Dataset Viewer
Duplicate
The dataset viewer is not available for this split.
Cannot load the dataset split (in streaming mode) to extract the first rows.
Error code:   StreamingRowsError
Exception:    CastError
Message:      Couldn't cast
access_profile: string
bp_rp_p10_p90_span: double
catalog_family_id: string
chunk_parent_healpix_order: int64
chunk_status: list<item: struct<available: bool, chunk_index: int64, record_count: int64, sha256: string, stale: b (... 5 chars omitted)
  child 0, item: struct<available: bool, chunk_index: int64, record_count: int64, sha256: string, stale: bool>
      child 0, available: bool
      child 1, chunk_index: int64
      child 2, record_count: int64
      child 3, sha256: string
      child 4, stale: bool
diagnostics: list<item: null>
  child 0, item: null
estimated_usable_candidates: int64
generated_at_utc: timestamp[s]
healpix_order: int64
manifest_id: string
quality_cut_class: string
schema_version: string
total_records: int64
format: struct<byte_order: string, chunk_parent_healpix_order: int64, format_version: int64, healpix_order:  (... 126 chars omitted)
  child 0, byte_order: string
  child 1, chunk_parent_healpix_order: int64
  child 2, format_version: int64
  child 3, healpix_order: int64
  child 4, healpix_ordering: string
  child 5, magic: string
  child 6, record_size_bytes: int64
  child 7, record_version: int64
  child 8, reserved_record_bytes: int64
source_id_index_sha256: string
coverage_summary_sha256: string
files: struct<chunk_manifest: string, coverage_summary: string, source_count_transcript: string, source_id_ (... 14 chars omitted)
  child 0, chunk_manifest: string
  child 1, coverage_summary: string
  child 2, source_count_transcript: string
  chil
...
t<flux_error_samples: string, uncertainty_policy: string, unweighted_fit_fallback_allowed: bool (... 1 chars omitted)
  child 0, flux_error_samples: string
  child 1, uncertainty_policy: string
  child 2, unweighted_fit_fallback_allowed: bool
provenance: struct<checksum_algorithm: string, generated_at_utc: timestamp[s], input_manifest_ids: list<item: nu (... 300 chars omitted)
  child 0, checksum_algorithm: string
  child 1, generated_at_utc: timestamp[s]
  child 2, input_manifest_ids: list<item: null>
      child 0, item: null
  child 3, output_manifest_id: string
  child 4, retrieval_method: string
  child 5, retrieval_tool: string
  child 6, retrieval_tool_version: string
  child 7, source_family: string
  child 8, source_query_sha256: string
  child 9, source_query_text: string
  child 10, source_query_timestamp_utc: timestamp[s]
  child 11, source_release: string
  child 12, source_service_urls: list<item: string>
      child 0, item: string
source_kind: string
chunks: list<item: struct<chunk_index: int64, file: string, first_tile: int64, record_count: int64, sha256:  (... 46 chars omitted)
  child 0, item: struct<chunk_index: int64, file: string, first_tile: int64, record_count: int64, sha256: string, siz (... 34 chars omitted)
      child 0, chunk_index: int64
      child 1, file: string
      child 2, first_tile: int64
      child 3, record_count: int64
      child 4, sha256: string
      child 5, size_bytes: int64
      child 6, tile_count: int64
payload_kind: string
to
{'access_profile': Value('string'), 'catalog_family_id': Value('string'), 'chunk_manifest_sha256': Value('string'), 'chunks': List({'chunk_index': Value('int64'), 'file': Value('string'), 'first_tile': Value('int64'), 'record_count': Value('int64'), 'sha256': Value('string'), 'size_bytes': Value('int64'), 'tile_count': Value('int64')}), 'coverage_summary_sha256': Value('string'), 'files': {'chunk_manifest': Value('string'), 'coverage_summary': Value('string'), 'source_count_transcript': Value('string'), 'source_id_index': Value('string')}, 'flux_unit': Value('string'), 'format': {'byte_order': Value('string'), 'chunk_parent_healpix_order': Value('int64'), 'format_version': Value('int64'), 'healpix_order': Value('int64'), 'healpix_ordering': Value('string'), 'magic': Value('string'), 'record_size_bytes': Value('int64'), 'record_version': Value('int64'), 'reserved_record_bytes': Value('int64')}, 'manifest_id': Value('string'), 'payload_kind': Value('string'), 'provenance': {'checksum_algorithm': Value('string'), 'generated_at_utc': Value('timestamp[s]'), 'input_manifest_ids': List(Value('null')), 'output_manifest_id': Value('string'), 'retrieval_method': Value('string'), 'retrieval_tool': Value('string'), 'retrieval_tool_version': Value('string'), 'source_family': Value('string'), 'source_query_sha256': Value('string'), 'source_query_text': Value('string'), 'source_query_timestamp_utc': Value('timestamp[s]'), 'source_release': Value('string'), 'source_service_urls': List(Value('string'))}, 'quality_fields': {'missing_mandatory_field_sentinel': Value('string'), 'required_gaia_source_fields': List(Value('string')), 'required_sampled_spectrum_fields': List(Value('string')), 'required_xp_summary_fields': List(Value('string'))}, 'rights': {'derivative_data_policy': Value('string'), 'license_name': Value('string'), 'license_url': Value('string'), 'mirror_hosting_policy': Value('string'), 'notes': Value('string'), 'redistribution_policy': Value('string'), 'required_citations': List(Value('string')), 'required_credit': List(Value('null')), 'review_basis': Value('string'), 'review_status': Value('string'), 'reviewed_at_utc': Value('null'), 'reviewed_by': Value('null'), 'source_terms_urls': List(Value('string'))}, 'schema_version': Value('string'), 'source_count_transcript_sha256': Value('string'), 'source_id_index_sha256': Value('string'), 'source_kind': Value('string'), 'total_records': Value('int64'), 'uncertainty_payload': {'flux_error_samples': Value('string'), 'uncertainty_policy': Value('string'), 'unweighted_fit_fallback_allowed': Value('bool')}, 'wavelength_grid': {'end_nm': Value('float64'), 'sample_count': Value('int64'), 'start_nm': Value('float64'), 'step_nm': Value('float64'), 'unit': Value('string')}}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/utils.py", line 99, in get_rows_or_raise
                  return get_rows(
                         ^^^^^^^^^
                File "/src/libs/libcommon/src/libcommon/utils.py", line 272, in decorator
                  return func(*args, **kwargs)
                         ^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/utils.py", line 77, in get_rows
                  rows_plus_one = list(itertools.islice(ds, rows_max_number + 1))
                                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2690, in __iter__
                  for key, example in ex_iterable:
                                      ^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2227, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2251, in _iter_arrow
                  for key, pa_table in self.ex_iterable._iter_arrow():
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 494, in _iter_arrow
                  for key, pa_table in iterator:
                                       ^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 384, in _iter_arrow
                  for key, pa_table in self.generate_tables_fn(**gen_kwags):
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 299, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 128, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_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
              access_profile: string
              bp_rp_p10_p90_span: double
              catalog_family_id: string
              chunk_parent_healpix_order: int64
              chunk_status: list<item: struct<available: bool, chunk_index: int64, record_count: int64, sha256: string, stale: b (... 5 chars omitted)
                child 0, item: struct<available: bool, chunk_index: int64, record_count: int64, sha256: string, stale: bool>
                    child 0, available: bool
                    child 1, chunk_index: int64
                    child 2, record_count: int64
                    child 3, sha256: string
                    child 4, stale: bool
              diagnostics: list<item: null>
                child 0, item: null
              estimated_usable_candidates: int64
              generated_at_utc: timestamp[s]
              healpix_order: int64
              manifest_id: string
              quality_cut_class: string
              schema_version: string
              total_records: int64
              format: struct<byte_order: string, chunk_parent_healpix_order: int64, format_version: int64, healpix_order:  (... 126 chars omitted)
                child 0, byte_order: string
                child 1, chunk_parent_healpix_order: int64
                child 2, format_version: int64
                child 3, healpix_order: int64
                child 4, healpix_ordering: string
                child 5, magic: string
                child 6, record_size_bytes: int64
                child 7, record_version: int64
                child 8, reserved_record_bytes: int64
              source_id_index_sha256: string
              coverage_summary_sha256: string
              files: struct<chunk_manifest: string, coverage_summary: string, source_count_transcript: string, source_id_ (... 14 chars omitted)
                child 0, chunk_manifest: string
                child 1, coverage_summary: string
                child 2, source_count_transcript: string
                chil
              ...
              t<flux_error_samples: string, uncertainty_policy: string, unweighted_fit_fallback_allowed: bool (... 1 chars omitted)
                child 0, flux_error_samples: string
                child 1, uncertainty_policy: string
                child 2, unweighted_fit_fallback_allowed: bool
              provenance: struct<checksum_algorithm: string, generated_at_utc: timestamp[s], input_manifest_ids: list<item: nu (... 300 chars omitted)
                child 0, checksum_algorithm: string
                child 1, generated_at_utc: timestamp[s]
                child 2, input_manifest_ids: list<item: null>
                    child 0, item: null
                child 3, output_manifest_id: string
                child 4, retrieval_method: string
                child 5, retrieval_tool: string
                child 6, retrieval_tool_version: string
                child 7, source_family: string
                child 8, source_query_sha256: string
                child 9, source_query_text: string
                child 10, source_query_timestamp_utc: timestamp[s]
                child 11, source_release: string
                child 12, source_service_urls: list<item: string>
                    child 0, item: string
              source_kind: string
              chunks: list<item: struct<chunk_index: int64, file: string, first_tile: int64, record_count: int64, sha256:  (... 46 chars omitted)
                child 0, item: struct<chunk_index: int64, file: string, first_tile: int64, record_count: int64, sha256: string, siz (... 34 chars omitted)
                    child 0, chunk_index: int64
                    child 1, file: string
                    child 2, first_tile: int64
                    child 3, record_count: int64
                    child 4, sha256: string
                    child 5, size_bytes: int64
                    child 6, tile_count: int64
              payload_kind: string
              to
              {'access_profile': Value('string'), 'catalog_family_id': Value('string'), 'chunk_manifest_sha256': Value('string'), 'chunks': List({'chunk_index': Value('int64'), 'file': Value('string'), 'first_tile': Value('int64'), 'record_count': Value('int64'), 'sha256': Value('string'), 'size_bytes': Value('int64'), 'tile_count': Value('int64')}), 'coverage_summary_sha256': Value('string'), 'files': {'chunk_manifest': Value('string'), 'coverage_summary': Value('string'), 'source_count_transcript': Value('string'), 'source_id_index': Value('string')}, 'flux_unit': Value('string'), 'format': {'byte_order': Value('string'), 'chunk_parent_healpix_order': Value('int64'), 'format_version': Value('int64'), 'healpix_order': Value('int64'), 'healpix_ordering': Value('string'), 'magic': Value('string'), 'record_size_bytes': Value('int64'), 'record_version': Value('int64'), 'reserved_record_bytes': Value('int64')}, 'manifest_id': Value('string'), 'payload_kind': Value('string'), 'provenance': {'checksum_algorithm': Value('string'), 'generated_at_utc': Value('timestamp[s]'), 'input_manifest_ids': List(Value('null')), 'output_manifest_id': Value('string'), 'retrieval_method': Value('string'), 'retrieval_tool': Value('string'), 'retrieval_tool_version': Value('string'), 'source_family': Value('string'), 'source_query_sha256': Value('string'), 'source_query_text': Value('string'), 'source_query_timestamp_utc': Value('timestamp[s]'), 'source_release': Value('string'), 'source_service_urls': List(Value('string'))}, 'quality_fields': {'missing_mandatory_field_sentinel': Value('string'), 'required_gaia_source_fields': List(Value('string')), 'required_sampled_spectrum_fields': List(Value('string')), 'required_xp_summary_fields': List(Value('string'))}, 'rights': {'derivative_data_policy': Value('string'), 'license_name': Value('string'), 'license_url': Value('string'), 'mirror_hosting_policy': Value('string'), 'notes': Value('string'), 'redistribution_policy': Value('string'), 'required_citations': List(Value('string')), 'required_credit': List(Value('null')), 'review_basis': Value('string'), 'review_status': Value('string'), 'reviewed_at_utc': Value('null'), 'reviewed_by': Value('null'), 'source_terms_urls': List(Value('string'))}, 'schema_version': Value('string'), 'source_count_transcript_sha256': Value('string'), 'source_id_index_sha256': Value('string'), 'source_kind': Value('string'), 'total_records': Value('int64'), 'uncertainty_payload': {'flux_error_samples': Value('string'), 'uncertainty_policy': Value('string'), 'unweighted_fit_fallback_allowed': Value('bool')}, 'wavelength_grid': {'end_nm': Value('float64'), 'sample_count': Value('int64'), 'start_nm': Value('float64'), 'step_nm': Value('float64'), 'unit': Value('string')}}
              because column names don't match

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.

AfterNight SPCC Catalogs

This dataset contains AfterNight Spectrophotometric Color Calibration catalog artifacts staged for direct HTTPS download from Hugging Face.

Publication mode: public-production

Mirror hosting policy: approved-public

Direct download base: https://huggingface.co/datasets/emruiz81/afternight-spcc-catalogs/resolve/main

Catalogs

Catalog family Manifest ID Access profile Records Size Rights Path
spcc_gaia_dr3_xp_sampled spcc-gaia-dr3-xp-sampled-full-2026b local-full 29,648,017 44.4 GiB approved-for-managed-download spcc_gaia_dr3_xp_sampled/local-full/spcc-gaia-dr3-xp-sampled-full-2026b

Required Files

Each catalog pack contains catalog_meta.json, chunk_manifest.json, coverage_summary.json, source_id_index.json, source_count_transcript.json, and .anxp chunk files. Chunk URLs are resolved relative to each pack's catalog_meta.json URL.

Rights And Citations

Gaia-derived SPCC catalogs must not be uploaded to a public production dataset unless catalog_meta.json records rights.review_status as approved-for-managed-download or approved-for-bundling and records approved mirror hosting policy. Private staging datasets may be used for development validation only.

Upload

hf upload emruiz81/afternight-spcc-catalogs <this-directory> . --repo-type dataset --revision main

Verify

python tools/verify_spcc_hf_dataset.py https://huggingface.co/datasets/emruiz81/afternight-spcc-catalogs/resolve/main/spcc_dataset_manifest.json --chunk-policy first

For full catalogs, use --chunk-policy head first and reserve full checksum downloads for CI/cache repair smoke tests.

Downloads last month
4