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indahl
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oy-schools

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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 3 new columns ({' CYACTIVE=1. Added on his word 27 Oct.', '# Source: NCES IPEDS HD2024', ' C21BASIC=22 Carnegie 2021 Baccalaureate Colleges: Diverse Fields'}) and 3 missing columns ({' CYACTIVE=1.', ' C21BASIC=21 Carnegie 2021 Baccalaureate Colleges: Arts & Sciences Focus', '# Source: NCES IPEDS HD2024 (nces.ed.gov/ipeds/datacenter/data/HD2024.zip)'}).

This happened while the csv dataset builder was generating data using

hf://datasets/indahl/oy-schools/ROSTER22.csv (at revision 893c97a40e6e1065827353bbfa3cee44aec2b003), ['hf://datasets/indahl/oy-schools@893c97a40e6e1065827353bbfa3cee44aec2b003/ROSTER.csv', 'hf://datasets/indahl/oy-schools@893c97a40e6e1065827353bbfa3cee44aec2b003/ROSTER22.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 1856, in _prepare_split_single
                  writer.write_table(table)
                  ~~~~~~~~~~~~~~~~~~^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 811, 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 822, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2381, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2309, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              # Source: NCES IPEDS HD2024: string
               downloaded 2026-10-27. Filter: CONTROL=2 private nonprofit: string
               C21BASIC=22 Carnegie 2021 Baccalaureate Colleges: Diverse Fields: string
               CYACTIVE=1. Added on his word 27 Oct.: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1057
              to
              {'# Source: NCES IPEDS HD2024 (nces.ed.gov/ipeds/datacenter/data/HD2024.zip)': Value('string'), ' downloaded 2026-10-27. Filter: CONTROL=2 private nonprofit': Value('string'), ' C21BASIC=21 Carnegie 2021 Baccalaureate Colleges: Arts & Sciences Focus': Value('string'), ' CYACTIVE=1.': 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 1379, 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 956, 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 1702, 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 1858, 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 3 new columns ({' CYACTIVE=1. Added on his word 27 Oct.', '# Source: NCES IPEDS HD2024', ' C21BASIC=22 Carnegie 2021 Baccalaureate Colleges: Diverse Fields'}) and 3 missing columns ({' CYACTIVE=1.', ' C21BASIC=21 Carnegie 2021 Baccalaureate Colleges: Arts & Sciences Focus', '# Source: NCES IPEDS HD2024 (nces.ed.gov/ipeds/datacenter/data/HD2024.zip)'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/indahl/oy-schools/ROSTER22.csv (at revision 893c97a40e6e1065827353bbfa3cee44aec2b003), ['hf://datasets/indahl/oy-schools@893c97a40e6e1065827353bbfa3cee44aec2b003/ROSTER.csv', 'hf://datasets/indahl/oy-schools@893c97a40e6e1065827353bbfa3cee44aec2b003/ROSTER22.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.

# Source: NCES IPEDS HD2024 (nces.ed.gov/ipeds/datacenter/data/HD2024.zip) string	downloaded 2026-10-27. Filter: CONTROL=2 private nonprofit string	C21BASIC=21 Carnegie 2021 Baccalaureate Colleges: Arts & Sciences Focus string	CYACTIVE=1. string
school	state	domain	unitid
Oakwood University	AL	www2.oakwood.edu	101912
Lyon College	AR	lyon.edu	106342
Hendrix College	AR	hendrix.edu	107080
Ouachita Baptist University	AR	obu.edu	107512
Claremont McKenna College	CA	cmc.edu	112260
Harvey Mudd College	CA	hmc.edu	115409
American Jewish University	CA	aju.edu	116846
Occidental College	CA	oxy.edu	120254
Pitzer College	CA	pitzer.edu	121257
Pomona College	CA	pomona.edu	121345
Scripps College	CA	scrippscollege.edu	123165
Simpson University	CA	simpsonu.edu	123457
Thomas Aquinas College	CA	thomasaquinas.edu	124292
Westmont College	CA	westmont.edu	125727
Whittier College	CA	whittier.edu	125763
Colorado College	CO	coloradocollege.edu	126678
Connecticut College	CT	conncoll.edu	128902
Trinity College	CT	trincoll.edu	130590
Wesleyan University	CT	wesleyan.edu	130697
Bethune-Cookman University	FL	cookman.edu	132602
Eckerd College	FL	eckerd.edu	133492
Agnes Scott College	GA	agnesscott.edu	138600
Beulah Heights University	GA	beulah.edu	139153
Covenant College	GA	covenant.edu	139393
Morehouse College	GA	morehouse.edu	140553
Oglethorpe University	GA	oglethorpe.edu	140696
Paine College	GA	paine.edu	140720
Spelman College	GA	spelman.edu	141060
Young Harris College	GA	yhc.edu	141361
Augustana College	IL	augustana.edu	143084
East-West University	IL	eastwest.edu	144883
Hebrew Theological College	IL	htc.edu	145497
Illinois College	IL	ic.edu	145691
Knox College	IL	knox.edu	146427
Lake Forest College	IL	lakeforest.edu	146481
Monmouth College	IL	monmouthcollege.edu	147341
Principia College	IL	principiacollege.edu	148016
Wheaton College	IL	wheaton.edu	149781
DePauw University	IN	depauw.edu	150400
Earlham College	IN	earlham.edu	150455
Franklin College	IN	franklincollege.edu	150604
Hanover College	IN	hanover.edu	150756
Holy Cross College	IN	hcc-nd.edu	150774
Martin University	IN	martin.edu	151810
Saint Mary's College	IN	saintmarys.edu	152390
Wabash College	IN	wabash.edu	152673
Central College	IA	central.edu	153108
Coe College	IA	coe.edu	153144
Cornell College	IA	cornellcollege.edu	153162
Divine Word College	IA	dwci.edu	153241
Grinnell College	IA	grinnell.edu	153384
Luther College	IA	luther.edu	153834
Wartburg College	IA	wartburg.edu	154527
Berea College	KY	berea.edu	156295
Centre College	KY	centre.edu	156408
Georgetown College	KY	georgetowncollege.edu	156745
Kentucky Mountain Bible College	KY	kmbc.edu	157030
Transylvania University	KY	transy.edu	157818
Centenary College of Louisiana	LA	centenary.edu	158477
Dillard University	LA	dillard.edu	158802
College of the Atlantic	ME	coa.edu	160959
Bates College	ME	bates.edu	160977
Bowdoin College	ME	bowdoin.edu	161004
Colby College	ME	colby.edu	161086
Goucher College	MD	goucher.edu	162654
St. John's College	MD	sjc.edu	163976
Washington College	MD	washcoll.edu	164216
Amherst College	MA	amherst.edu	164465
Emmanuel College	MA	emmanuel.edu	165671
Gordon College	MA	gordon.edu	165936
Hampshire College	MA	hampshire.edu	166018
Hellenic College-Holy Cross Greek Orthodox School of Theology	MA	hchc.edu	166054
College of the Holy Cross	MA	holycross.edu	166124
Mount Holyoke College	MA	mtholyoke.edu	166939
Smith College	MA	smith.edu	167835
Stonehill College	MA	stonehill.edu	167996
Wellesley College	MA	wellesley.edu	168218
Wheaton College (Massachusetts)	MA	wheatoncollege.edu	168281
Williams College	MA	williams.edu	168342
Albion College	MI	albion.edu	168546
Aquinas College	MI	aquinas.edu	168786
Hillsdale College	MI	hillsdale.edu	170286
Hope College	MI	hope.edu	170301
Kalamazoo College	MI	kzoo.edu	170532
Sacred Heart Major Seminary	MI	shms.edu	172033
Bethany Lutheran College	MN	blc.edu	173142
Carleton College	MN	carleton.edu	173258
Concordia College at Moorhead	MN	concordiacollege.edu	173300
Gustavus Adolphus College	MN	gustavus.edu	173647
Macalester College	MN	macalester.edu	173902
College of Saint Benedict	MN	csbsju.edu	174747
Saint Johns University	MN	csbsju.edu	174792
St Olaf College	MN	wp.stolaf.edu	174844
Millsaps College	MS	millsaps.edu	175980
Rust College	MS	rustcollege.edu	176318
Tougaloo College	MS	tougaloo.edu	176406
Westminster College	MO	wcmo.edu	179946
Saint Anselm College	NH	anselm.edu	183239
Thomas More College of Liberal Arts	NH	thomasmorecollege.edu	183275

End of preview.

OY small private colleges: what a script read on their public pages

One record per small private liberal arts college (federal IPEDS directory, Carnegie 2021 classes Arts & Sciences focus and Diverse fields): whether the site could be read by script, sentences on the school's own pages that name AI with a number or study word, and public catalog course titles on AI, technology and society and related topics. Script reads, not hand-checked recounts. Not an assessment of any school.

Files: schools.json (one record per school), ROSTER.csv and ROSTER22.csv (the school lists from IPEDS HD2024), and the scripts that read the sites. Context: https://indahl.ai/oy .

Terms

Free to download, read and cite with attribution (Heuremen LLC, with a link to indahl.ai). All rights reserved. Text and data mining, and use of this data to train, fine-tune or build AI models, are not permitted. Names of authors appear as published in their own papers. To have a name or a study removed: https://indahl.ai/contact . Policy: https://indahl.ai/terms#ai-training Reference HLC-F8E73BAC.

Published by Heuremen LLC. Source: https://indahl.ai . We found it.

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