PunkRockGirl/investigation-database

APOKALYPSIS Investigation Dataset

Overview

This dataset contains structured investigation data from the APOKALYPSIS project, documenting connections between persons of interest, organizations, and events.

Dataset Statistics

• Nodes: 26381 entities (persons, organizations, locations, events)
• Connections: 248558 relationships between entities
• Dossiers: 803 detailed investigation reports
• Religious Affiliations: 0 documented affiliations
• Occult Intel: 0 symbolism/claims (crowdsourced research)

Files

nodes.jsonl / nodes.parquet

Entity records with:

• id: Unique identifier
• name: Entity name
• category: Type (person, organization, location, etc.)
• description: Brief description
• latitude/longitude: Geographic coordinates (if applicable)
• birth_date/death_date: Dates (for persons)
• occupation, nationality
• net_worth: Estimated net worth
• created_at: Record creation timestamp

connections.jsonl / connections.parquet

Relationship records with:

• source_id/source_name: Origin entity
• target_id/target_name: Destination entity
• relationship_type: Type of connection (financial, familial, etc.)
• strength: Connection strength (1-10)
• start_year/end_year: Time period of relationship
• evidence: Supporting evidence/sources

dossiers.jsonl / dossiers.parquet

Investigation reports with:

• filename: Original file name
• title: Report title
• content: Full markdown content
• word_count: Document length
• linked_node_id: Associated entity

religious_affiliations.jsonl

Religious and fraternal order memberships:

• node_id/node_name: Entity
• religion: Religious affiliation
• denomination: Specific branch
• fraternal_orders: List of orders (Skull & Bones, Freemasons, etc.)
• secret_societies: List of societies (Bilderberg, CFR, etc.)
• confidence: Data confidence score (0-100)

occult_intel.jsonl

Crowdsourced symbolism research:

• node_id/node_name: Entity
• intel_type: Type of claim (hand_sign, photo_symbolism, etc.)
• claim: The specific claim
• evidence_url: Link to evidence
• source_name/source_url: Where claim originated
• verified/debunked: Verification status
• confidence: Claim confidence score

Use Cases

• Knowledge graph construction
• Entity resolution and linking
• Relationship extraction training
• Network analysis
• Named entity recognition (NER) training
• Investigation assistance

License

This dataset is provided for research and educational purposes. Data is compiled from public sources with citations.

Citation

@dataset{apokalypsis_2026,
  title={APOKALYPSIS Investigation Dataset},
  author={Casey, Tammy L.},
  year={2026},
  publisher={HuggingFace}
}

Contact

Questions or corrections: [GitHub Issues]