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README.md

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+# STARGATE Project Documents Dataset
+
+## Overview
+
+This dataset contains processed documents from the STARGATE project, a U.S. government-sponsored program focused on psychic phenomena research, including remote viewing, telepathy, and psychokinesis. The documents have been declassified and made available through the CIA's CREST (CIA Records Search Tool) database.
+
+## Dataset Contents
+
+The dataset includes:
+
+- **Processed text files**: Extracted text from PDF documents, including OCR for scanned documents
+- **Metadata**: Structured information about each document, including:
+  - Document ID
+  - Classification level
+  - Dates mentioned
+  - Project names
+  - Named entities (persons, organizations, locations)
+  - Word and page counts
+- **Categorization**: Documents organized by type/content
+- **Summary statistics**: Overall dataset statistics and insights
+
+## Categories
+
+Documents are categorized into the following groups:
+
+- **Remote Viewing**: Sessions, protocols, and results
+- **Psychokinesis**: Experiments on mind-matter interaction
+- **Telepathy**: Research on thought transference
+- **Precognition**: Studies on predicting future events
+- **Research Reports**: Formal research documentation
+- **Experiment Results**: Data and outcomes from experiments
+- **Training Materials**: Protocols and instructional content
+- **Administrative**: Budgets, personnel, and management documents
+- **Correspondence**: Letters, memos, and communications
+- **Historical**: Background and contextual information
+- **Other**: Miscellaneous documents
+
+## Usage
+
+This dataset can be used for:
+
+- Historical research on psychic phenomena studies
+- Text analysis of government research documents
+- Named entity recognition and relationship mapping
+- Document classification and categorization tasks
+- Linguistic analysis of scientific and administrative text
+
+## Citation
+
+If you use this dataset in your research, please cite it as:
+
+```
+@dataset{stargate_documents,
+  author = {GotThatData},
+  title = {STARGATE Project Documents},
+  year = {2025},
+  publisher = {Hugging Face},
+  url = {https://huggingface.co/datasets/GotThatData/STARGATE}
+}
+```
+
+## License
+
+These documents are in the public domain as they have been declassified by the U.S. government.

dataset_card.md

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+---
+language:
+- en
+license:
+- cc0-1.0
+size_categories:
+- 10K<n<100K
+tags:
+- government
+- declassified
+- psychic-research
+- remote-viewing
+- historical-documents
+---
+
+# Dataset Card for STARGATE Project Documents
+
+## Dataset Description
+
+### Dataset Summary
+
+The STARGATE Project Documents dataset contains declassified documents from the U.S. government's psychic phenomena research program that ran from the 1970s to the 1990s. This collection includes text extracted from PDF files, with metadata and categorization to facilitate research and analysis.
+
+### Languages
+
+The documents are primarily in English (en).
+
+## Dataset Structure
+
+### Data Instances
+
+Each document in the dataset includes:
+- The full text content extracted from PDFs
+- Metadata including document ID, classification, dates, and named entities
+- Category assignment based on document content
+
+### Data Fields
+
+- `filename`: Original filename
+- `document_id`: CIA document identifier
+- `classification`: Security classification level
+- `category`: Document category/type
+- `word_count`: Number of words in the document
+- `page_count`: Estimated number of pages
+- `dates`: Dates mentioned in the document
+- `project_names`: Names of projects mentioned
+- `persons`: Person names identified in the document
+- `organizations`: Organization names identified
+- `locations`: Location names identified
+
+### Data Splits
+
+The dataset does not have formal splits, but documents are organized by category.
+
+## Dataset Creation
+
+### Source Data
+
+The source data consists of declassified PDF documents from the CIA's CREST database, specifically those related to the STARGATE project and related psychic research programs.
+
+### Annotations
+
+The dataset includes automatically extracted metadata and categorization based on document content analysis.
+
+## Considerations for Using the Data
+
+### Social Impact of Dataset
+
+This dataset provides transparency into historical government research programs and facilitates academic study of these programs.
+
+### Discussion of Biases
+
+The documents reflect the perspectives and biases of their time and the institutions that created them.
+
+### Other Known Limitations
+
+Some documents may have incomplete text extraction due to poor scan quality or redactions in the original documents.
+
+## Additional Information
+
+### Dataset Curators
+
+This dataset was curated by GotThatData.
+
+### Licensing Information
+
+These documents are in the public domain as they have been declassified by the U.S. government.
+
+### Citation Information
+
+```
+@dataset{stargate_documents,
+  author = {GotThatData},
+  title = {STARGATE Project Documents},
+  year = {2025},
+  publisher = {Hugging Face},
+  url = {https://huggingface.co/datasets/GotThatData/STARGATE}
+}
+```

stargate_metadata.parquet

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+oid sha256:f6122bcfbb3c744d1c88f103cee4efad958d0995a8f64c5e1e1b1bd5128821e7
+size 89782

summary.json

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+{
+  "total_documents": 485,
+  "total_words": 1698907,
+  "total_pages": 3356,
+  "categories": {
+    "experiment_results": 212,
+    "other": 20,
+    "research_report": 108,
+    "correspondence": 87,
+    "administrative": 23,
+    "remote_viewing": 16,
+    "historical": 2,
+    "precognition": 2,
+    "psychokinesis": 3,
+    "telepathy": 12
+  },
+  "classification_levels": {
+    "UNCLASSIFIED": 25,
+    "SECRET": 26,
+    "CONFIDENTIAL": 14
+  },
+  "top_entities": {
+    "persons": {
+      "Puthoff": 67,
+      "Geller": 41,
+      "Uri Geller": 38,
+      "Russell Targ": 27,
+      "Targ": 27,
+      "Ingo Swann": 20,
+      "Harold Puthoff": 16,
+      "R. Targ": 16,
+      "Pat Price": 14,
+      "Harold E. Puthoff": 12,
+      "H. Puthoff": 12,
+      "Approved": 11,
+      "Swann": 11,
+      "Hal": 11,
+      "RV": 11,
+      "Price": 10,
+      "CA": 9,
+      "Hella Hammid": 9,
+      "Hal Puthoff": 8,
+      "Lo": 7
+    },
+    "organizations": {
+      "CIA": 425,
+      "SRI": 115,
+      "Stanford Research Institute": 67,
+      "SG1I": 53,
+      "OTS": 48,
+      "Release 2014/01/09 :": 41,
+      "Agency": 29,
+      "ORD": 27,
+      "EEG": 25,
+      "Release": 25,
+      "Release 2014/01/09": 22,
+      "Stanford": 18,
+      "STANFORD RESEARCH INSTITUTE\nMENLO PARK": 18,
+      "STANFORD RESEARCH INSTITUTE": 17,
+      "Release 2000/08/10": 17,
+      "ADDRESS": 15,
+      "PHONE": 15,
+      "Targ": 15,
+      "STANRES": 14,
+      "Geller": 13
+    },
+    "locations": {
+      "Menlo Park": 73,
+      "California": 73,
+      "New York": 68,
+      "Washington": 47,
+      "U.S.": 26,
+      "USSR": 23,
+      "the Soviet Union": 20,
+      "New York City": 19,
+      "RV": 19,
+      "Palo Alto": 18,
+      "the United States": 17,
+      "US": 17,
+      "Moscow": 16,
+      "Vol": 16,
+      "England": 15,
+      "pp": 15,
+      "Costa Rica": 15,
+      "London": 14,
+      "D.C.": 13,
+      "San Francisco": 12
+    }
+  },
+  "date_range": {
+    "earliest": null,
+    "latest": null
+  }
+}