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The dataset generation failed because of a cast error
Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 4 new columns ({'source_filename', 'agency', 'file_group', 'output_path'}) and 26 missing columns ({'agency_centroid_distance_pct', 'Output Path', 'isolation_uniqueness', 'pca_2', 'tsne_2', 'global_centroid_distance', 'modality_centroid_distance', 'key_id', 'tsne_1', 'source_path', 'global_centroid_cosine_distance', 'global_centroid_cosine_distance_pct', 'Source Filename', 'pca_1', 'isolation_uniqueness_pct', 'modality_centroid_distance_pct', 'uniqueness_rank', 'File Group', 'attempt', 'chunk_count', 'agency_centroid_distance', 'global_centroid_distance_pct', 'nearest_neighbor_cosine_distance', 'nearest_neighbor_cosine_distance_pct', 'uniqueness_score', 'Agency'}).

This happened while the csv dataset builder was generating data using

hf://datasets/HawkFranklin-Research/UAP-May8-Embeddings/chunks.csv (at revision 55e804e02c89ed7297fb790973d6463443daf63b), [/tmp/hf-datasets-cache/medium/datasets/46080390016239-config-parquet-and-info-HawkFranklin-Research-UAP-a3a4e66b/hub/datasets--HawkFranklin-Research--UAP-May8-Embeddings/snapshots/55e804e02c89ed7297fb790973d6463443daf63b/anomaly/top_unique.csv (origin=hf://datasets/HawkFranklin-Research/UAP-May8-Embeddings@55e804e02c89ed7297fb790973d6463443daf63b/anomaly/top_unique.csv), /tmp/hf-datasets-cache/medium/datasets/46080390016239-config-parquet-and-info-HawkFranklin-Research-UAP-a3a4e66b/hub/datasets--HawkFranklin-Research--UAP-May8-Embeddings/snapshots/55e804e02c89ed7297fb790973d6463443daf63b/anomaly/ufo_anomaly_scores.csv (origin=hf://datasets/HawkFranklin-Research/UAP-May8-Embeddings@55e804e02c89ed7297fb790973d6463443daf63b/anomaly/ufo_anomaly_scores.csv), /tmp/hf-datasets-cache/medium/datasets/46080390016239-config-parquet-and-info-HawkFranklin-Research-UAP-a3a4e66b/hub/datasets--HawkFranklin-Research--UAP-May8-Embeddings/snapshots/55e804e02c89ed7297fb790973d6463443daf63b/chunks.csv (origin=hf://datasets/HawkFranklin-Research/UAP-May8-Embeddings@55e804e02c89ed7297fb790973d6463443daf63b/chunks.csv), /tmp/hf-datasets-cache/medium/datasets/46080390016239-config-parquet-and-info-HawkFranklin-Research-UAP-a3a4e66b/hub/datasets--HawkFranklin-Research--UAP-May8-Embeddings/snapshots/55e804e02c89ed7297fb790973d6463443daf63b/clustering/cluster_summary.csv (origin=hf://datasets/HawkFranklin-Research/UAP-May8-Embeddings@55e804e02c89ed7297fb790973d6463443daf63b/clustering/cluster_summary.csv), /tmp/hf-datasets-cache/medium/datasets/46080390016239-config-parquet-and-info-HawkFranklin-Research-UAP-a3a4e66b/hub/datasets--HawkFranklin-Research--UAP-May8-Embeddings/snapshots/55e804e02c89ed7297fb790973d6463443daf63b/clustering/document_clusters.csv (origin=hf://datasets/HawkFranklin-Research/UAP-May8-Embeddings@55e804e02c89ed7297fb790973d6463443daf63b/clustering/document_clusters.csv), /tmp/hf-datasets-cache/medium/datasets/46080390016239-config-parquet-and-info-HawkFranklin-Research-UAP-a3a4e66b/hub/datasets--HawkFranklin-Research--UAP-May8-Embeddings/snapshots/55e804e02c89ed7297fb790973d6463443daf63b/documents.csv (origin=hf://datasets/HawkFranklin-Research/UAP-May8-Embeddings@55e804e02c89ed7297fb790973d6463443daf63b/documents.csv)]

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1800, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 765, in write_table
                  self._write_table(pa_table, writer_batch_size=writer_batch_size)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 773, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              embedding_id: string
              document_id: string
              chunk_id: string
              title: string
              agency: string
              file_group: string
              output_path: string
              source_filename: string
              mime_type: string
              metadata_text: string
              chunk_kind: string
              page_start: double
              page_end: double
              video_duration_sec: double
              source_part_count: int64
              skip_reason: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 2210
              to
              {'document_id': Value('string'), 'embedding_id': Value('string'), 'chunk_id': Value('string'), 'title': Value('string'), 'Agency': Value('string'), 'File Group': Value('string'), 'Output Path': Value('string'), 'Source Filename': Value('string'), 'source_path': Value('string'), 'mime_type': Value('string'), 'metadata_text': Value('string'), 'chunk_kind': Value('string'), 'page_start': Value('float64'), 'page_end': Value('float64'), 'video_duration_sec': Value('float64'), 'source_part_count': Value('int64'), 'skip_reason': Value('float64'), 'key_id': Value('string'), 'attempt': Value('int64'), 'chunk_count': Value('int64'), 'global_centroid_distance': Value('float64'), 'modality_centroid_distance': Value('float64'), 'agency_centroid_distance': Value('float64'), 'nearest_neighbor_cosine_distance': Value('float64'), 'global_centroid_cosine_distance': Value('float64'), 'isolation_uniqueness': Value('float64'), 'global_centroid_distance_pct': Value('float64'), 'modality_centroid_distance_pct': Value('float64'), 'agency_centroid_distance_pct': Value('float64'), 'nearest_neighbor_cosine_distance_pct': Value('float64'), 'global_centroid_cosine_distance_pct': Value('float64'), 'isolation_uniqueness_pct': Value('float64'), 'uniqueness_score': Value('float64'), 'uniqueness_rank': Value('int64'), 'pca_1': Value('float64'), 'pca_2': Value('float64'), 'tsne_1': Value('float64'), 'tsne_2': Value('float64')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 882, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1802, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 4 new columns ({'source_filename', 'agency', 'file_group', 'output_path'}) and 26 missing columns ({'agency_centroid_distance_pct', 'Output Path', 'isolation_uniqueness', 'pca_2', 'tsne_2', 'global_centroid_distance', 'modality_centroid_distance', 'key_id', 'tsne_1', 'source_path', 'global_centroid_cosine_distance', 'global_centroid_cosine_distance_pct', 'Source Filename', 'pca_1', 'isolation_uniqueness_pct', 'modality_centroid_distance_pct', 'uniqueness_rank', 'File Group', 'attempt', 'chunk_count', 'agency_centroid_distance', 'global_centroid_distance_pct', 'nearest_neighbor_cosine_distance', 'nearest_neighbor_cosine_distance_pct', 'uniqueness_score', 'Agency'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/HawkFranklin-Research/UAP-May8-Embeddings/chunks.csv (at revision 55e804e02c89ed7297fb790973d6463443daf63b), [/tmp/hf-datasets-cache/medium/datasets/46080390016239-config-parquet-and-info-HawkFranklin-Research-UAP-a3a4e66b/hub/datasets--HawkFranklin-Research--UAP-May8-Embeddings/snapshots/55e804e02c89ed7297fb790973d6463443daf63b/anomaly/top_unique.csv (origin=hf://datasets/HawkFranklin-Research/UAP-May8-Embeddings@55e804e02c89ed7297fb790973d6463443daf63b/anomaly/top_unique.csv), /tmp/hf-datasets-cache/medium/datasets/46080390016239-config-parquet-and-info-HawkFranklin-Research-UAP-a3a4e66b/hub/datasets--HawkFranklin-Research--UAP-May8-Embeddings/snapshots/55e804e02c89ed7297fb790973d6463443daf63b/anomaly/ufo_anomaly_scores.csv (origin=hf://datasets/HawkFranklin-Research/UAP-May8-Embeddings@55e804e02c89ed7297fb790973d6463443daf63b/anomaly/ufo_anomaly_scores.csv), /tmp/hf-datasets-cache/medium/datasets/46080390016239-config-parquet-and-info-HawkFranklin-Research-UAP-a3a4e66b/hub/datasets--HawkFranklin-Research--UAP-May8-Embeddings/snapshots/55e804e02c89ed7297fb790973d6463443daf63b/chunks.csv (origin=hf://datasets/HawkFranklin-Research/UAP-May8-Embeddings@55e804e02c89ed7297fb790973d6463443daf63b/chunks.csv), /tmp/hf-datasets-cache/medium/datasets/46080390016239-config-parquet-and-info-HawkFranklin-Research-UAP-a3a4e66b/hub/datasets--HawkFranklin-Research--UAP-May8-Embeddings/snapshots/55e804e02c89ed7297fb790973d6463443daf63b/clustering/cluster_summary.csv (origin=hf://datasets/HawkFranklin-Research/UAP-May8-Embeddings@55e804e02c89ed7297fb790973d6463443daf63b/clustering/cluster_summary.csv), /tmp/hf-datasets-cache/medium/datasets/46080390016239-config-parquet-and-info-HawkFranklin-Research-UAP-a3a4e66b/hub/datasets--HawkFranklin-Research--UAP-May8-Embeddings/snapshots/55e804e02c89ed7297fb790973d6463443daf63b/clustering/document_clusters.csv (origin=hf://datasets/HawkFranklin-Research/UAP-May8-Embeddings@55e804e02c89ed7297fb790973d6463443daf63b/clustering/document_clusters.csv), /tmp/hf-datasets-cache/medium/datasets/46080390016239-config-parquet-and-info-HawkFranklin-Research-UAP-a3a4e66b/hub/datasets--HawkFranklin-Research--UAP-May8-Embeddings/snapshots/55e804e02c89ed7297fb790973d6463443daf63b/documents.csv (origin=hf://datasets/HawkFranklin-Research/UAP-May8-Embeddings@55e804e02c89ed7297fb790973d6463443daf63b/documents.csv)]
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

document_id
string
embedding_id
string
chunk_id
string
title
string
Agency
string
File Group
string
Output Path
string
Source Filename
string
source_path
string
mime_type
string
metadata_text
string
chunk_kind
string
page_start
float64
page_end
float64
video_duration_sec
float64
source_part_count
int64
skip_reason
null
key_id
string
attempt
int64
chunk_count
int64
global_centroid_distance
float64
modality_centroid_distance
float64
agency_centroid_distance
float64
nearest_neighbor_cosine_distance
float64
global_centroid_cosine_distance
float64
isolation_uniqueness
float64
global_centroid_distance_pct
float64
modality_centroid_distance_pct
float64
agency_centroid_distance_pct
float64
nearest_neighbor_cosine_distance_pct
float64
global_centroid_cosine_distance_pct
float64
isolation_uniqueness_pct
float64
uniqueness_score
float64
uniqueness_rank
int64
pca_1
float64
pca_2
float64
tsne_1
float64
tsne_2
float64
doc_0159
doc_0159
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NASA-UAP-D5, Apollo 17 Crew Debriefing for Science, 1973
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NASA
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State Department UAP Cable 4, Ashgabat, Turkmenistan, November 5, 2004
Department of State
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State_Department_UAP_Cable_4__Ashgabat__Turkmenistan__November_5__2004.pdf
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Title: State Department UAP Cable 4, Ashgabat, Turkmenistan, November 5, 2004 Agency: Department of State File group: PDF Release date: 5/8/26 Incident date: 11/5/04 Incident location: Turkmenistan Filename: State_Department_UAP_Cable_4__Ashgabat__Turkmenistan__November_5__2004.pdf
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State Department UAP Cable 1, Papua New Guinea, January 28, 1985
Department of State
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Title: State Department UAP Cable 1, Papua New Guinea, January 28, 1985 Agency: Department of State File group: PDF Release date: 5/8/26 Incident date: 1/24/85 Incident location: Papua New Guinea Filename: State_Department_UAP_Cable_1__Papua_New_Guinea__January_28__1985.pdf
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341_110448_Records_Relating_to_the_Collection_and_Dissemination_of_Intelligence_1948-1955-TS_CONT_No.2_2-5300-2-5399
Department of War
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DOW-UAP-D49, Launch Summary, Vandenberg AFB, 2000
Department of War
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Title: DOW-UAP-D49, Launch Summary, Vandenberg AFB, 2000 Agency: Department of War File group: PDF Release date: 5/8/26 Incident date: 2/3/00 Incident location: missing Filename: DOW-UAP-D49__Launch_Summary__Vandenberg_AFB__2000.pdf
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State Department UAP Cable 5, Mexico, September 16, 2003
Department of State
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Title: State Department UAP Cable 5, Mexico, September 16, 2003 Agency: Department of State File group: PDF Release date: 5/8/26 Incident date: 9/12/03 Incident location: Mexico Filename: State_Department_UAP_Cable_5__Mexico__September_16__2003.pdf
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State Department UAP Cable 3, Tbilisi, Georgia, October 30, 2001
Department of State
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Title: 65_HS1-834228961_62-HQ-83894_Serial_153 Agency: FBI File group: PDF Release date: 5/8/26 Incident date: missing Incident location: missing Filename: 65_HS1-834228961_62-HQ-83894_Serial_153.pdf
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State Department UAP Cable 2, Kazakhstan, January 31, 1994
Department of State
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State Department UAP Cable 4, Ashgabat, Turkmenistan, November 5, 2004
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State Department UAP Cable 1, Papua New Guinea, January 28, 1985
Department of State
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DOW-UAP-D49, Launch Summary, Vandenberg AFB, 2000
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Title: DOW-UAP-D49, Launch Summary, Vandenberg AFB, 2000 Agency: Department of War File group: PDF Release date: 5/8/26 Incident date: 2/3/00 Incident location: missing Filename: DOW-UAP-D49__Launch_Summary__Vandenberg_AFB__2000.pdf
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State Department UAP Cable 5, Mexico, September 16, 2003
Department of State
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Title: State Department UAP Cable 5, Mexico, September 16, 2003 Agency: Department of State File group: PDF Release date: 5/8/26 Incident date: 9/12/03 Incident location: Mexico Filename: State_Department_UAP_Cable_5__Mexico__September_16__2003.pdf
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65_HS1-834228961_62-HQ-83894_Serial_449
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Title: 65_HS1-834228961_62-HQ-83894_Serial_449 Agency: FBI File group: PDF Release date: 5/8/26 Incident date: missing Incident location: missing Filename: 65_HS1-834228961_62-HQ-83894_Serial_449.pdf
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65_HS1-101634279_100-DE-26505
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State Department UAP Cable 3, Tbilisi, Georgia, October 30, 2001
Department of State
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NASA-UAP-VM2, Apollo 12, 1969
NASA
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Title: NASA-UAP-VM2, Apollo 12, 1969 Agency: NASA File group: IMG Release date: 5/8/26 Incident date: 1969 Incident location: Moon Filename: NASA-UAP-VM2__Apollo_12__1969.jpg
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65_HS1-834228961_62-HQ-83894_Serial_153
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Title: 65_HS1-834228961_62-HQ-83894_Serial_153 Agency: FBI File group: PDF Release date: 5/8/26 Incident date: missing Incident location: missing Filename: 65_HS1-834228961_62-HQ-83894_Serial_153.pdf
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Title: 331_120752_Numeric_Files_1944–1945_37153_German_Armament_Equipment_Documents Agency: Department of War File group: PDF Release date: 5/8/26 Incident date: 3/18/45 Incident location: Germany Filename: 331_120752_Numeric_Files_1944_1945_37153_German_Armament_Equipment_Documents.pdf
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DOW-UAP-PR48, Unresolved UAP Report, INDOPACOM, 2024
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Western US Event
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59_214434_SP 16 [7.18.1963]
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DOW-UAP-PR47, Unresolved UAP Report, INDOPACOM, 2023
Department of War
VID
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NASA-UAP-D7, Skylab Techincal Crew Debriefing 1973
NASA
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image/jpeg
Title: NASA-UAP-D7, Skylab Techincal Crew Debriefing 1973 Agency: NASA File group: PDF Release date: 5/8/26 Incident date: missing Incident location: missing Filename: NASA-UAP-D7__Skylab_Techincal_Crew_Debriefing_1973.pdf
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DOW-UAP-D48, Department of the Air Force Report, 1996
Department of War
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image/jpeg
Title: DOW-UAP-D48, Department of the Air Force Report, 1996 Agency: Department of War File group: PDF Release date: 5/8/26 Incident date: 9/10/96 Incident location: missing Filename: DOW-UAP-D48__Department_of_the_Air_Force_Report__1996.pdf
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NASA
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DOW-UAP-PR38, Unresolved UAP Report, Middle East, 2013
Department of War
VID
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18_6369445_General_1948_Vol_1
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Department of War
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Department of War
VID
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NASA-UAP-VM4, Apollo 12, 1969
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Department of War
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Department of War
VID
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Department of War
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Department of War
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NASA-UAP-VM6, Apollo 17, 1972
NASA
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NASA-UAP-VM3, Apollo 12, 1969
NASA
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Department of War
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Department of War
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NASA-UAP-D1, Apollo 12 Transcript, 1969
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FBI Photo B20
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NASA-UAP-D4, Apollo 11 Technical Crew Debriefing, 1969
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End of preview.

UAP May 8 Embeddings

This dataset is a derived analysis package built from the public May 8 release of U.S. government UAP/UFO files.

It is meant for downstream search, clustering, anomaly review, and retrieval experiments. The raw archive is published separately; this repo contains the analysis outputs and vector representations.

Source

Primary archive:

  • HawkFranklin-Research/UAP-May8

Local analysis workspace used to generate this dataset:

  • analysis/

Contents

This repo contains two embedding views:

  • documents.csv and document_embeddings.parquet
  • chunks.csv and chunk_embeddings.parquet

It also includes:

  • document_embeddings.npz
  • chunk_embeddings.npz
  • REPORT.md
  • inventory_summary.json
  • clustering outputs
  • anomaly outputs
  • figures

Dataset Shape

View Rows Vector size
Document embeddings 159 3072
Chunk embeddings 801 3072

What Was Removed For Public Release

The public tables keep the content and analysis fields, but they drop operational fields that are only useful inside the local workspace, including:

  • absolute local file paths
  • key-tracking fields
  • attempt bookkeeping

That keeps the published dataset self-contained and avoids leaking local environment details.

Recommended Files

For most use cases, start with:

  • document_embeddings.parquet
  • chunk_embeddings.parquet
  • REPORT.md

Use the .csv files if you want quick inspection without loading parquet. Use the .npz files if you want direct NumPy array access.

Columns

Document embeddings

The document table includes:

  • document identity
  • source agency
  • file group
  • release and incident metadata
  • file size and media characteristics
  • the 3072-dimensional embedding vector

Chunk embeddings

The chunk table includes:

  • document identity
  • chunk identity
  • page ranges or sampled-frame metadata
  • media type
  • chunk text metadata
  • the 3072-dimensional embedding vector

Loading

Document-level example:

from datasets import load_dataset

docs = load_dataset(
    "HawkFranklin-Research/UAP-May8-Embeddings",
    data_files="document_embeddings.parquet",
    split="train",
)

Chunk-level example:

from datasets import load_dataset

chunks = load_dataset(
    "HawkFranklin-Research/UAP-May8-Embeddings",
    data_files="chunk_embeddings.parquet",
    split="train",
)

Notes

  • This is a derived representation of the archive, not the original evidence.
  • The embeddings are suitable for similarity search, clustering, and anomaly detection.
  • The dataset should be interpreted alongside the original archive and report, not instead of them.
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