| # 🧠 STARGATE: CIA Remote Viewing Archive (Raw PDFs + Metadata) |
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| [](https://huggingface.co/datasets/GotThatData/STARGATE) |
| [](https://opensource.org/licenses/MIT) |
| [](https://huggingface.co/datasets/GotThatData/STARGATE) |
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| ## Overview |
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| **STARGATE is the most comprehensive open-access archive of declassified CIA documents related to psychic research, remote viewing (RV), and anomalous cognition.** |
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| This dataset consolidates **over 12,000 scanned PDF files**, drawn from decades of classified government programs designed to investigate and operationalize extrasensory perception (ESP) in intelligence-gathering contexts. |
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| ### Programs Included |
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| - **Grill Flame** (1973–1978) - DIA's early remote viewing experiments |
| - **Center Lane** (1978–1985) - Army Intelligence psychic espionage program |
| - **Sun Streak** (1985–1991) - Continuation under new codename |
| - **Star Gate** (1991–1995) - Final incarnation before congressional termination |
| - **Related Programs:** Gondola Wish, Scanate, Inscom Center Lane |
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| --- |
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| ## 🎯 Use Cases |
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| ### 1. **Natural Language Processing (NLP)** |
| - **Information extraction** - Extract dates, locations, agents, targets from session transcripts |
| - **Entity recognition** - Identify patterns in how remote viewers describe unknown locations |
| - **Summarization** - Generate abstracts of lengthy technical reports |
| - **Text classification** - Categorize documents by program, methodology, success rate |
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| ### 2. **Historical & Intelligence Research** |
| - **Cold War intelligence tactics** - How did the U.S. approach psychic espionage? |
| - **Scientific methodology** - What protocols were used? How did they evolve? |
| - **Congressional oversight** - Why was the program terminated in 1995? |
| - **Cross-agency collaboration** - DIA, CIA, Army Intelligence, SRI International |
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| ### 3. **Psychological Analysis** |
| - **Cognitive bias** in perception and reporting |
| - **Training methodologies** for perceptual enhancement |
| - **Statistical evaluation** of claimed psychic phenomena |
| - **Interviewer-subject dynamics** in session transcripts |
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| ### 4. **Machine Learning Training** |
| - **OCR benchmarking** - Scanned 1970s-1990s government documents (challenging quality) |
| - **Document classification** - Multi-class categorization (session transcript, technical report, administrative memo, etc.) |
| - **Anomaly detection** - Identify unusual patterns or outliers in session data |
| - **Time-series analysis** - Success rates, funding levels, program activity over decades |
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| --- |
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| ## 📊 Dataset Structure |
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| ``` |
| STARGATE/ |
| ├── pdfs/ # 12,000+ raw scanned PDF files |
| │ ├── STAR-GATE-01.pdf |
| │ ├── STAR-GATE-02.pdf |
| │ └── ... |
| ├── metadata.csv # Document metadata (title, date, program, classification) |
| ├── processed/ # (Future) OCR-extracted text versions |
| └── README.md |
| ``` |
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| ### Metadata Fields |
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| | Field | Description | Example | |
| |-------|-------------|---------| |
| | `document_id` | Unique identifier | `STAR-GATE-00042` | |
| | `title` | Document title | "Remote Viewing Session: Soviet Submarine Base" | |
| | `date` | Document date | `1983-04-15` | |
| | `program` | Program codename | `Center Lane`, `Star Gate` | |
| | `classification` | Original classification | `SECRET`, `CONFIDENTIAL`, `UNCLASSIFIED` | |
| | `declassification_date` | When it was released | `2000-08-09` | |
| | `page_count` | Number of pages | `23` | |
| | `file_path` | Relative path to PDF | `pdfs/STAR-GATE-00042.pdf` | |
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| --- |
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| ## 🚀 Quick Start |
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| ### Load the Dataset |
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| ```python |
| from datasets import load_dataset |
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| dataset = load_dataset("GotThatData/STARGATE") |
| ``` |
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| ### Example: Extract Metadata for a Specific Program |
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| ```python |
| import pandas as pd |
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| # Load metadata |
| df = pd.read_csv("hf://datasets/GotThatData/STARGATE/metadata.csv") |
| |
| # Filter for Star Gate program |
| star_gate_docs = df[df['program'] == 'Star Gate'] |
| print(f"Found {len(star_gate_docs)} Star Gate documents") |
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| # Sort by date |
| star_gate_docs = star_gate_docs.sort_values('date') |
| print(star_gate_docs[['title', 'date', 'page_count']].head(10)) |
| ``` |
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| ### Example: OCR Text Extraction (with PyMuPDF) |
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| ```python |
| import fitz # PyMuPDF |
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| def extract_text_from_pdf(pdf_path): |
| doc = fitz.open(pdf_path) |
| text = "" |
| for page in doc: |
| text += page.get_text() |
| return text |
| |
| # Extract text from a document |
| pdf_path = "hf://datasets/GotThatData/STARGATE/pdfs/STAR-GATE-00042.pdf" |
| text = extract_text_from_pdf(pdf_path) |
| print(text[:500]) # First 500 characters |
| ``` |
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| ### Example: Train a Document Classifier |
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| ```python |
| from transformers import AutoTokenizer, AutoModelForSequenceClassification, Trainer |
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| # Load pre-trained model |
| model_name = "distilbert-base-uncased" |
| tokenizer = AutoTokenizer.from_pretrained(model_name) |
| model = AutoModelForSequenceClassification.from_pretrained(model_name, num_labels=4) |
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| # Prepare data (classification: transcript, report, memo, other) |
| # ... (data preparation code) |
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| # Fine-tune |
| trainer = Trainer(model=model, train_dataset=train_data, eval_dataset=eval_data) |
| trainer.train() |
| ``` |
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| --- |
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| ## 📚 Background & Context |
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| ### What Was STARGATE? |
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| In 1972, the CIA and DIA began funding research into **remote viewing** - the alleged ability to perceive distant or unseen targets through extrasensory means. Programs evolved over two decades under various codenames: |
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| 1. **Early Phase (1973-1978):** Grill Flame - Initial DIA experiments at SRI International |
| 2. **Operational Phase (1978-1991):** Center Lane & Sun Streak - Active intelligence gathering |
| 3. **Final Phase (1991-1995):** Star Gate - Consolidated under DIA oversight |
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| ### Why Was It Terminated? |
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| In 1995, the CIA commissioned an independent review by the American Institutes for Research (AIR). The final report concluded: |
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| > "The information provided by remote viewing is vague and ambiguous, making it difficult, if not impossible, for the technique to yield information of sufficient quality and accuracy for actionable intelligence." |
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| Congress defunded the program shortly after. All documents were declassified and released via the CIA's CREST database between 2000-2017. |
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| ### Notable Participants |
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| - **Ingo Swann** - Developed Controlled Remote Viewing (CRV) methodology |
| - **Pat Price** - Remote viewer credited with "successful" Cold War missions |
| - **Dr. Hal Puthoff** - SRI physicist who led early experiments |
| - **Dr. Edwin May** - Director of cognitive sciences division at SRI |
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| --- |
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| ## 🔬 Research Applications |
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| ### Academic Papers Using This Dataset |
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| *(We'd love to list your work here! Open a discussion or PR)* |
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| ### Potential Research Questions |
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| 1. **Linguistics:** How did remote viewing terminology evolve across programs? |
| 2. **Psychology:** What cognitive biases are evident in session transcripts? |
| 3. **History:** How did Cold War tensions influence psychic espionage funding? |
| 4. **Statistics:** Can we replicate the AIR study's statistical analysis with modern methods? |
| 5. **AI Ethics:** What does government-funded psychic research teach us about evaluating anomalous claims in AI? |
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| --- |
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| ## 📝 Citation |
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| If you use this dataset in your research, please cite: |
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| ```bibtex |
| @dataset{daugherty2025stargate, |
| author = {Bryan Daugherty}, |
| title = {STARGATE: CIA Remote Viewing Archive}, |
| year = {2025}, |
| publisher = {Hugging Face}, |
| url = {https://huggingface.co/datasets/GotThatData/STARGATE} |
| } |
| ``` |
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| --- |
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| ## 🔗 Related Resources |
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| - **CIA CREST Database:** [https://www.cia.gov/readingroom/](https://www.cia.gov/readingroom/) |
| - **AIR Final Report (1995):** [Research Evaluation](https://www.cia.gov/readingroom/docs/CIA-RDP96-00789R003800200001-0.pdf) |
| - **Companion Dataset:** [STARGATE-Processed](https://huggingface.co/datasets/GotThatData/STARGATE-Processed) - OCR-extracted text versions |
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| --- |
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| ## 📜 License |
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| MIT License - freely available for research and commercial use. |
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| **Note:** These are declassified U.S. government documents and are in the public domain. The dataset compilation and metadata are released under MIT. |
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| --- |
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| ## 🙏 Acknowledgments |
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| - **CIA CREST Team** - For declassifying and digitizing these historical documents |
| - **Internet Archive** - For mirroring and preserving government data |
| - **Hugging Face Community** - For providing infrastructure for large-scale dataset hosting |
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| --- |
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| ## 🐛 Known Issues & Future Work |
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| - **OCR Quality:** Scanned 1970s-1990s documents have variable quality. Some pages are illegible. |
| - **Missing Documents:** Not all STARGATE-related documents may be included (ongoing FOIA releases). |
| - **Metadata Gaps:** Some documents lack complete metadata (date, program name, etc.). |
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| **Roadmap:** |
| - [ ] Complete OCR extraction for all PDFs → `STARGATE-Processed` dataset |
| - [ ] Add entity annotations (people, locations, programs) |
| - [ ] Create topic models for common themes |
| - [ ] Build search/query interface (Space app) |
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| --- |
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| ## 💬 Feedback & Contributions |
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| Found an error? Have a feature request? Want to contribute OCR'd text or annotations? |
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| - **Discussions:** [Open a discussion](https://huggingface.co/datasets/GotThatData/STARGATE/discussions) |
| - **Contact:** YourFriends@smartledger.solutions |
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| *"The truth is rarely pure and never simple."* — Oscar Wilde |
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