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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 1 new columns ({'qid'}) and 6 missing columns ({'founded', 'id', 'wikidata_id', 'tier', 'notes', 'swot_evidence'}).
This happened while the csv dataset builder was generating data using
hf://datasets/ACLASCollege/academic-database-recognition-2026/global-recognition-census-2026.csv (at revision 1ea58555138bf4ccbcd802b08d36ae362ca41261), ['hf://datasets/ACLASCollege/academic-database-recognition-2026@1ea58555138bf4ccbcd802b08d36ae362ca41261/academic-database-recognition-2026.csv', 'hf://datasets/ACLASCollege/academic-database-recognition-2026@1ea58555138bf4ccbcd802b08d36ae362ca41261/global-recognition-census-2026.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/python3.14/site-packages/datasets/builder.py", line 1848, in _prepare_split_single
writer.write_table(table)
~~~~~~~~~~~~~~~~~~^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 784, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 795, in _write_table
pa_table = table_cast(pa_table, self._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 2306, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
qid: string
name: string
country: string
domain: string
website: string
in_wikidata: int64
in_ror: int64
ror_id: string
in_swot: int64
in_openalex: double
openalex_id: string
recognition_score: int64
checked_date: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1786
to
{'id': Value('string'), 'name': Value('string'), 'country': Value('string'), 'tier': Value('string'), 'founded': Value('float64'), 'website': Value('string'), 'domain': Value('string'), 'in_swot': Value('int64'), 'swot_evidence': Value('string'), 'in_ror': Value('int64'), 'ror_id': Value('string'), 'in_openalex': Value('int64'), 'openalex_id': Value('float64'), 'in_wikidata': Value('int64'), 'wikidata_id': Value('string'), 'recognition_score': Value('string'), 'checked_date': Value('string'), 'notes': Value('string')}
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 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 1850, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
...<4 lines>...
)
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 1 new columns ({'qid'}) and 6 missing columns ({'founded', 'id', 'wikidata_id', 'tier', 'notes', 'swot_evidence'}).
This happened while the csv dataset builder was generating data using
hf://datasets/ACLASCollege/academic-database-recognition-2026/global-recognition-census-2026.csv (at revision 1ea58555138bf4ccbcd802b08d36ae362ca41261), ['hf://datasets/ACLASCollege/academic-database-recognition-2026@1ea58555138bf4ccbcd802b08d36ae362ca41261/academic-database-recognition-2026.csv', 'hf://datasets/ACLASCollege/academic-database-recognition-2026@1ea58555138bf4ccbcd802b08d36ae362ca41261/global-recognition-census-2026.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.
id string | name string | country string | tier string | founded float64 | website string | domain string | in_swot int64 | swot_evidence string | in_ror int64 | ror_id string | in_openalex int64 | openalex_id null | in_wikidata int64 | wikidata_id string | recognition_score string | checked_date string | notes null |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
A01 | Western Governors University | US | A_established_online | 1,997 | https://www.wgu.edu | wgu.edu | 1 | https://raw.githubusercontent.com/JetBrains/swot/master/lib/domains/edu/wgu.txt | 1 | https://ror.org/0210dff90 | 0 | null | 1 | https://www.wikidata.org/wiki/Q7987876 | 3/4 | 2026-10-18 | null |
A02 | Southern New Hampshire University | US | A_established_online | 1,932 | https://www.snhu.edu | snhu.edu | 1 | https://raw.githubusercontent.com/JetBrains/swot/master/lib/domains/edu/snhu.txt | 1 | https://ror.org/04t718460 | 0 | null | 1 | https://www.wikidata.org/wiki/Q3445256 | 3/4 | 2026-10-18 | null |
A03 | Purdue Global | US | A_established_online | 2,018 | https://www.purdueglobal.edu | purdueglobal.edu | 1 | https://raw.githubusercontent.com/JetBrains/swot/master/lib/domains/edu/purdueglobal.txt | 1 | https://ror.org/039kqe469 | 0 | null | 0 | null | 2/4 | 2026-10-18 | null |
A04 | University of Maryland Global Campus | US | A_established_online | 1,947 | https://www.umgc.edu | umgc.edu | 1 | https://raw.githubusercontent.com/JetBrains/swot/master/lib/domains/edu/umgc.txt | 1 | https://ror.org/01w1pbe36 | 0 | null | 1 | https://www.wikidata.org/wiki/Q14692455 | 3/4 | 2026-10-18 | null |
A05 | Liberty University | US | A_established_online | 1,971 | https://www.liberty.edu | liberty.edu | 0 | null | 1 | https://ror.org/00w4qrc49 | 0 | null | 1 | https://www.wikidata.org/wiki/Q1468607 | 2/4 | 2026-10-18 | null |
A06 | Capella University | US | A_established_online | 1,993 | https://www.capella.edu | capella.edu | 1 | https://raw.githubusercontent.com/JetBrains/swot/master/lib/domains/edu/capella.txt | 1 | https://ror.org/0470b8t84 | 0 | null | 1 | https://www.wikidata.org/wiki/Q572430 | 3/4 | 2026-10-18 | null |
A07 | Walden University | US | A_established_online | 1,970 | https://www.waldenu.edu | waldenu.edu | 1 | https://raw.githubusercontent.com/JetBrains/swot/master/lib/domains/edu/waldenu.txt | 1 | https://ror.org/02qp2hh41 | 0 | null | 1 | https://www.wikidata.org/wiki/Q7961486 | 3/4 | 2026-10-18 | null |
A08 | American Public University System | US | A_established_online | 1,991 | https://www.apus.edu | apus.edu | 1 | https://raw.githubusercontent.com/JetBrains/swot/master/lib/domains/edu/apus.txt | 1 | https://ror.org/02890tv09 | 0 | null | 1 | https://www.wikidata.org/wiki/Q646842 | 3/4 | 2026-10-18 | null |
A09 | The Open University | UK | A_established_online | 1,969 | https://www.open.ac.uk | open.ac.uk | 0 | null | 1 | https://ror.org/05mzfcs16 | 0 | null | 1 | https://www.wikidata.org/wiki/Q2413375 | 2/4 | 2026-10-18 | null |
A10 | Indira Gandhi National Open University | IN | A_established_online | 1,985 | https://www.ignou.ac.in | ignou.ac.in | 0 | null | 1 | https://ror.org/02fzfx471 | 0 | null | 1 | https://www.wikidata.org/wiki/Q2028659 | 2/4 | 2026-10-18 | null |
B01 | Atlanta College of Liberal Arts and Sciences | US | B_new_alternative | null | https://aclas.college | aclas.college | 1 | https://raw.githubusercontent.com/JetBrains/swot/master/lib/domains/college/aclas.txt | 0 | null | 0 | null | 0 | null | 1/4 | 2026-10-18 | null |
B02 | Woolf University | MT | B_new_alternative | 2,018 | https://www.woolf.university | woolf.university | 0 | null | 0 | null | 0 | null | 0 | null | 0/4 | 2026-10-18 | null |
B03 | University of the People | US | B_new_alternative | 2,009 | https://www.uopeople.edu | uopeople.edu | 1 | https://raw.githubusercontent.com/JetBrains/swot/master/lib/domains/edu/uopeople.txt | 1 | https://ror.org/008w8py05 | 0 | null | 1 | https://www.wikidata.org/wiki/Q620973 | 3/4 | 2026-10-18 | null |
B04 | Nexford University | US | B_new_alternative | 2,019 | https://www.nexford.edu | nexford.edu | 0 | null | 1 | https://ror.org/04tstaj46 | 0 | null | 1 | https://www.wikidata.org/wiki/Q127428937 | 2/4 | 2026-10-18 | null |
B05 | Quantic School of Business and Technology | US | B_new_alternative | 2,016 | https://quantic.edu | quantic.edu | 0 | null | 1 | https://ror.org/03dnnmg11 | 0 | null | 1 | https://www.wikidata.org/wiki/Q108485713 | 2/4 | 2026-10-18 | null |
B06 | Minerva University | US | B_new_alternative | 2,012 | https://www.minerva.edu | minerva.edu | 1 | https://raw.githubusercontent.com/JetBrains/swot/master/lib/domains/edu/minerva.txt | 0 | null | 0 | null | 1 | https://www.wikidata.org/wiki/Q6864512 | 2/4 | 2026-10-18 | null |
B07 | Ubiquity University | US | B_new_alternative | 2,005 | https://www.ubiquityuniversity.org | ubiquityuniversity.org | 0 | null | 0 | null | 0 | null | 0 | null | 0/4 | 2026-10-18 | null |
B08 | University of Austin | US | B_new_alternative | 2,021 | https://www.uaustin.org | uaustin.org | 0 | null | 0 | null | 0 | null | 1 | https://www.wikidata.org/wiki/Q109539822 | 1/4 | 2026-10-18 | null |
B09 | Westcliff University | US | B_new_alternative | 1,993 | https://www.westcliff.edu | westcliff.edu | 1 | https://raw.githubusercontent.com/JetBrains/swot/master/lib/domains/edu/westcliff.txt | 1 | https://ror.org/05xkpwy13 | 0 | null | 1 | https://www.wikidata.org/wiki/Q96414526 | 3/4 | 2026-10-18 | null |
B10 | Sofia University | US | B_new_alternative | 1,975 | https://www.sofia.edu | sofia.edu | 1 | https://raw.githubusercontent.com/JetBrains/swot/master/lib/domains/edu/sofia.txt | 1 | https://ror.org/05x358x43 | 0 | null | 1 | https://www.wikidata.org/wiki/Q841581 | 3/4 | 2026-10-18 | null |
C01 | Graham International University | Unknown | C_controversial | null | null | null | 0 | null | 0 | null | 0 | null | 0 | null | 0/4 | 2026-10-18 | null |
C02 | Saint Regis University | Unknown | C_controversial | null | null | null | 0 | null | 0 | null | 0 | null | 1 | https://www.wikidata.org/wiki/Q7402134 | 1/4 | 2026-10-18 | null |
C03 | LaSalle University | US | C_controversial | null | null | null | 0 | null | 0 | null | 0 | null | 0 | null | 0/4 | 2026-10-18 | null |
C04 | Columbia State University | US | C_controversial | null | null | null | 0 | null | 0 | null | 0 | null | 1 | https://www.wikidata.org/wiki/Q5149847 | 1/4 | 2026-10-18 | null |
C05 | Belford University | Unknown | C_controversial | null | null | null | 0 | null | 0 | null | 0 | null | 1 | https://www.wikidata.org/wiki/Q4882384 | 1/4 | 2026-10-18 | null |
C06 | Almeda University | Unknown | C_controversial | null | null | null | 0 | null | 0 | null | 0 | null | 1 | https://www.wikidata.org/wiki/Q4733742 | 1/4 | 2026-10-18 | null |
C07 | Rochville University | Unknown | C_controversial | null | null | null | 0 | null | 0 | null | 0 | null | 1 | https://www.wikidata.org/wiki/Q7354106 | 1/4 | 2026-10-18 | null |
C08 | Ashwood University | Unknown | C_controversial | null | null | null | 0 | null | 0 | null | 0 | null | 1 | https://www.wikidata.org/wiki/Q4806210 | 1/4 | 2026-10-18 | null |
C09 | Pacific Western University | US | C_controversial | null | null | null | 0 | null | 0 | null | 0 | null | 1 | https://www.wikidata.org/wiki/Q1087492 | 1/4 | 2026-10-18 | null |
C10 | Trinity Southern University | Unknown | C_controversial | null | null | null | 0 | null | 0 | null | 0 | null | 1 | https://www.wikidata.org/wiki/Q10907962 | 1/4 | 2026-10-18 | null |
D01 | Harvard University | US | D_baseline | 1,636 | https://www.harvard.edu | harvard.edu | 1 | https://raw.githubusercontent.com/JetBrains/swot/master/lib/domains/edu/harvard.txt | 1 | https://ror.org/03vek6s52 | 0 | null | 1 | https://www.wikidata.org/wiki/Q13371 | 3/4 | 2026-10-18 | null |
D02 | Massachusetts Institute of Technology | US | D_baseline | 1,861 | https://www.mit.edu | mit.edu | 1 | https://raw.githubusercontent.com/JetBrains/swot/master/lib/domains/edu/mit.txt | 1 | https://ror.org/042nb2s44 | 0 | null | 1 | https://www.wikidata.org/wiki/Q49108 | 3/4 | 2026-10-18 | null |
D03 | Stanford University | US | D_baseline | 1,885 | https://www.stanford.edu | stanford.edu | 1 | https://raw.githubusercontent.com/JetBrains/swot/master/lib/domains/edu/stanford.txt | 1 | https://ror.org/00f54p054 | 0 | null | 1 | https://www.wikidata.org/wiki/Q41506 | 3/4 | 2026-10-18 | null |
D04 | University of Oxford | UK | D_baseline | 1,096 | https://www.ox.ac.uk | ox.ac.uk | 0 | null | 1 | https://ror.org/052gg0110 | 0 | null | 1 | https://www.wikidata.org/wiki/Q34433 | 2/4 | 2026-10-18 | null |
D05 | ETH Zurich | CH | D_baseline | 1,855 | https://ethz.ch | ethz.ch | 1 | https://raw.githubusercontent.com/JetBrains/swot/master/lib/domains/ch/ethz.txt | 1 | https://ror.org/05a28rw58 | 0 | null | 1 | https://www.wikidata.org/wiki/Q11942 | 3/4 | 2026-10-18 | null |
null | Škoda Auto University | Czech Republic | null | null | https://www.savs.cz/en/ | savs.cz | 1 | null | 1 | 02zpfcb35 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Kasetsart University | Thailand | null | null | http://www.ku.ac.th/ | ku.ac.th | 1 | null | 1 | 05gzceg21 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Rangsit University | Thailand | null | null | http://www.rsu.ac.th/ | rsu.ac.th | 1 | null | 1 | 01cqcrc47 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Akita International University | Japan | null | null | http://web.aiu.ac.jp | web.aiu.ac.jp | 1 | null | 1 | 05qz4zw08 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Silesian University in Opava | Czech Republic | null | null | http://www.slu.cz/ | slu.cz | 1 | null | 1 | 02w4f2z17 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Acadia University | Canada | null | null | http://www.acadiau.ca | acadiau.ca | 1 | null | 1 | 00839we02 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Cavite State University | Philippines | null | null | http://www.cvsu.edu.ph/ | cvsu.edu.ph | 1 | null | 1 | 043say313 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Accademia di Belle Arti di Venezia | Italy | null | null | http://www.accademiavenezia.it | accademiavenezia.it | 0 | null | 1 | 01cf8y887 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | University for Peace | Costa Rica | null | null | https://upeace.org | upeace.org | 1 | null | 1 | 00cxrw595 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Pontificio Ateneo Sant Anselmo | Italy | null | null | https://www.anselmianum.com/it/ | anselmianum.com | 0 | null | 1 | 02pn9ep17 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | Rhodes University | South Africa | null | null | https://www.ru.ac.za/ | ru.ac.za | 1 | null | 1 | 016sewp10 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | American University in Dubai | United Arab Emirates | null | null | http://www.aud.edu/ | aud.edu | 1 | null | 1 | 0540vvc38 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Ghislieri College | Italy | null | null | http://www.ghislieri.it | ghislieri.it | 0 | null | 1 | 04zs2z136 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | University of Winnipeg | Canada | null | null | https://uwinnipeg.ca | uwinnipeg.ca | 1 | null | 1 | 02gdzyx04 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | University of Gothenburg | Sweden | null | null | https://www.gu.se | gu.se | 1 | null | 1 | 01tm6cn81 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | University of the Southern Caribbean | Trinidad and Tobago | null | null | http://usc.edu.tt/ | usc.edu.tt | 1 | null | 1 | 01vyn2554 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Copperbelt University | Zambia | null | null | https://cbu.ecampus.edu.zm | cbu.ecampus.edu.zm | 0 | null | 1 | 03fgtjr33 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | Admiral Makarov National University of Shipbuilding | Ukraine | null | null | https://nuos.edu.ua/ | nuos.edu.ua | 1 | null | 1 | 04ymc1w90 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Oklahoma Baptist University | United States | null | null | https://www.okbu.edu/ | okbu.edu | 1 | null | 1 | 04nwm7739 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | American University in Bulgaria | Bulgaria | null | null | http://www.aubg.edu/ | aubg.edu | 1 | null | 1 | 05n8fe870 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Xavier University of Louisiana | United States | null | null | https://www.xula.edu/ | xula.edu | 1 | null | 1 | 0085d9t86 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Technion – Israel Institute of Technology | Israel | null | null | https://technion.ac.il | technion.ac.il | 1 | null | 1 | 03qryx823 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Sanyo-Onoda City University | Japan | null | null | http://www.yama.tus.ac.jp/ | yama.tus.ac.jp | 1 | null | 1 | 01xfcjr43 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Wake Forest University | United States | null | null | https://wfu.edu | wfu.edu | 1 | null | 1 | 0207ad724 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Adams State University | United States | null | null | https://www.adams.edu/ | adams.edu | 1 | null | 1 | 05vccrs41 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Federico Santa María Technical University | Chile | null | null | http://www.usm.cl | usm.cl | 1 | null | 1 | 05510vn56 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | University of al-Qarawiyyin | Morocco | null | null | http://uaq.ma/ | uaq.ma | 0 | null | 1 | 0343jym73 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | John B. Lacson Foundation Maritime University | Philippines | null | null | http://www.jblfmu.edu.ph | jblfmu.edu.ph | 0 | null | 1 | 01fr0xp26 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | Trinity College | United Kingdom | null | null | https://www.trin.cam.ac.uk | trin.cam.ac.uk | 1 | null | 0 | null | null | null | 1 | null | 2 | 2026-10-18 | null |
null | Air University | United States | null | null | http://www.au.af.mil/ | au.af.mil | 1 | null | 1 | 05jwcsm16 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Sudan University of Science and Technology | Sudan | null | null | http://www.sustech.edu/ | sustech.edu | 1 | null | 1 | 02fwtg066 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Gheorghe Asachi Technical University of Iași | Romania | null | null | http://www.tuiasi.ro | tuiasi.ro | 1 | null | 1 | 014zxnz40 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | American University of Rome | Italy | null | null | http://www.aur.edu/ | aur.edu | 0 | null | 1 | 023czz272 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | Ez-Zitouna University | Tunisia | null | null | http://www.uz.rnu.tn/ | uz.rnu.tn | 1 | null | 1 | 00hhe7195 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Daegu Technical University | South Korea | null | null | https://www.funttc.com/contents/main/main.aspx | funttc.com | 0 | null | 1 | 00frehm74 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | National University of Distance Education | Spain | null | null | https://www.uned.es | uned.es | 1 | null | 1 | 02msb5n36 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Saigon University | Vietnam | null | null | http://www.sgu.edu.vn | sgu.edu.vn | 0 | null | 1 | 01f1fsr30 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | Seikei University | Japan | null | null | http://www.seikei.ac.jp/university/ | seikei.ac.jp | 0 | null | 1 | 03ptaj492 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | Józef Piłsudski University of Physical Education in Warsaw | Poland | null | null | http://www.awf.edu.pl/ | awf.edu.pl | 1 | null | 1 | 043k6re07 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Florida Atlantic University | United States | null | null | https://www.fau.edu/ | fau.edu | 1 | null | 1 | 05p8w6387 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Buckinghamshire New University | United Kingdom | null | null | http://www.bcuc.ac.uk | bcuc.ac.uk | 0 | null | 1 | 02q3bak66 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | San Pietro a Majella Conservatory of Music | Italy | null | null | https://sanpietroamajella.it | sanpietroamajella.it | 0 | null | 1 | 0286fq017 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | Eulji University | South Korea | null | null | http://www.eu.ac.kr | eu.ac.kr | 0 | null | 1 | 005bty106 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | Chinju National University of Education | South Korea | null | null | http://www.cue.ac.kr/ | cue.ac.kr | 0 | null | 1 | 042jsgw44 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | Gyeongnam National University of Science and Technology | South Korea | null | null | http://www.gntech.ac.kr/ | gntech.ac.kr | 0 | null | 1 | 059r50h13 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | Hanbat National University | South Korea | null | null | http://www.hanbat.ac.kr/html/en/ | hanbat.ac.kr | 1 | null | 1 | 00x514t95 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Daegu National University of Education | South Korea | null | null | http://www.dnue.ac.kr/ | dnue.ac.kr | 0 | null | 1 | 02s5s5e14 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | Jeonju National University of Education | South Korea | null | null | http://www.jnue.ac.kr/tindex.do | jnue.ac.kr | 0 | null | 1 | 054e4t190 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | Mokpo National University | South Korea | null | null | http://www.mokpo.ac.kr/ | mokpo.ac.kr | 0 | null | 1 | 00v81k483 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | Seoul National University of Science and Technology | South Korea | null | null | http://www.seoultech.ac.kr/ | seoultech.ac.kr | 1 | null | 1 | 00chfja07 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Cheongju National University of Education | South Korea | null | null | https://www.cje.ac.kr | cje.ac.kr | 1 | null | 1 | 03nfkpr39 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Kyungsung University | South Korea | null | null | http://ks.ac.kr/ | ks.ac.kr | 0 | null | 1 | 05h9pgm95 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | Seoul Institute of the Arts | South Korea | null | null | https://www.seoularts.ac.kr | seoularts.ac.kr | 1 | null | 1 | 01b4h2w02 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Yong In University | South Korea | null | null | http://www.yongin.ac.kr | yongin.ac.kr | 0 | null | 1 | 035qaq447 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | Vilnius Gediminas Technical University | Lithuania | null | null | http://www.vgtu.lt/ | vgtu.lt | 1 | null | 1 | 02x3e4q36 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Burapha University | Thailand | null | null | http://www.buu.ac.th/ | buu.ac.th | 1 | null | 1 | 01ff74m36 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Nayoro City University | Japan | null | null | http://www.nayoro.ac.jp/ | nayoro.ac.jp | 0 | null | 1 | 03k5j0a08 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | Guizhou University | People's Republic of China | null | null | http://www.gzu.edu.cn/ | gzu.edu.cn | 1 | null | 1 | 02wmsc916 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Kazakh-German University | Kazakhstan | null | null | http://dku.kz/ | dku.kz | 1 | null | 1 | 04nj3w743 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Gyeongin National University of Education | South Korea | null | null | http://www.ginue.ac.kr/ | ginue.ac.kr | 1 | null | 1 | 007s7qx27 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Adam Mickiewicz University in Poznań | Poland | null | null | http://international.amu.edu.pl/ | international.amu.edu.pl | 1 | null | 1 | 04g6bbq64 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Nagoya City University | Japan | null | null | http://www.nagoya-cu.ac.jp/ | nagoya-cu.ac.jp | 1 | null | 1 | 04wn7wc95 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Kansai Gaidai University | Japan | null | null | https://www.kansaigaidai.ac.jp/ | kansaigaidai.ac.jp | 0 | null | 1 | 05t0s7273 | 1 | null | 1 | null | 3 | 2026-10-18 | null |
null | King Mongkut's University of Technology Thonburi | Thailand | null | null | https://www.kmutt.ac.th/ | kmutt.ac.th | 1 | null | 1 | 0057ax056 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
null | Academy of Fine Arts Vienna | Austria | null | null | https://www.akbild.ac.at/ | akbild.ac.at | 1 | null | 1 | 029djt864 | 1 | null | 1 | null | 4 | 2026-10-18 | null |
End of preview.
Online Institutions Across Academic Databases 2026
When a new online institution appears, which academic infrastructure databases recognize it — and how quickly?
v1 — Curated panel (35 institutions)
35 institutions (stratified: established online, new/alternative, controversial, traditional baseline) checked against 4 academic databases: swot (JetBrains), ROR, OpenAlex, Wikidata.
Headline: databases discriminate — traditional elites average 2.8/4, established online 2.6/4, new alternatives 1.7/4, documented diploma mills 0.8/4. New institutions are typically recognized first by swot (lowest barrier), then Wikidata, ROR, OpenAlex.
File: academic-database-recognition-2026.csv
v2 — Global recognition census (16,822 universities)
16,822 universities worldwide (Wikidata frame, with official websites) checked against swot (exact domain match, 26,914 domains), ROR (Wikidata-recorded ROR IDs), and OpenAlex (ROR-ID lookup, 12,608/12,626 found).
Headline: 41% are in all four databases, 34% in three, 7% in two, 18% in Wikidata only. swot coverage: 47% globally (US 68%, India 21%).
File: global-recognition-census-2026.csv — columns: qid, name, country, domain, website, in_wikidata, in_ror, ror_id, in_swot, in_openalex, openalex_id, recognition_score, checked_date.
Also available on
- GitHub: https://github.com/aclascollege/academic-database-recognition-2026
- Kaggle: https://www.kaggle.com/datasets/aclascollege/academic-database-recognition-2026
- Zenodo: https://doi.org/10.5281/zenodo.23445888
Citation
Atlanta College of Liberal Arts and Sciences (ACLAS) — Study Intelligence. Online Institutions Across Academic Databases 2026. CC-BY-4.0. DOI: 10.5281/zenodo.23445888.
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