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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 ({'Question'}) and 2 missing columns ({'QuestionText', 'Note'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Anahia/stackoverflow_survey_schemas/schema_2017.csv (at revision c50a353d4fe1dd98bf34a0d7c090d30b90be4a27), ['hf://datasets/Anahia/stackoverflow_survey_schemas@c50a353d4fe1dd98bf34a0d7c090d30b90be4a27/schema_2016.csv', 'hf://datasets/Anahia/stackoverflow_survey_schemas@c50a353d4fe1dd98bf34a0d7c090d30b90be4a27/schema_2017.csv', 'hf://datasets/Anahia/stackoverflow_survey_schemas@c50a353d4fe1dd98bf34a0d7c090d30b90be4a27/schema_2018.csv', 'hf://datasets/Anahia/stackoverflow_survey_schemas@c50a353d4fe1dd98bf34a0d7c090d30b90be4a27/schema_2019.csv', 'hf://datasets/Anahia/stackoverflow_survey_schemas@c50a353d4fe1dd98bf34a0d7c090d30b90be4a27/schema_2020.csv', 'hf://datasets/Anahia/stackoverflow_survey_schemas@c50a353d4fe1dd98bf34a0d7c090d30b90be4a27/schema_2021.csv', 'hf://datasets/Anahia/stackoverflow_survey_schemas@c50a353d4fe1dd98bf34a0d7c090d30b90be4a27/schema_2022.csv', 'hf://datasets/Anahia/stackoverflow_survey_schemas@c50a353d4fe1dd98bf34a0d7c090d30b90be4a27/schema_2023.csv', 'hf://datasets/Anahia/stackoverflow_survey_schemas@c50a353d4fe1dd98bf34a0d7c090d30b90be4a27/schema_2024.csv', 'hf://datasets/Anahia/stackoverflow_survey_schemas@c50a353d4fe1dd98bf34a0d7c090d30b90be4a27/schema_2025.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 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
Column: string
Question: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 507
to
{'Column': Value('string'), 'QuestionText': Value('string'), 'Note': 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 1 new columns ({'Question'}) and 2 missing columns ({'QuestionText', 'Note'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Anahia/stackoverflow_survey_schemas/schema_2017.csv (at revision c50a353d4fe1dd98bf34a0d7c090d30b90be4a27), ['hf://datasets/Anahia/stackoverflow_survey_schemas@c50a353d4fe1dd98bf34a0d7c090d30b90be4a27/schema_2016.csv', 'hf://datasets/Anahia/stackoverflow_survey_schemas@c50a353d4fe1dd98bf34a0d7c090d30b90be4a27/schema_2017.csv', 'hf://datasets/Anahia/stackoverflow_survey_schemas@c50a353d4fe1dd98bf34a0d7c090d30b90be4a27/schema_2018.csv', 'hf://datasets/Anahia/stackoverflow_survey_schemas@c50a353d4fe1dd98bf34a0d7c090d30b90be4a27/schema_2019.csv', 'hf://datasets/Anahia/stackoverflow_survey_schemas@c50a353d4fe1dd98bf34a0d7c090d30b90be4a27/schema_2020.csv', 'hf://datasets/Anahia/stackoverflow_survey_schemas@c50a353d4fe1dd98bf34a0d7c090d30b90be4a27/schema_2021.csv', 'hf://datasets/Anahia/stackoverflow_survey_schemas@c50a353d4fe1dd98bf34a0d7c090d30b90be4a27/schema_2022.csv', 'hf://datasets/Anahia/stackoverflow_survey_schemas@c50a353d4fe1dd98bf34a0d7c090d30b90be4a27/schema_2023.csv', 'hf://datasets/Anahia/stackoverflow_survey_schemas@c50a353d4fe1dd98bf34a0d7c090d30b90be4a27/schema_2024.csv', 'hf://datasets/Anahia/stackoverflow_survey_schemas@c50a353d4fe1dd98bf34a0d7c090d30b90be4a27/schema_2025.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.
Column string | QuestionText string | Note string |
|---|---|---|
collector | null | Respondent source |
country | In what country do you currently reside? | null |
un_subregion | null | Region inferred by country location (UN region) |
so_region | null | Region inferred by country location (semi-arbitrary Stack Overflow region groupings) |
age_range | How old are you? | null |
age_midpoint | null | Age inferred by age range |
gender | What is your gender? | Gender provided by respondent |
self_identification | What do you consider yourself? (select all that apply) | null |
occupation | Which of the following best describes your occupation? | null |
occupation_group | null | Inferred from occupation |
experience_range | How many years of IT / programming experience do you have? | null |
experience_midpoint | null | Inferred from experience_range |
salary_range | What is your annual gross earnings or salary (including bonus) in USD? | null |
salary_midpoint | null | Inferred from salary_range |
big_mac_index | null | Jan 2016 Big Mac Index for country from: http://www.economist.com/content/big-mac-index |
tech_do | Which of the following languages or technologies have you done extensive development with in the last year? (select all that apply) | null |
tech_want | Which of the following languages or technologies do you WANT to work with this year? (select all that apply) | null |
aliens | Do you believe in aliens? | null |
programming_ability | On a scale of 1-10, how would you rate your programming ability? | null |
employment_status | How would you describe your current employment status? | null |
industry | How would you best describe the industry you currently work in? | null |
company_size_range | What is the size of your company? | null |
team_size_range | What is the size of your team? | null |
women_on_team | How many women are on your team? | null |
remote | Do you work remotely? | null |
job_satisfaction | How satisfied are you with your current job(s)? | null |
job_discovery | How did you discover your current job? | null |
dev_environment | What development environments do you use regularly? (select all that apply) | null |
commit_frequency | How frequently do you check-in or commit code? | null |
hobby | How much time per week do you spend programming as a hobby, or working on side projects or open-source? | null |
dogs_vs_cats | Dogs or cats? | null |
desktop_os | Which desktop operating system do you use most? | null |
unit_testing | Is unit testing worth the effort? | null |
rep_range | What is your current Stack Overflow reputation? | null |
visit_frequency | How frequently do you read Stack Overflow questions or answers? | null |
why_learn_new_tech | What is your primary motivation for learning new programming languages or technologies? | null |
education | What amount of formal or professional programming training have you received? (select all that apply) | null |
open_to_new_job | Are you currently looking for a job or open to new opportunities? | null |
new_job_value | When evaluating a new employment opportunity what's most important to you? (select up to 3) | null |
job_search_annoyance | What annoys you most when searching for a new job? | null |
interview_likelihood | If you applied to a job at Google, what do you think is the likelihood you would get an interview? | null |
how_to_improve_interview_process | How can companies improve the interview process? (select up to 3) | null |
star_wars_vs_star_trek | Star Wars or Star Trek? | null |
agree_tech | How much do you agree or disagree with the following statements? | I love the technologies I use at work. |
agree_notice | How much do you agree or disagree with the following statements? | Every day I notice things that can be improved by better software. |
agree_problemsolving | How much do you agree or disagree with the following statements? | I love problem solving. |
agree_diversity | How much do you agree or disagree with the following statements? | Diversity in the workplace is important. |
agree_adblocker | How much do you agree or disagree with the following statements? | I always use an ad blocker. |
agree_alcohol | How much do you agree or disagree with the following statements? | I occasionally drink alcohol while coding. |
agree_loveboss | How much do you agree or disagree with the following statements? | I love my boss. |
agree_nightcode | How much do you agree or disagree with the following statements? | I love coding late at night. |
agree_legacy | How much do you agree or disagree with the following statements? | I work with a lot of legacy code. |
agree_mars | How much do you agree or disagree with the following statements? | I want to go to Mars right now, even if there's a chance I never come back. |
important_variety | What's important to you at work? | Working on a variety of projects |
important_control | What's important to you at work? | Having control over product decisions |
important_sameend | What's important to you at work? | Ending work at the same time every day |
important_newtech | What's important to you at work? | Learning new technologies |
important_buildnew | What's important to you at work? | Building something new |
important_buildexisting | What's important to you at work? | Improving existing applications |
important_promotion | What's important to you at work? | Getting promoted |
important_companymission | What's important to you at work? | Believing strongly in my company's mission |
important_wfh | What's important to you at work? | Working from home |
important_ownoffice | What's important to you at work? | Having my own office |
developer_challenges | What are the biggest challenges you face as a developer? (select up to 3) | null |
why_stack_overflow | Why do you use Stack Overflow? (select all that apply) | null |
Respondent | null | null |
Professional | null | null |
ProgramHobby | null | null |
Country | null | null |
University | null | null |
EmploymentStatus | null | null |
FormalEducation | null | null |
MajorUndergrad | null | null |
HomeRemote | null | null |
CompanySize | null | null |
CompanyType | null | null |
YearsProgram | null | null |
YearsCodedJob | null | null |
YearsCodedJobPast | null | null |
DeveloperType | null | null |
WebDeveloperType | null | null |
MobileDeveloperType | null | null |
NonDeveloperType | null | null |
CareerSatisfaction | null | null |
JobSatisfaction | null | null |
ExCoderReturn | null | null |
ExCoderNotForMe | null | null |
ExCoderBalance | null | null |
ExCoder10Years | null | null |
ExCoderBelonged | null | null |
ExCoderSkills | null | null |
ExCoderWillNotCode | null | null |
ExCoderActive | null | null |
PronounceGIF | null | null |
ProblemSolving | null | null |
BuildingThings | null | null |
LearningNewTech | null | null |
BoringDetails | null | null |
JobSecurity | null | null |
DiversityImportant | null | null |
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