PunkRockGirl commited on
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Update: +13 linked dossiers, 123 garbage archived, 26381 nodes, 248558 connections (Feb 20, 2026)

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  databases/investigative_collective.db filter=lfs diff=lfs merge=lfs -text
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  databases/apokalypsis.db filter=lfs diff=lfs merge=lfs -text
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  databases/investigative_collective_enriched.db filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
 
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  databases/investigative_collective.db filter=lfs diff=lfs merge=lfs -text
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+ connections.json filter=lfs diff=lfs merge=lfs -text
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+ connections.jsonl filter=lfs diff=lfs merge=lfs -text
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+ investigative_collective.db.backup filter=lfs diff=lfs merge=lfs -text
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README.md CHANGED
@@ -1,192 +1,87 @@
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- # Epstein Investigation Database
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-
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- **Comprehensive investigation database tracking 1,058 individuals connected to Epstein trafficking network and related cases.**
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-
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- ## Dataset Description
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-
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- This database contains complete investigative dossiers for 1,058 people including:
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- - 734 primary investigation targets
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- - 324 family members and associates
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-
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- ### What's Included
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-
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- **For each person:**
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- - Biographical data (birth date, place, nationality, education)
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- - Family connections (parents, spouses, children with birth dates)
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- - Network connections (who they're connected to and how)
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- - Epstein document mentions (page citations from 3,910+ pages of court documents)
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- - Aircraft and yacht ownership (tail numbers, vessel names)
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- - Financial intelligence (net worth, corporate entities, banking relationships)
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- - Astrological profiles and numerology
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- - Complete investigation logs with sources
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-
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- ### Epstein Court Documents Analysis
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-
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- **Court Documents Analyzed:** 3,910+ pages from DOJ Epstein Files
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-
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- **People with Epstein mentions:** 1,601
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-
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- **Example:** Donald Trump - mentioned 30 times in court documents with full context and page citations
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-
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- ## Database Schema
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-
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- **SQLite database** (`investigative_collective.db`) with 60+ columns including:
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-
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- **Core Fields:**
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- - `full_name`, `last_name`, `first_name`, `middle_name`
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- - `birth_date`, `birth_time`, `place_of_birth`
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- - `nationality`, `education`, `greek_life`
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-
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- **Family (Structured JSON):**
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- - `parents_json` - Array of parent objects with names, birth dates, confidence scores
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- - `spouses_json` - Marriage history with dates
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- - `children_json` - Complete family tree
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- - `siblings_json` - Sibling relationships
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-
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- **Affiliations:**
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- - `clubs_social_elite` - Mar-a-Lago, country clubs, etc.
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- - `charities_foundations` - Foundations (many dissolved under investigation)
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- - `secret_societies` - Documented memberships
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- - `corporate_boards` - Business affiliations
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-
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- **Network Intelligence:**
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- - `network_connections` - Roy Cohn, Steve Bannon, JD Vance, etc.
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- - `nexus_json` - Full relationship graph in JSON
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- - `epstein_mentions` - Count of mentions in court documents
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- - `epstein_source` - Source documents
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-
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- **Assets:**
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- - `lifestyle_transport` - Aircraft tail numbers (N757AF, N908JE "Lolita Express"), yachts
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- - `lifestyle_residences` - Properties, addresses
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- - `lifestyle_associates` - Known associates
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-
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- **Numerology & Astrology:**
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- - `astro_sun_sign`, `astro_chinese_sign`, `astro_life_path`
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- - Gematria calculations (simple, english, pythagorean)
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-
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- ## Usage Examples
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-
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- ### Query Epstein Connections
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-
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- ```python
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- import sqlite3
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- conn = sqlite3.connect('investigative_collective.db')
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-
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- # Find everyone mentioned in Epstein docs
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- cursor = conn.execute('''
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- SELECT full_name, epstein_mentions
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- FROM dossiers
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- WHERE epstein_mentions > 0
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- ORDER BY epstein_mentions DESC
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- LIMIT 20
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- ''')
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-
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- for name, count in cursor.fetchall():
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- print(f'{name}: {count} mentions')
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  ```
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-
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- ### Get Family Trees
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-
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- ```python
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- import json
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-
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- cursor = conn.execute('''
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- SELECT full_name, parents_json, children_json
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- FROM dossiers
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- WHERE parents_json IS NOT NULL
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- ''')
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-
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- for name, parents_str, children_str in cursor.fetchall():
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- parents = json.loads(parents_str) if parents_str else []
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- children = json.loads(children_str) if children_str else []
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- print(f'{name}:')
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- print(f' Parents: {[p["name"] for p in parents]}')
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- print(f' Children: {[c["name"] for c in children]}')
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- ```
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-
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- ### Find Aircraft Owners
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-
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- ```python
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- cursor = conn.execute('''
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- SELECT full_name, lifestyle_transport
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- FROM dossiers
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- WHERE lifestyle_transport LIKE '%Aircraft%'
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- ''')
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-
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- for name, transport in cursor.fetchall():
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- print(f'{name}: {transport}')
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- ```
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-
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- ## Data Sources
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-
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- All data extracted from public records:
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- - DOJ Epstein court documents (3,910+ pages)
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- - Wikidata (family relationships, career history)
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- - SEC EDGAR (financial filings)
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- - Congress.gov (voting records, committee memberships)
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- - FEC (campaign finance)
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- - Court records (lawsuits, judgments)
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- - News archives (verified reporting)
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- - DDoSecrets (leaked documents - when available)
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-
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- ## Confidence Scoring
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-
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- Each data point tracked with confidence level:
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- - **Tier 1 (90-100%):** Official documents, court records
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- - **Tier 2 (70-89%):** Wikidata with citations
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- - **Tier 3 (50-69%):** News articles, verified interviews
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- - **Tier 4 (30-49%):** Leaked documents
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- - **Tier 5 (10-29%):** Unverified claims
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-
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- ## Live Investigation Platform
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-
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- **Public interface:** https://ozark-oracle.com
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-
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- Features:
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- - Search all 7,452 dossiers
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- - View complete network connections (crime nexus)
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- - Interactive map of Epstein connections
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- - Code words reference (trafficking euphemisms)
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- - Real-time updates as investigation progresses
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-
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- ## Updates
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-
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- This database is actively maintained and updated as:
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- - New court documents are released
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- - Additional connections are discovered
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- - Family members are added to investigation
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- - Evidence is verified and added
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-
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- **Last updated:** 2026-02-06
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- **Dossiers:** 7,452
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- **Blacklisted:** 1,058
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- **Court document mentions:** 1,601 people
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-
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- ## Mission
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-
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- **Eliminate pedophiles from existence through global investigation and public exposure.**
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-
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- Investigation findings are PUBLIC (14th Commandment). Investigation methods are PRIVATE.
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-
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- ## License & Citation
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-
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- **Copyright (c) 2026 Tammy L Casey. All rights reserved.**
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-
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- If you use this database in research or journalism:
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- ```
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- Epstein Investigation Database (2026).
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- Comprehensive dossiers tracking 1,058 individuals connected to Epstein trafficking network.
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- Retrieved from https://huggingface.co/datasets/PunkRockGirl/investigation-database
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  ```
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  ## Contact
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-
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- For tips, evidence, or information: https://ozark-oracle.com/confession
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-
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- Anonymous submissions accepted. All evidence verified before publication.
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-
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- ---
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-
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- **APOKALYPSIS - THE UNVEILING**
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-
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- *"What is hidden will be revealed. What is secret will be made known."*
 
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+ # APOKALYPSIS Investigation Dataset
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+
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+ ## Overview
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+ This dataset contains structured investigation data from the APOKALYPSIS project,
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+ documenting connections between persons of interest, organizations, and events.
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+
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+ ## Dataset Statistics
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+ - **Nodes**: 26381 entities (persons, organizations, locations, events)
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+ - **Connections**: 248558 relationships between entities
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+ - **Dossiers**: 803 detailed investigation reports
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+ - **Religious Affiliations**: 0 documented affiliations
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+ - **Occult Intel**: 0 symbolism/claims (crowdsourced research)
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+
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+ ## Files
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+
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+ ### nodes.jsonl / nodes.parquet
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+ Entity records with:
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+ - `id`: Unique identifier
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+ - `name`: Entity name
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+ - `category`: Type (person, organization, location, etc.)
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+ - `description`: Brief description
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+ - `latitude/longitude`: Geographic coordinates (if applicable)
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+ - `birth_date/death_date`: Dates (for persons)
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+ - `occupation`, `nationality`
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+ - `net_worth`: Estimated net worth
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+ - `created_at`: Record creation timestamp
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+
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+ ### connections.jsonl / connections.parquet
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+ Relationship records with:
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+ - `source_id/source_name`: Origin entity
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+ - `target_id/target_name`: Destination entity
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+ - `relationship_type`: Type of connection (financial, familial, etc.)
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+ - `strength`: Connection strength (1-10)
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+ - `start_year/end_year`: Time period of relationship
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+ - `evidence`: Supporting evidence/sources
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+
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+ ### dossiers.jsonl / dossiers.parquet
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+ Investigation reports with:
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+ - `filename`: Original file name
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+ - `title`: Report title
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+ - `content`: Full markdown content
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+ - `word_count`: Document length
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+ - `linked_node_id`: Associated entity
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+
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+ ### religious_affiliations.jsonl
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+ Religious and fraternal order memberships:
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+ - `node_id/node_name`: Entity
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+ - `religion`: Religious affiliation
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+ - `denomination`: Specific branch
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+ - `fraternal_orders`: List of orders (Skull & Bones, Freemasons, etc.)
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+ - `secret_societies`: List of societies (Bilderberg, CFR, etc.)
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+ - `confidence`: Data confidence score (0-100)
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+
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+ ### occult_intel.jsonl
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+ Crowdsourced symbolism research:
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+ - `node_id/node_name`: Entity
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+ - `intel_type`: Type of claim (hand_sign, photo_symbolism, etc.)
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+ - `claim`: The specific claim
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+ - `evidence_url`: Link to evidence
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+ - `source_name/source_url`: Where claim originated
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+ - `verified/debunked`: Verification status
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+ - `confidence`: Claim confidence score
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+
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+ ## Use Cases
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+ - Knowledge graph construction
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+ - Entity resolution and linking
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+ - Relationship extraction training
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+ - Network analysis
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+ - Named entity recognition (NER) training
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+ - Investigation assistance
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+
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+ ## License
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+ This dataset is provided for research and educational purposes.
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+ Data is compiled from public sources with citations.
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+
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+ ## Citation
 
 
 
 
 
 
 
 
 
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  ```
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+ @dataset{apokalypsis_2026,
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+ title={APOKALYPSIS Investigation Dataset},
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+ author={Casey, Tammy L.},
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+ year={2026},
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+ publisher={HuggingFace}
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+ }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ```
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  ## Contact
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+ Questions or corrections: [GitHub Issues]
 
 
 
 
 
 
 
 
 
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+ ---
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+ language:
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+ - en
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+ license: cc-by-nc-4.0
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+ task_categories:
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+ - text-classification
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+ - token-classification
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+ - question-answering
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+ - graph-ml
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+ tags:
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+ - knowledge-graph
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+ - investigation
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+ - network-analysis
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+ - entity-linking
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+ - relationships
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+ size_categories:
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+ - 10K<n<100K
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+ ---
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