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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    TypeError
Message:      Couldn't cast array of type string to null
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2312, in cast_table_to_schema
                  cast_array_to_feature(
                  ~~~~~~~~~~~~~~~~~~~~~^
                      table[name] if name in table_column_names else pa.array([None] * len(table), type=schema.field(name).type),
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                      feature,
                      ^^^^^^^^
                  )
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1861, in wrapper
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                                           ~~~~^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2118, in cast_array_to_feature
                  casted_array_values = _c(array.values, feature.feature)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1863, in wrapper
                  return func(array, *args, **kwargs)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2152, in cast_array_to_feature
                  return array_cast(
                      array,
                  ...<2 lines>...
                      allow_decimal_to_str=allow_decimal_to_str,
                  )
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1863, in wrapper
                  return func(array, *args, **kwargs)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2014, in array_cast
                  raise TypeError(f"Couldn't cast array of type {_short_str(array.type)} to {_short_str(pa_type)}")
              TypeError: Couldn't cast array of type string to null
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1880, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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Cassandra Fernando
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David Batt
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true
[ "au_parliament" ]
2e3d4f2485515aa77b17d25d7dbbc276a402031b2fd96c4c7e7b37f68a3131d0
David Smith
[]
Person
[]
/people/david-smith-nkbfd24998/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
d97a2a3e406d90bb844c2572dc0db46b8a556f65a07a5a61f0141d58c593bad2
Dean Smith
[]
Person
[]
/people/dean-smith-nk888d7e1e/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
03a056341a450c8ee9ac632569bbf853774f8dba0a8e4c640c159cb41fb61b69
Deborah O'Neill
[]
Person
[]
/people/deborah-o-neill-nk0d1ff9e7/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
981262a54902c412adc7b003dc3a27a4a8bfdd285077b98943ac2f33508a064e
Dorinda Cox
[]
Person
[]
/people/dorinda-cox-nk0c87b434/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
71d165deabbf6e6234b98072e26e139d616940f7ec1d23014dadf50890e65ce6
Elizabeth Watson-Brown
[]
Person
[]
/people/elizabeth-watson-brown-nk6ff5e65e/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
1f592d90329cd8079f38693a7bdd39be1b4b1d9732074136421afc11fb2f0226
Ellie Whiteaker
[]
Person
[]
/people/ellie-whiteaker-nk781693a0/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
196a9de45ecb4ae4ec74b612c8d88812427a41f67392203f254ef3f2f6c6212c
Emma Comer
[]
Person
[]
/people/emma-comer-nk5429dd59/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
1c4fbaafe3d0ef337edc3f1010885f7263edcfa710e0136af63b4d471ed7249e
Emma McBride
[]
Person
[]
/people/emma-mcbride-nk50bba6e2/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
265be527608c654bf0d1f24c6c2bbbcc42a62b57822869b3094f738e9d0cdf85
Fatima Payman
[]
Person
[]
/people/fatima-payman-nkb58bef18/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
454032b80b59b8518db2121eeb281428abfc9a6509ad01ac9c432c99145faeba
Fiona Phillips
[]
Person
[]
/people/fiona-phillips-nk32f3c4e1/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
775fe2c0d26d449e2ffd12daf0682c4131acd9069c6fd2fa5902819d765666ed
Gabriel Ng
[]
Person
[]
/people/gabriel-ng-nka0d0e3a1/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
b258cb7cb9262ab4a94421c1a0e4b1ac44bee4b86f4b7835a29a67bf0f234d46
Garth Hamilton
[]
Person
[]
/people/garth-hamilton-nk9f61f5ea/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
74fe2df5f7caf9d991eba8707570fa587542c6bef45b2ef5275b7a64a42b7c5d
Ged Kearney
[]
Person
[]
/people/ged-kearney-nk546058ac/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
26e00640db74b2e495b1681f716bb41d378fecddaf53e0073f51279749f3ef46
Glenn Sterle
[]
Person
[]
/people/glenn-sterle-nke4aea4e0/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
27549ea1148964c224149075b785df36a904fa5bb9c44dc122ea89219c280687
Gordon Reid
[]
Person
[]
/people/gordon-reid-nka588a109/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
76168c24edf206d7249ee70db5a0b81edc39ac72d4a10706be3e725f6c750574
Helen Haines
[]
Person
[]
/people/helen-haines-nkddf109c0/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
4438431d9a6b1d65f1ceaf2ffbb8da2b3e97217a21b1575fa15ac8b7baf1d67d
Helen Polley
[]
Person
[]
/people/helen-polley-nkc4342740/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
b6215d4c5b66aa5aae5e7d66730f0ebbe7c96e9f6d15f3ed889ec03f8ab9c83a
Henry Pike
[]
Person
[]
/people/henry-pike-nk79ea6c96/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
29bc6bc8afef66ac1caa2668323895ec45cd36266fb78617afe71c8cd640b115
Jacinta Nampijinpa Price
[]
Person
[]
/people/jacinta-nampijinpa-price-nk2e20caee/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
25127a9a19b2bf21b8854d6e89eb6302177b0c4871eca551dd2ea6e44c3afa57
Jacqui Lambie
[]
Person
[]
/people/jacqui-lambie-nk78f93f62/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
c2a4966620a924ebb944858aaa7830cd8a45d630378259404de82217282185fe
James McGrath
[]
Person
[]
/people/james-mcgrath-nk4d0f8f3e/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
89b3a29d48dc306ca961198fc139f02abbad34a1b57f1b6dbb543272e16828f7
James Paterson
[]
Person
[]
/people/james-paterson-nk2a13c30c/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
293ced19b8feff4c4769b68ab52db246b460f7c8bfde9bf80673c0b6769845b6
Jamie Chaffey
[]
Person
[]
/people/jamie-chaffey-nk9e19c960/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
440bc73f7f4dbe13521514cd6df8f0a80ee7d8a41d19fb476daec5039213fc3d
Jana Stewart
[]
Person
[]
/people/jana-stewart-nk656589a1/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
6dc56360ea42c41c4ea40ec6b1c958276c98be8a4c254fed9eae6f4f1363e8aa
Jane Hume
[]
Person
[]
/people/jane-hume-nk8091c465/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
ff5da491ba05c23154995ffeaf0dab991294e9568b24cdd843109d0fc88a02a8
Jason Wood
[]
Person
[]
/people/jason-wood-nkbfd5d886/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
15329cd59b331d4adfe5ad6edba5bcb116940d05f470e9afda971681af138c3a
Jerome Laxale
[]
Person
[]
/people/jerome-laxale-nk0880b5a4/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
2a2bd7b62e2b17e166d23de0e31e755a77f6976ecb27e868d8d7caa54c3c9eea
Jess Teesdale
[]
Person
[]
/people/jess-teesdale-nk62a059d2/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
a6a11fbadb81d32d84c9003c3c63c76085756050507958fd6034fb390827a581
Jessica Collins
[]
Person
[]
/people/jessica-collins-nk93c27d92/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
a0f8e91ec05109ece3fe64a0d2ee99d2960ffb454bf82189d0a04bc115ef284b
Jo Briskey
[]
Person
[]
/people/jo-briskey-nkb9b572c4/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
fa46391441ef039f77601424616505135b4199f8eded3e991980431cb59e5fcc
Joanne Ryan
[]
Person
[]
/people/joanne-ryan-nkf65b24d4/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
0f01b07411742e1e5a9cac58f921772591f72ad8f5cc43e5f4055164bcd41772
Jodie Belyea
[]
Person
[]
/people/jodie-belyea-nk3b3da70d/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
ba8f4b330f99edc6484ba448e439fc4a4a9bcf53a901b22602f0feb7dfb28b0c
Jonathon Duniam
[]
Person
[]
/people/jonathon-duniam-nk332459ab/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
d33dea70e6bfd9ea5408124742b93f22aad8ab01f0178bdd74b56849c35314f5
Jordon Steele-John
[]
Person
[]
/people/jordon-steele-john-nk238655e9/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
815410c1427bbff53eb5db748c6eb34db91779e40b4c6e91eba494ed2e7d994e
Josh Burns
[]
Person
[]
/people/josh-burns-nkba50f2c1/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
c8f9737d8e1c9040ffbd222c3e6a12fa993e55b60f199372190c013ec9b17f41
Josh Dolega
[]
Person
[]
/people/josh-dolega-nk7a024b54/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
d07abe449763c107363f6596e7d98e1bca524988aa97cd1f5b1d1cc88b85c63c
Josh Wilson
[]
Person
[]
/people/josh-wilson-nk1fbb9525/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
91ed91a7aa66a8bc1d21843afabdaea5aeced7e2136c1d6abdc86ad977619fe2
Julian Hill
[]
Person
[]
/people/julian-hill-nka8d5729d/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
e5bce467977e514ffdd56d89a97530d99c769e6cd9d75a3a8583e35ebb6187a8
Julian Leeser
[]
Person
[]
/people/julian-leeser-nk354df196/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
161c4e5dadbe32ba38a5190ab241dc3ad5254c009dd2bb287f3b2d8e67f029d7
Julie-Ann Campbell
[]
Person
[]
/people/julie-ann-campbell-nk2f3b06df/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
edfa38729ab0b3dd4fbcb11c07324dbeeba639c2b4d853ec853dbb41deb7b95d
Justine Elliot
[]
Person
[]
/people/justine-elliot-nk71dfa89c/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
15b2a5443cd66e6e9f2c2c2f76c939b25805d7817a43219558bb5d81c34fade7
Kara Cook
[]
Person
[]
/people/kara-cook-nk8ff57900/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
b6bda493fbf5567cf6c575fe81787fb9b2a44136461823cef19d5ea3a9778429
Karen Grogan
[]
Person
[]
/people/karen-grogan-nkf2de686c/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
b42f18f990cdafc6736bb3d7a01f591566014ffefe1344b7e108c9b02de96fe5
Kate Chaney
[]
Person
[]
/people/kate-chaney-nke0131d21/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
5c1352e58ed1308d1e7d8fec4113d6ef2f6714d252c230a3089639beb810df0f
Kate Thwaites
[]
Person
[]
/people/kate-thwaites-nka26cc3ac/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
eff72f84f0b1abbf67de4e47ac96c66e6dbda5146dfbb9c9a14ecfbd8f0b10c0
Kerrynne Liddle
[]
Person
[]
/people/kerrynne-liddle-nke15b34cd/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
17adb232479530f7c92cd472f048e590e70ff362cc58a40837c2921b9c068dec
Kevin Hogan
[]
Person
[]
/people/kevin-hogan-nkf24d4165/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
88d867108587f26e0d52e06a3b9a1dd92a3b16d74bb4818e3c9d615896f5685f
Larissa Waters
[]
Person
[]
/people/larissa-waters-nkba6a08ce/
[ "au_parliament" ]
[ "au" ]
true
pep
level_2
Legislature
≤ 2008-03-09
true
[ "au_parliament" ]
ce4300df44a235662c7e6d747f3e0144e9162dfb703d95abfc2a97deff80de18
End of preview.

ProofAML — Global PEP Census Dataset

Research snapshot — not current data; production sanctions screening requires a live, monitored feed.

Erratum — version 2026-08-24-rev1 is a corrected re-issue that supersedes the original 2026-08-24 release, which is withdrawn and must not be used. Sources lacking a confirmed public-redistribution license were removed (license-compliance remediation, ADR-113); the full current exclusion list is in this bundle's manifest.json "excluded" array.

50,728 politically exposed persons, all official government sources, zero Wikidata.

A type-axis segment of the ProofAML corpus (global-pep-census): 17 sources, 50,728 entity records (version 2026-08-24-rev1), cut from the same emitter run as the master snapshot and governed by the same terms.

Why this segment

This is the deliverable that operationalizes the existing "Global PEP Census" flagship narrative page as an actual downloadable, separately-citable bundle. Reuses the existing brand name rather than inventing a second, competing "PEP dataset" concept. No sanctions/wanted/watchlist rows at all — pure PEP, which is the entire point (a PEP flag is a classification requiring enhanced due diligence, never a designation, per the product's own sanctions/PEP bifurcation). All sources are official government or intergovernmental publications; no crowdsourced (Wikidata) data.

Overlap disclosure

This dataset overlaps with other ProofAML segment datasets and the master snapshot — entities are not unique to this file. See https://proofaml.com/sources/ for the full corpus and the other available segments.

Machine-readable in manifest.json: isPartOf: "master", partitionGroup: "type", overlapsWith: ["master", "canada-sanctions-watchlist-pep", "eu-sanctions-pep", "uk-sanctions-watchlist-pep", "us-sanctions-watchlist-pep"].

License

  • The compilation/resolution layer is licensed by ProofAML under CC BY 4.0.
  • Every individual record also carries its own upstream publisher's license (CC BY 4.0; other source-specific terms (see NOTICE); EU Commission Decision 2011/833/EU; France Licence Ouverte / Etalab; CC BY 3.0 (IGO); Nordic NLOD; UK Open Parliament Licence v3; US public domain (17 U.S.C. §105); CC0 public-domain dedication) — not relicensed by ProofAML. See the bundle's NOTICE file for the full per-source breakdown.
  • Fail-closed: sources without a confirmed public-redistribution license are excluded entirely (see manifest.json's excluded array).

Citation

ProofAML — https://proofaml.com — "ProofAML Global PEP Census Dataset Snapshot 2026-08-24-rev1"

Part of the full ProofAML corpus

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