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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 11 new columns ({'headquarters', 'company_name', 'linkedin_engagement_score', 'follower_count', 'industry', 'founded_year', 'company_id', 'company_size_category', 'num_jobs_posted_last_month', 'avg_employee_tenure_years', 'employee_count'}) and 2 missing columns ({'{', '__index_level_0__'}).
This happened while the csv dataset builder was generating data using
zip://linkedin_companies_20260613_141446.csv::hf://datasets/EduDevCommons/Synthetic-LinkedIn-Jobs-Profiles-Dataset@4956324e5bfbbbee6a7471edf1d5cbdcd48f2f50/Synthetic LinkedIn Jobs & Profiles Dataset.zip, ['hf://datasets/EduDevCommons/Synthetic-LinkedIn-Jobs-Profiles-Dataset@4956324e5bfbbbee6a7471edf1d5cbdcd48f2f50/Synthetic LinkedIn Jobs & Profiles Dataset.zip']
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 1837, 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 2369, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
company_id: string
company_name: string
industry: string
employee_count: int64
follower_count: int64
avg_employee_tenure_years: double
num_jobs_posted_last_month: int64
linkedin_engagement_score: double
company_size_category: string
headquarters: string
founded_year: int64
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1727
to
{'{': Value('float64'), '__index_level_0__': 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 1683, 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 1839, 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 11 new columns ({'headquarters', 'company_name', 'linkedin_engagement_score', 'follower_count', 'industry', 'founded_year', 'company_id', 'company_size_category', 'num_jobs_posted_last_month', 'avg_employee_tenure_years', 'employee_count'}) and 2 missing columns ({'{', '__index_level_0__'}).
This happened while the csv dataset builder was generating data using
zip://linkedin_companies_20260613_141446.csv::hf://datasets/EduDevCommons/Synthetic-LinkedIn-Jobs-Profiles-Dataset@4956324e5bfbbbee6a7471edf1d5cbdcd48f2f50/Synthetic LinkedIn Jobs & Profiles Dataset.zip, ['hf://datasets/EduDevCommons/Synthetic-LinkedIn-Jobs-Profiles-Dataset@4956324e5bfbbbee6a7471edf1d5cbdcd48f2f50/Synthetic LinkedIn Jobs & Profiles Dataset.zip']
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.
{ null | __index_level_0__ string |
|---|---|
null | "generated_at": "2026-06-13T14:14:46.693285" |
null | "dataset_version": "synthetic_1.0" |
null | "num_jobs": 500 |
null | "num_profiles": 1000 |
null | "num_companies": 200 |
null | "columns": { |
null | "jobs": [ |
null | "job_id" |
null | "job_title" |
null | "company_name" |
null | "location" |
null | "salary_range" |
null | "date_posted" |
null | "description_length" |
null | "remote_allowed" |
null | "required_experience_years" |
null | "num_applicants" |
null | "industry" |
null | "search_term" |
null | ] |
null | "profiles": [ |
null | "profile_id" |
null | "job_title" |
null | "industry" |
null | "connections" |
null | "followers" |
null | "years_experience" |
null | "skill_count" |
null | "top_skills" |
null | "has_publications" |
null | "endorsements_total" |
null | "profile_views_last_90d" |
null | "post_engagement_rate" |
null | "location" |
null | "is_open_to_work" |
null | "joined_year" |
null | ] |
null | "companies": [ |
null | "company_id" |
null | "company_name" |
null | "industry" |
null | "employee_count" |
null | "follower_count" |
null | "avg_employee_tenure_years" |
null | "num_jobs_posted_last_month" |
null | "linkedin_engagement_score" |
null | "company_size_category" |
null | "headquarters" |
null | "founded_year" |
null | ] |
null | } |
null | } |
null | null |
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End of preview.
Synthetic LinkedIn Jobs & Profiles Dataset
This dataset was published on Kaggle by Samyakraj Bayar and mirrored here.
Download
The dataset is available as a ZIP archive: Synthetic LinkedIn Jobs & Profiles Dataset.zip
License
MIT
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