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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 41 new columns ({'Open_Source_PRs_Merged', 'LeetCode_Hard_Solved', 'Backlogs_Active', 'GitHub_Commit_Activity', 'Number_of_Internships', 'Communication_Skill', 'System_Design_Books_Read', 'Attitude_Towards_Prep', 'OS_Networking_Knowledge', 'Mock_Interviews_Done', 'DSA_Consistency_Score_0to1', 'Year_of_Study', 'Student_ID', 'Number_of_Projects', 'Behavioral_Prep_Level', 'LeetCode_Easy_Solved', 'FAANG_Ready_Label', 'Certifications', 'Competitive_Programming_Tier', 'Reading_Habits', 'Branch', 'Referral_Status', 'Daily_Coding_Streak_Days', 'Total_LeetCode_Solved', 'Best_Internship_Quality', 'Languages_Known', 'Networking_Effort', 'Interview_Rounds_Cleared', 'Resume_Quality', 'CGPA', 'Frameworks_Known', 'Best_Project_Type', 'Hackathon_Wins', 'Consistency_Score_0to1', 'LeetCode_Medium_Solved', 'Primary_Domain', 'Final_Offer_Status', 'LinkedIn_Followers', 'System_Design_Level', 'College', 'Tech_Blog_Posts_Written'}) and 2 missing columns ({'Metric', 'Value'}).
This happened while the csv dataset builder was generating data using
hf://datasets/ShiroOnigami23/faang-predictor-tier3-dataset/tier3_faang_dataset.csv (at revision 6a53ebec7081a71727bdf4dbcc287a4a28ee391e), [/tmp/hf-datasets-cache/medium/datasets/89833551249342-config-parquet-and-info-ShiroOnigami23-faang-pred-98fc839e/hub/datasets--ShiroOnigami23--faang-predictor-tier3-dataset/snapshots/6a53ebec7081a71727bdf4dbcc287a4a28ee391e/metrics_table.csv (origin=hf://datasets/ShiroOnigami23/faang-predictor-tier3-dataset@6a53ebec7081a71727bdf4dbcc287a4a28ee391e/metrics_table.csv), /tmp/hf-datasets-cache/medium/datasets/89833551249342-config-parquet-and-info-ShiroOnigami23-faang-pred-98fc839e/hub/datasets--ShiroOnigami23--faang-predictor-tier3-dataset/snapshots/6a53ebec7081a71727bdf4dbcc287a4a28ee391e/tier3_faang_dataset.csv (origin=hf://datasets/ShiroOnigami23/faang-predictor-tier3-dataset@6a53ebec7081a71727bdf4dbcc287a4a28ee391e/tier3_faang_dataset.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/python3.12/site-packages/datasets/builder.py", line 1893, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/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/python3.12/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
Student_ID: string
College: string
Year_of_Study: int64
Branch: string
CGPA: double
Backlogs_Active: int64
Primary_Domain: string
Languages_Known: string
Frameworks_Known: string
LeetCode_Easy_Solved: int64
LeetCode_Medium_Solved: int64
LeetCode_Hard_Solved: int64
Total_LeetCode_Solved: int64
DSA_Consistency_Score_0to1: double
Daily_Coding_Streak_Days: int64
Competitive_Programming_Tier: string
Number_of_Internships: int64
Best_Internship_Quality: string
Number_of_Projects: int64
Best_Project_Type: string
GitHub_Commit_Activity: string
Open_Source_PRs_Merged: int64
System_Design_Level: string
System_Design_Books_Read: string
OS_Networking_Knowledge: string
Communication_Skill: string
Attitude_Towards_Prep: string
Mock_Interviews_Done: int64
Behavioral_Prep_Level: string
Reading_Habits: string
Certifications: string
Hackathon_Wins: int64
LinkedIn_Followers: int64
Tech_Blog_Posts_Written: int64
Resume_Quality: string
Referral_Status: string
Networking_Effort: string
Consistency_Score_0to1: double
Interview_Rounds_Cleared: int64
Final_Offer_Status: string
FAANG_Ready_Label: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 5802
to
{'Metric': Value('string'), 'Value': 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 1347, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1895, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
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 41 new columns ({'Open_Source_PRs_Merged', 'LeetCode_Hard_Solved', 'Backlogs_Active', 'GitHub_Commit_Activity', 'Number_of_Internships', 'Communication_Skill', 'System_Design_Books_Read', 'Attitude_Towards_Prep', 'OS_Networking_Knowledge', 'Mock_Interviews_Done', 'DSA_Consistency_Score_0to1', 'Year_of_Study', 'Student_ID', 'Number_of_Projects', 'Behavioral_Prep_Level', 'LeetCode_Easy_Solved', 'FAANG_Ready_Label', 'Certifications', 'Competitive_Programming_Tier', 'Reading_Habits', 'Branch', 'Referral_Status', 'Daily_Coding_Streak_Days', 'Total_LeetCode_Solved', 'Best_Internship_Quality', 'Languages_Known', 'Networking_Effort', 'Interview_Rounds_Cleared', 'Resume_Quality', 'CGPA', 'Frameworks_Known', 'Best_Project_Type', 'Hackathon_Wins', 'Consistency_Score_0to1', 'LeetCode_Medium_Solved', 'Primary_Domain', 'Final_Offer_Status', 'LinkedIn_Followers', 'System_Design_Level', 'College', 'Tech_Blog_Posts_Written'}) and 2 missing columns ({'Metric', 'Value'}).
This happened while the csv dataset builder was generating data using
hf://datasets/ShiroOnigami23/faang-predictor-tier3-dataset/tier3_faang_dataset.csv (at revision 6a53ebec7081a71727bdf4dbcc287a4a28ee391e), [/tmp/hf-datasets-cache/medium/datasets/89833551249342-config-parquet-and-info-ShiroOnigami23-faang-pred-98fc839e/hub/datasets--ShiroOnigami23--faang-predictor-tier3-dataset/snapshots/6a53ebec7081a71727bdf4dbcc287a4a28ee391e/metrics_table.csv (origin=hf://datasets/ShiroOnigami23/faang-predictor-tier3-dataset@6a53ebec7081a71727bdf4dbcc287a4a28ee391e/metrics_table.csv), /tmp/hf-datasets-cache/medium/datasets/89833551249342-config-parquet-and-info-ShiroOnigami23-faang-pred-98fc839e/hub/datasets--ShiroOnigami23--faang-predictor-tier3-dataset/snapshots/6a53ebec7081a71727bdf4dbcc287a4a28ee391e/tier3_faang_dataset.csv (origin=hf://datasets/ShiroOnigami23/faang-predictor-tier3-dataset@6a53ebec7081a71727bdf4dbcc287a4a28ee391e/tier3_faang_dataset.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.
Metric string | Value string |
|---|---|
Train Accuracy | 0.9448 (94.48%) |
Test Accuracy | 0.9200 (92.00%) |
Validation Accuracy (5-fold CV) | 0.9273 ± 0.0025 |
Validation ROC-AUC (5-fold CV) | 0.6296 ± 0.0394 |
Test Precision | 0.0000 |
Test Recall | 0.0000 |
Test F1 | 0.0000 |
Test ROC-AUC | 0.6560 |
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