPEAKS_AT": 7,
"REL.EVT.MODERATES": 1,
"REL.SOC.AFFILIATED_WITH": 7,
"REL.SOC.WORKS_AT": 1,
"REL.EVT.PARTICIPATES": 127,
"REL.ONT.ISA": 127,
"REL.SPA.FOCUS_REGION": 5
}
}
}
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