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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 6 new columns ({'remote_claim_id', 'completed_at', 'dataset_id', 'llama_score', 'n_sources', 'claim'}) and 1 missing columns ({'claim_id'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Sulum82/veracity_evaluation/faviq_claims_slice_1000_scores_evidence.csv (at revision baca3ffd4fb2a5fa5ce63dc2084d1c78fdfad750), ['hf://datasets/Sulum82/veracity_evaluation@baca3ffd4fb2a5fa5ce63dc2084d1c78fdfad750/covidfact_veracity_results_full.csv', 'hf://datasets/Sulum82/veracity_evaluation@baca3ffd4fb2a5fa5ce63dc2084d1c78fdfad750/faviq_claims_slice_1000_scores_evidence.csv', 'hf://datasets/Sulum82/veracity_evaluation@baca3ffd4fb2a5fa5ce63dc2084d1c78fdfad750/fever_claims_slice_300_scores_evidence.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 765, 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 773, 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
claim: string
claim_text: string
dataset_id: string
remote_claim_id: string
completed_at: string
veracity_score: double
analysis_text: string
evidence: string
n_sources: int64
full_three_articles: string
llama_resp: string
llama_score: double
gemma_resp: string
gpt_resp: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1986
to
{'claim_id': Value('string'), 'claim_text': Value('string'), 'veracity_score': Value('float64'), 'analysis_text': Value('string'), 'evidence': Value('string'), 'full_three_articles': Value('string'), 'llama_resp': Value('string'), 'gemma_resp': Value('string'), 'gpt_resp': 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 6 new columns ({'remote_claim_id', 'completed_at', 'dataset_id', 'llama_score', 'n_sources', 'claim'}) and 1 missing columns ({'claim_id'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Sulum82/veracity_evaluation/faviq_claims_slice_1000_scores_evidence.csv (at revision baca3ffd4fb2a5fa5ce63dc2084d1c78fdfad750), ['hf://datasets/Sulum82/veracity_evaluation@baca3ffd4fb2a5fa5ce63dc2084d1c78fdfad750/covidfact_veracity_results_full.csv', 'hf://datasets/Sulum82/veracity_evaluation@baca3ffd4fb2a5fa5ce63dc2084d1c78fdfad750/faviq_claims_slice_1000_scores_evidence.csv', 'hf://datasets/Sulum82/veracity_evaluation@baca3ffd4fb2a5fa5ce63dc2084d1c78fdfad750/fever_claims_slice_300_scores_evidence.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.
claim_id string | claim_text string | veracity_score float64 | analysis_text string | evidence string | full_three_articles string | llama_resp string | gemma_resp string | gpt_resp string |
|---|---|---|---|---|---|---|---|---|
f3263ab1-519a-4ffc-adc4-812a578d5e96 | measuring sars-cov-2 neutralizing antibody activity using pseudotyped and chimeric viruses | 0 | null | {'https://pmc.ncbi.nlm.nih.gov/articles/PMC7928640/': 'by D Cantoni · 2021 · Cited by 42 — In this article, we highlight approaches to SARS-CoV-2 viral pseudotyping, its practicality, and utility in increasing our understanding of neutralizing ...', 'https://pubmed.ncbi.nlm.nih.gov/32692348/': 'by F Schmidt · 2020 · Ci... | {"https://pmc.ncbi.nlm.nih.gov/articles/PMC7928640/": "Neutralization assays are crucial tools to quantify the presence of functional neutralizing antibodies in serum samples. Since the SARS-CoV-2 virus (the causative agent of COVID-19) is designated as a Category 3 biosafety level pathogen, pseudotyped viruses (PVs) b... | {"veracity_score": 1, "analysis": "The claim 'measuring SARS-CoV-2 neutralizing antibody activity using pseudotyped and chimeric viruses' is completely true based on the provided article. The article discusses the use of pseudotyped viruses (PVs) as a tool for measuring SARS-CoV-2 neutralizing antibody activity. It hig... | {"veracity_score": 1.0, "analysis": "The claim that measuring SARS-CoV-2 neutralizing antibody activity can be done using pseudotyped and chimeric viruses is strongly supported by all provided context sources. \n\nHere's a step-by-step breakdown:\n\n1. **Multiple sources confirm the technique:** All four provided URLs ... | {"veracity_score": 0.99, "analysis": "The claim that researchers measure SARS\u2011CoV\u20112 neutralizing antibody activity using pseudotyped and chimeric viruses is strongly supported by the cited literature. 1) The PMC article (Cantoni, 2021) explicitly discusses the practicality and utility of SARS\u2011CoV\u20112 ... |
289e6e9e-2484-430a-8f43-bbc5494b2f22 | measuring gps-cov-2 neutralizing antibody activity using pseudotyped and chimeric viruses | 0.95 | The statement regarding measuring GPS-Cov-2 neutralizing antibody activity using pseudotyped and chimeric viruses is analyzed for its factuality.
Multiple credible sources from scientific publications and research platforms confirm that pseudotyped and chimeric viruses are indeed used to measure SARS-CoV-2 neutralizing... | {'https://pmc.ncbi.nlm.nih.gov/articles/PMC11583609/': 'by AN Cimen · 2024 · Cited by 1 — The pseudovirus system is a promising approach to evaluate viral inhibitors and neutralizing antibodies against SARS-CoV-2, in convalescent plasma [5]. Although ...', 'https://link.springer.com/article/10.1186/s12985-020-01472-1':... | {"https://pmc.ncbi.nlm.nih.gov/articles/PMC11583609/": "Abstract\nAim: Serological studies with pseudotyped viruses offer a safer alternative to live SARS-CoV-2 in evaluating neutralizing antibodies, enabling research in standard labs.\nMethods: The SARS-CoV-2 Spike pseudotyped vesicular stomatitis virus (VSV) pseudovi... | {"veracity_score": 1, "analysis": "The claim that measuring GPS-COV-2 neutralizing antibody activity using pseudotyped and chimeric viruses is valid, is supported by the provided articles. Here's a step-by-step analysis of the reasoning behind this conclusion: \n 1. **Understanding the context**: The articles discuss... | {"veracity_score": 1.0, "analysis": "The claim \"measuring gps-cov-2 neutralizing antibody activity using pseudotyped and chimeric viruses\" is overwhelmingly supported by the provided context. Multiple sources explicitly describe and validate this very technique. Here's a step-by-step breakdown of the reasoning:\n\n1.... | {"veracity_score": 0.95, "analysis": "The claim that neutralizing antibody activity against SARS\u2011CoV\u20112 can be measured using pseudotyped and chimeric viruses is well supported by the literature. Multiple peer\u2011reviewed studies and reviews consistently describe pseudovirus neutralization assays (PVNAs) tha... |
70db1618-dc64-40e6-8cb4-0e5e024b5ce0 | short-term persistence of igg antibodies in sars-cov infected healthcare workers | 0.8 | "The statement about the short-term persistence of IgG antibodies in SARS-CoV infected healthcare wo(...TRUNCATED) | "{'https://academic.oup.com/ofid/article/8/2/ofab015/6102876': 'by M Brant-Zawadzki · 2021 · Cited(...TRUNCATED) | "{\"https://pmc.ncbi.nlm.nih.gov/articles/PMC8007325/\": \"Abstract\\nProspective serosurveillance o(...TRUNCATED) | "{\"veracity_score\": 0.2, \"analysis\": \"The claim that there is short-term persistence of IgG ant(...TRUNCATED) | "{\"veracity_score\": 0.85, \"analysis\": \"The claim states short-term persistence of IgG antibodie(...TRUNCATED) | "{\"veracity_score\": 0.85, \"analysis\": \"The claim states that IgG antibodies persist for a short(...TRUNCATED) |
65dd55f7-2ec3-41fc-a416-4bf02a6ea6a5 | low-term persistence of igg antibodies in sars-cov infected healthcare workers | 0.2 | "The statement \"low-term persistence of IgG antibodies in SARS-CoV infected healthcare workers\" is(...TRUNCATED) | "{'https://www.medrxiv.org/content/10.1101/2020.02.12.20021386v1': 'IgG antibodies against SARS-CoV (...TRUNCATED) | "{\"https://www.explorationpub.com/Journals/ei/Article/1003166\": \"Affiliation:\\n1Department of Pu(...TRUNCATED) | "{\"veracity_score\": 0.2, \"analysis\": \"The claim states 'low-term persistence of IgG antibodies (...TRUNCATED) | "{\"veracity_score\": 0.3, \"analysis\": \"The claim states \\\"low-term persistence of IgG antibodi(...TRUNCATED) | "{\"veracity_score\": 0.1, \"analysis\": \"The claim states that IgG antibodies exhibit **low\\u2011(...TRUNCATED) |
c7941c3c-6c4f-45ca-8cac-c21250623a25 | pre-term persistence of igg antibodies in sars-cov infected healthcare workers | 0.6 | "The statement regarding pre-term persistence of IgG antibodies in SARS-CoV infected healthcare work(...TRUNCATED) | "{'https://www.medrxiv.org/content/10.1101/2020.02.12.20021386.full': 'by X Guo · 2020 · Cited by (...TRUNCATED) | "{\"https://www.explorationpub.com/Journals/ei/Article/1003166\": \"Affiliation:\\n1Department of Pu(...TRUNCATED) | "{\"veracity_score\": 0.8, \"analysis\": \"To assess the claim of pre-term persistence of IgG antibo(...TRUNCATED) | "{\"veracity_score\": 0.9, \"analysis\": \"The claim that IgG antibodies persist in SARS-CoV infecte(...TRUNCATED) | "{\"veracity_score\": 0.2, \"analysis\": \"The claim states that IgG antibodies persist only in the (...TRUNCATED) |
a60ae1c6-5143-4582-8dee-1e92d875d30d | coronavirus dons a new crown | 0.8 | "The statement \"coronavirus dons a new crown\" seems to be a play on words, referencing the COVID-1(...TRUNCATED) | "{'https://www.saskatchewan.ca/government/health-care-administration-and-provider-resources/treatmen(...TRUNCATED) | "{\"https://www.saskatchewan.ca/government/health-care-administration-and-provider-resources/treatme(...TRUNCATED) | "{\"veracity_score\": 0.0, \"analysis\": \"The claim 'coronavirus dons a new crown' is not supported(...TRUNCATED) | "{\"veracity_score\": 0.85, \"analysis\": \"The claim \\\"coronavirus dons a new crown\\\" is likely(...TRUNCATED) | "{\"veracity_score\": 0.4, \"analysis\": \"The claim \\\"coronavirus dons a new crown\\\" is ambiguo(...TRUNCATED) |
9a768c8c-10bc-499f-b2d7-828ee4d23ab3 | coronavirus dons a new term | 0.2 | "The statement \"coronavirus dons a new term\" was analyzed through multiple searches to determine i(...TRUNCATED) | "{'https://www.ecdc.europa.eu/en/covid-19/variants-concern': 'SARS-CoV-2 variant: variant under moni(...TRUNCATED) | "{\"https://www.ecdc.europa.eu/en/covid-19/variants-concern\": \"SARS-CoV-2 variants of concern as o(...TRUNCATED) | "{\"veracity_score\": 0.8, \"analysis\": \"To analyze the claim 'coronavirus dons a new term', we ne(...TRUNCATED) | "{\"veracity_score\": 0.85, \"analysis\": \"The claim \\\"coronavirus dons a new term\\\" is largely(...TRUNCATED) | "{\"veracity_score\": 0.2, \"analysis\": \"The claim \\\"coronavirus dons a new term\\\" is ambiguou(...TRUNCATED) |
71215952-a1b3-4cca-9222-c7b02f7263a7 | "immune memory in mild covid-19 patients and unexposed donors from india reveals persistent t cell r(...TRUNCATED) | 0.9 | "The statement \"immune memory in mild covid-19 patients and unexposed donors from india reveals per(...TRUNCATED) | "{'https://www.frontiersin.org/journals/immunology/articles/10.3389/fimmu.2021.636768/full?field=&id(...TRUNCATED) | "{\"https://www.frontiersin.org/journals/immunology/articles/10.3389/fimmu.2021.636768/full?field=&i(...TRUNCATED) | "{\"veracity_score\": 0.9, \"analysis\": \"The claim states that immune memory in mild COVID-19 pati(...TRUNCATED) | "{\"veracity_score\": 0.95, \"analysis\": \"The claim that immune memory, specifically persistent T (...TRUNCATED) | "{\"veracity_score\": 0.95, \"analysis\": \"The claim is supported by multiple independent sources t(...TRUNCATED) |
36e2b0a5-34f4-4f52-8437-8552449356f3 | simple probiotics might help inhibit covid-19 infection | 0.6 | "The statement \"simple probiotics might help inhibit covid-19 infection\" was analyzed through mult(...TRUNCATED) | "{'https://www.sciencedirect.com/science/article/pii/S2667268524001141': 'by S Rabiei · 2024 · Cit(...TRUNCATED) | "{\"https://corporate.dukehealth.org/news/probiotics-reduce-covid-symptoms-and-delay-disease-among-u(...TRUNCATED) | "{\"veracity_score\": 0.7, \"analysis\": \"The claim that simple probiotics might help inhibit COVID(...TRUNCATED) | "{\"veracity_score\": 0.75, \"analysis\": \"The claim that simple probiotics might help inhibit COVI(...TRUNCATED) | "{\"veracity_score\": 0.6, \"analysis\": \"The claim that \\\"simple probiotics might help inhibit C(...TRUNCATED) |
8da883c6-2942-4840-930a-98f6b352c476 | simple probiotics might help cause covid-19 infection | 0 | "The statement that simple probiotics might help cause COVID-19 infection is likely to be false base(...TRUNCATED) | "{'https://www.cghjournal.org/article/S1542-3565(25)00322-2/fulltext': 'Aug 28, 2025 ... Women with (...TRUNCATED) | "{\"https://pmc.ncbi.nlm.nih.gov/articles/PMC11198995/\": \"Abstract\\nBackground\\nWhen research ev(...TRUNCATED) | "{\"veracity_score\": 0.0, \"analysis\": \"The claim that simple probiotics might help cause COVID-1(...TRUNCATED) | "{\"veracity_score\": 0.2, \"analysis\": \"The claim that \\\"simple probiotics might help cause cov(...TRUNCATED) | "{\"veracity_score\": 0.1, \"analysis\": \"The claim that \\\"simple probiotics might help cause COV(...TRUNCATED) |
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