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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 2 new columns ({'url', 'nombre'}) and 22 missing columns ({'comment_ratio', 'days_since_change', 'avg_function_len', 'is_tested', 'churn_rate', 'label', 'max_nesting_depth', 'max_complexity', 'bug_fix_commits', 'author_count', 'refactor_commits', 'blank_ratio', 'sloc', 'loc', 'commit_count', 'num_functions', 'maintainability_index', 'repo', 'dependency_count', 'file name', 'halstead_effort', 'cyclomatic_complexity'}).
This happened while the csv dataset builder was generating data using
hf://datasets/ChilliPeep/techdebt-ml-dataset/source_repos.csv (at revision 55d2340c08f21d0eeb21aab9024dc5e5072438c3), ['hf://datasets/ChilliPeep/techdebt-ml-dataset@55d2340c08f21d0eeb21aab9024dc5e5072438c3/dataset.csv', 'hf://datasets/ChilliPeep/techdebt-ml-dataset@55d2340c08f21d0eeb21aab9024dc5e5072438c3/source_repos.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
nombre: string
url: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 496
to
{'file name': Value('string'), 'loc': Value('int64'), 'sloc': Value('int64'), 'comment_ratio': Value('float64'), 'blank_ratio': Value('float64'), 'cyclomatic_complexity': Value('float64'), 'max_complexity': Value('float64'), 'maintainability_index': Value('float64'), 'halstead_effort': Value('float64'), 'num_functions': Value('int64'), 'avg_function_len': Value('float64'), 'max_nesting_depth': Value('int64'), 'is_tested': Value('int64'), 'dependency_count': Value('int64'), 'commit_count': Value('float64'), 'author_count': Value('float64'), 'days_since_change': Value('float64'), 'churn_rate': Value('float64'), 'bug_fix_commits': Value('int64'), 'refactor_commits': Value('int64'), 'repo': Value('string'), 'label': Value('int64')}
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 2 new columns ({'url', 'nombre'}) and 22 missing columns ({'comment_ratio', 'days_since_change', 'avg_function_len', 'is_tested', 'churn_rate', 'label', 'max_nesting_depth', 'max_complexity', 'bug_fix_commits', 'author_count', 'refactor_commits', 'blank_ratio', 'sloc', 'loc', 'commit_count', 'num_functions', 'maintainability_index', 'repo', 'dependency_count', 'file name', 'halstead_effort', 'cyclomatic_complexity'}).
This happened while the csv dataset builder was generating data using
hf://datasets/ChilliPeep/techdebt-ml-dataset/source_repos.csv (at revision 55d2340c08f21d0eeb21aab9024dc5e5072438c3), ['hf://datasets/ChilliPeep/techdebt-ml-dataset@55d2340c08f21d0eeb21aab9024dc5e5072438c3/dataset.csv', 'hf://datasets/ChilliPeep/techdebt-ml-dataset@55d2340c08f21d0eeb21aab9024dc5e5072438c3/source_repos.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.
file name string | loc int64 | sloc int64 | comment_ratio float64 | blank_ratio float64 | cyclomatic_complexity float64 | max_complexity float64 | maintainability_index float64 | halstead_effort float64 | num_functions int64 | avg_function_len float64 | max_nesting_depth int64 | is_tested int64 | dependency_count int64 | commit_count float64 | author_count float64 | days_since_change float64 | churn_rate float64 | bug_fix_commits int64 | refactor_commits int64 | repo string | label int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
wicked-garden/scripts\reset.py | 222 | 169 | 0.085586 | 0.135135 | 9.666667 | 35 | 46.07707 | 1,517.398123 | 6 | 25.666667 | 6 | 0 | 6 | 1 | 1 | 1.122951 | 0.931646 | 1 | 1 | wicked-garden | 0 |
wicked-garden/scripts\resolve_path.py | 22 | 8 | 0.363636 | 0.272727 | 0 | 0 | 98.817997 | 2.377444 | 0 | 0 | 1 | 0 | 3 | 1 | 1 | 1.131148 | 0.060759 | 2 | 0 | wicked-garden | 1 |
wicked-garden/scripts\_agents.py | 357 | 179 | 0.285714 | 0.19888 | 4.733333 | 20 | 50.826472 | 7,470.287739 | 15 | 24.733333 | 6 | 0 | 5 | 1.5 | 1 | 1.057377 | 1.521519 | 2 | 2 | wicked-garden | 1 |
wicked-garden/scripts\_capability_registry.py | 226 | 196 | 0.106195 | 0.061947 | 1 | 1 | 100 | 0 | 2 | 8 | 1 | 0 | 2 | 0.5 | 1 | 1.057377 | 0.572152 | 1 | 1 | wicked-garden | 0 |
wicked-garden/scripts\_capability_resolver.py | 322 | 196 | 0.217391 | 0.180124 | 14.4 | 27 | 49.128629 | 4,896.134033 | 5 | 55 | 8 | 0 | 9 | 0.5 | 1 | 1.057377 | 0.81519 | 1 | 1 | wicked-garden | 0 |
wicked-garden/scripts\_domain_store.py | 567 | 283 | 0.340388 | 0.171076 | 4.45 | 14 | 44.910632 | 5,140.567801 | 20 | 39.05 | 7 | 0 | 16 | 2.5 | 1 | 0.893443 | 1.460759 | 3 | 1 | wicked-garden | 1 |
wicked-garden/scripts\_event_store.py | 397 | 260 | 0.166247 | 0.163728 | 5 | 13 | 49.404572 | 3,088.134857 | 10 | 41.4 | 6 | 0 | 11 | 0.5 | 1 | 1 | 1.005063 | 0 | 0 | wicked-garden | 0 |
wicked-garden/scripts\_integration_resolver.py | 321 | 145 | 0.342679 | 0.205607 | 5.75 | 17 | 56.426663 | 3,829.28461 | 8 | 30.875 | 9 | 0 | 11 | 1.5 | 1 | 0.868852 | 1.136709 | 2 | 0 | wicked-garden | 1 |
wicked-garden/scripts\_logger.py | 151 | 74 | 0.337748 | 0.198675 | 4.25 | 7 | 71.493301 | 799.484872 | 4 | 26.25 | 4 | 0 | 6 | 1 | 1 | 1.04918 | 0.392405 | 2 | 0 | wicked-garden | 1 |
wicked-garden/scripts\_paths.py | 133 | 60 | 0.285714 | 0.240602 | 2.875 | 8 | 70.509425 | 478.221507 | 8 | 11.375 | 3 | 0 | 3 | 1.5 | 1 | 0.901639 | 0.524051 | 3 | 1 | wicked-garden | 1 |
wicked-garden/scripts\_run.py | 137 | 81 | 0.145985 | 0.226277 | 3.166667 | 6 | 68.334799 | 203.900521 | 6 | 15.333333 | 3 | 0 | 4 | 1 | 1 | 0.868852 | 0.362025 | 2 | 0 | wicked-garden | 1 |
wicked-garden/scripts\_session.py | 337 | 119 | 0.412463 | 0.222552 | 2.4 | 4 | 54.556402 | 2,135.828365 | 10 | 36.2 | 4 | 0 | 8 | 11 | 1 | 0.877049 | 1.070886 | 17 | 4 | wicked-garden | 1 |
wicked-garden/tests\test_change_type_detector.py | 295 | 192 | 0.074576 | 0.19322 | 1.394737 | 3 | 52.463957 | 153.434249 | 38 | 11.921053 | 3 | 1 | 5 | 0.5 | 1 | 1.122951 | 0.746835 | 1 | 0 | wicked-garden | 0 |
wicked-garden/tests\test_evidence_validation.py | 276 | 198 | 0.047101 | 0.141304 | 1.222222 | 2 | 52.868728 | 27 | 27 | 16.777778 | 2 | 1 | 4 | 0.5 | 1 | 1.122951 | 0.698734 | 1 | 0 | wicked-garden | 0 |
wicked-garden/tests\test_logger.py | 542 | 349 | 0.138376 | 0.158672 | 1.568966 | 4 | 40.33665 | 1,442.595814 | 58 | 14.189655 | 4 | 1 | 10 | 0.5 | 1 | 1.139344 | 1.372152 | 1 | 0 | wicked-garden | 0 |
wicked-garden/tests\test_stub_audit.py | 154 | 96 | 0.188312 | 0.162338 | 4.571429 | 7 | 63.034045 | 3,677.874788 | 7 | 28.571429 | 7 | 1 | 3 | 0.5 | 1 | 1.122951 | 0.389873 | 1 | 0 | wicked-garden | 0 |
wicked-garden/tests\test_test_task_factory.py | 317 | 232 | 0.044164 | 0.192429 | 1.434783 | 3 | 44.296357 | 348.289214 | 46 | 10.717391 | 3 | 1 | 6 | 0.5 | 1 | 1.122951 | 0.802532 | 1 | 0 | wicked-garden | 0 |
wicked-garden/tests\crew\test_gate_enforcement.py | 362 | 266 | 0.049724 | 0.143646 | 1.736842 | 5 | 37.234642 | 1,532.015416 | 38 | 15.157895 | 5 | 1 | 12 | 0.5 | 1 | 1 | 0.916456 | 0 | 0 | wicked-garden | 0 |
wicked-garden/tests\hooks\test_hot_continuation_accumulation.py | 180 | 122 | 0.1 | 0.183333 | 2.111111 | 4 | 57.537849 | 853.037625 | 9 | 25.555556 | 3 | 1 | 11 | 0.5 | 1 | 1.122951 | 0.455696 | 1 | 0 | wicked-garden | 0 |
wicked-garden/tests\hooks\test_hot_path_fast_exit.py | 204 | 128 | 0.156863 | 0.161765 | 3.5 | 10 | 58.873703 | 1,847.941495 | 14 | 15.857143 | 4 | 1 | 6 | 0.5 | 1 | 1.122951 | 0.516456 | 1 | 0 | wicked-garden | 0 |
wicked-garden/tests\hooks\test_prompt_submit_refactor.py | 666 | 434 | 0.102102 | 0.184685 | 1.4625 | 5 | 33.553135 | 3,237.777778 | 80 | 12.1 | 4 | 1 | 21 | 1.5 | 1 | 1.122951 | 1.701266 | 3 | 1 | wicked-garden | 1 |
wicked-garden/tests\hooks\test_prompt_submit_routing.py | 353 | 217 | 0.249292 | 0.15864 | 2.5 | 7 | 57.649631 | 1,822.461448 | 20 | 17.25 | 5 | 1 | 6 | 0.5 | 1 | 1.131148 | 0.893671 | 1 | 1 | wicked-garden | 0 |
wicked-garden/tests\hooks\test_stop_memory_promotion.py | 376 | 252 | 0.12766 | 0.164894 | 1.631579 | 5 | 53.254118 | 1,009.82232 | 19 | 31.368421 | 3 | 1 | 14 | 0.5 | 1 | 1.147541 | 0.951899 | 1 | 0 | wicked-garden | 0 |
wicked-garden/tests\smaht\test_adapter_registry.py | 546 | 366 | 0.047619 | 0.232601 | 1.428571 | 2 | 41.616533 | 428.327429 | 28 | 34.035714 | 5 | 1 | 27 | 0.5 | 1 | 1.106557 | 1.382278 | 1 | 0 | wicked-garden | 0 |
wicked-garden/tests\smaht\test_assembler_registry.py | 328 | 219 | 0.07622 | 0.195122 | 1.409091 | 3 | 51.670199 | 199.734855 | 22 | 23.727273 | 3 | 1 | 22 | 0.5 | 1 | 1.106557 | 0.83038 | 1 | 0 | wicked-garden | 0 |
wicked-garden/tests\smaht\test_orchestrator_metrics.py | 340 | 217 | 0.129412 | 0.194118 | 1.115385 | 2 | 55.058982 | 199.734855 | 26 | 19.384615 | 4 | 1 | 8 | 0.5 | 1 | 1.106557 | 0.860759 | 1 | 0 | wicked-garden | 0 |
wicked-garden/tests\smaht\__init__.py | 0 | 0 | 0 | 0 | 0 | 0 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 1 | 1.106557 | 0 | 1 | 0 | wicked-garden | 0 |
wicked-garden/skills\product\imagery\scripts\provider.py | 787 | 614 | 0.063532 | 0.138501 | 3.036364 | 10 | 17.401352 | 3,137.881972 | 55 | 21.636364 | 5 | 0 | 13 | 0.5 | 1 | 1 | 1.992405 | 1 | 1 | wicked-garden | 0 |
wicked-garden/skills\platform\glab-cli\scripts\glab_ops.py | 313 | 217 | 0.086262 | 0.191693 | 5.454545 | 11 | 43.610362 | 2,267.383232 | 11 | 21.818182 | 7 | 0 | 7 | 0.5 | 1 | 1.188525 | 0.792405 | 0 | 1 | wicked-garden | 0 |
wicked-garden/skills\platform\github-actions\scripts\workflow_gen.py | 215 | 169 | 0.051163 | 0.148837 | 5.25 | 8 | 54.678149 | 688.779418 | 4 | 29.5 | 3 | 0 | 7 | 0.5 | 1 | 1.188525 | 0.544304 | 0 | 1 | wicked-garden | 0 |
wicked-garden/skills\platform\gh-cli\scripts\gh_ops.py | 454 | 310 | 0.101322 | 0.189427 | 6.214286 | 12 | 37.668462 | 7,202.795968 | 14 | 24.571429 | 8 | 0 | 7 | 0.5 | 1 | 1.188525 | 1.149367 | 0 | 1 | wicked-garden | 0 |
wicked-garden/scripts\agentic\analyze_agents.py | 391 | 298 | 0.056266 | 0.161125 | 7.3125 | 27 | 27.746985 | 8,742.992017 | 16 | 19.8125 | 7 | 0 | 8 | 0.5 | 1 | 1.188525 | 0.989873 | 0 | 1 | wicked-garden | 0 |
wicked-garden/scripts\agentic\detect_framework.py | 420 | 344 | 0.052381 | 0.116667 | 6.444444 | 9 | 41.617332 | 2,732.683122 | 9 | 22.888889 | 6 | 0 | 8 | 0.5 | 1 | 1.188525 | 1.063291 | 0 | 1 | wicked-garden | 0 |
wicked-garden/scripts\agentic\issue_taxonomy.py | 332 | 260 | 0.063253 | 0.14759 | 10.666667 | 21 | 38.803965 | 2,568.118548 | 6 | 47 | 6 | 0 | 5 | 1 | 1 | 1.122951 | 0.850633 | 1 | 1 | wicked-garden | 0 |
wicked-garden/scripts\agentic\pattern_scorer.py | 434 | 374 | 0.02765 | 0.108295 | 5.8 | 9 | 28.624253 | 6,698.885763 | 15 | 18.666667 | 5 | 0 | 6 | 0.5 | 1 | 1.188525 | 1.098734 | 0 | 1 | wicked-garden | 0 |
wicked-garden/scripts\ci\validate.py | 206 | 155 | 0.150485 | 0.097087 | 40 | 40 | 53.869754 | 2,559.884522 | 1 | 178 | 8 | 0 | 5 | 0.5 | 1 | 0.901639 | 0.521519 | 1 | 0 | wicked-garden | 0 |
wicked-garden/scripts\crew\artifact_state.py | 530 | 300 | 0.218868 | 0.201887 | 3.75 | 12 | 50.336584 | 3,887.403255 | 16 | 25 | 8 | 0 | 8 | 0.5 | 1 | 0.893443 | 1.341772 | 0 | 0 | wicked-garden | 0 |
wicked-garden/scripts\crew\build_dependency_analyzer.py | 269 | 147 | 0.267658 | 0.189591 | 6.4 | 9 | 62.7353 | 3,077.79678 | 5 | 37.2 | 3 | 0 | 6 | 0.5 | 1 | 1.139344 | 0.681013 | 0 | 0 | wicked-garden | 0 |
wicked-garden/scripts\crew\config.py | 128 | 60 | 0.304688 | 0.265625 | 1.833333 | 3 | 77.892718 | 294.666667 | 6 | 10.166667 | 2 | 0 | 3 | 0.5 | 1 | 1.188525 | 0.324051 | 0 | 1 | wicked-garden | 0 |
wicked-garden/scripts\crew\consensus_gate.py | 437 | 289 | 0.196796 | 0.141876 | 9.2 | 19 | 53.562432 | 3,700.090361 | 5 | 66.8 | 6 | 0 | 10 | 1 | 1 | 0.893443 | 1.339241 | 1 | 1 | wicked-garden | 0 |
wicked-garden/scripts\crew\crew.py | 166 | 111 | 0.114458 | 0.210843 | 9.75 | 13 | 54.220103 | 1,605.339123 | 4 | 33.5 | 6 | 0 | 6 | 3.5 | 1 | 1.122951 | 0.896203 | 6 | 1 | wicked-garden | 1 |
wicked-garden/scripts\crew\impact_analyzer.py | 379 | 247 | 0.197889 | 0.153034 | 9.285714 | 34 | 47.230326 | 6,814.468206 | 7 | 42.285714 | 7 | 0 | 7 | 1 | 1 | 0.893443 | 0.989873 | 1 | 0 | wicked-garden | 0 |
wicked-garden/scripts\crew\phase_manager.py | 1,810 | 1,320 | 0.10663 | 0.153591 | 7.860465 | 42.98 | 0 | 53,602.202589 | 43 | 37.860465 | 13 | 0 | 19 | 13.5 | 1 | 0.877049 | 5.665823 | 19 | 5 | wicked-garden | 1 |
wicked-garden/scripts\crew\project_registry.py | 575 | 295 | 0.253913 | 0.224348 | 4.75 | 19 | 47.946608 | 3,738.353549 | 16 | 28.75 | 12 | 0 | 10 | 1 | 1 | 0.893443 | 1.470886 | 1 | 0 | wicked-garden | 0 |
wicked-garden/scripts\crew\signal_library.py | 260 | 183 | 0.107692 | 0.169231 | 4.333333 | 10 | 47.07434 | 3,547.089964 | 12 | 28.25 | 6 | 0 | 7 | 2 | 1 | 1.122951 | 0.749367 | 3 | 1 | wicked-garden | 1 |
wicked-garden/scripts\crew\smart_decisioning.py | 2,050 | 1,402 | 0.196098 | 0.136098 | 8.34375 | 42.98 | 3.124038 | 55,111.134964 | 32 | 41.40625 | 5 | 0 | 15 | 9.5 | 1 | 0.860656 | 5.908861 | 11 | 3 | wicked-garden | 1 |
wicked-garden/scripts\crew\specialist_discovery.py | 540 | 350 | 0.155556 | 0.17963 | 6.9375 | 19 | 36.669169 | 5,085.093154 | 16 | 27.875 | 7 | 0 | 8 | 3.5 | 2 | 1.106557 | 1.95443 | 6 | 3 | wicked-garden | 1 |
wicked-garden/scripts\crew\traceability.py | 456 | 264 | 0.223684 | 0.210526 | 6.181818 | 14 | 49.217115 | 3,437.434063 | 11 | 32.363636 | 9 | 0 | 10 | 2 | 1 | 0.893443 | 1.197468 | 0 | 0 | wicked-garden | 0 |
wicked-garden/scripts\crew\traceability_generator.py | 316 | 210 | 0.132911 | 0.189873 | 6.714286 | 11 | 50.774139 | 5,683.41298 | 7 | 34.285714 | 5 | 0 | 8 | 1 | 1 | 1.122951 | 0.805063 | 1 | 0 | wicked-garden | 0 |
wicked-garden/scripts\crew\verification_protocol.py | 907 | 625 | 0.124587 | 0.174201 | 6.458333 | 15 | 24.12904 | 17,734.954112 | 24 | 29.583333 | 5 | 0 | 15 | 1 | 1 | 0.893443 | 2.301266 | 1 | 0 | wicked-garden | 0 |
wicked-garden/scripts\crew\worktree_manager.py | 411 | 222 | 0.23601 | 0.211679 | 5.5 | 23 | 50.97415 | 2,249.942036 | 12 | 28.416667 | 8 | 0 | 8 | 1 | 1 | 1.04918 | 1.04557 | 1 | 0 | wicked-garden | 0 |
wicked-garden/scripts\data\data_profiler.py | 271 | 165 | 0.177122 | 0.217712 | 9 | 17 | 52.047818 | 4,789.036439 | 6 | 37.333333 | 4 | 0 | 10 | 1 | 1 | 1.122951 | 0.701266 | 1 | 1 | wicked-garden | 0 |
wicked-garden/scripts\data\ontology_recommender.py | 231 | 197 | 0.012987 | 0.116883 | 8.75 | 19 | 42.803649 | 2,201.370101 | 4 | 29 | 6 | 0 | 6 | 0.5 | 1 | 1.188525 | 0.58481 | 0 | 1 | wicked-garden | 0 |
wicked-garden/scripts\data\schema_validator.py | 267 | 182 | 0.146067 | 0.194757 | 9.142857 | 22 | 47.95377 | 6,624.645122 | 7 | 34.428571 | 8 | 0 | 7 | 0.5 | 1 | 1.188525 | 0.675949 | 0 | 1 | wicked-garden | 0 |
wicked-garden/scripts\jam\consensus.py | 553 | 366 | 0.184448 | 0.164557 | 4.888889 | 20 | 42.657994 | 4,931.004061 | 18 | 24.555556 | 7 | 0 | 9 | 0.5 | 1 | 0.893443 | 1.4 | 0 | 0 | wicked-garden | 0 |
wicked-garden/scripts\jam\jam.py | 283 | 201 | 0.091873 | 0.176678 | 9 | 25 | 43.604321 | 2,961.983293 | 7 | 32.714286 | 7 | 0 | 5 | 2.5 | 1 | 1.131148 | 0.944304 | 2 | 2 | wicked-garden | 1 |
wicked-garden/scripts\jam\save_transcript.py | 171 | 97 | 0.192982 | 0.22807 | 5 | 8 | 65.567812 | 698.911895 | 5 | 23.6 | 3 | 0 | 6 | 1 | 1 | 1.131148 | 0.448101 | 1 | 0 | wicked-garden | 0 |
wicked-garden/scripts\jam\test_thinking_field.py | 376 | 262 | 0.095745 | 0.170213 | 2.571429 | 7 | 44.178112 | 889.766198 | 28 | 11.107143 | 3 | 1 | 9 | 1.5 | 1 | 1 | 0.987342 | 2 | 0 | wicked-garden | 1 |
wicked-garden/scripts\jam\__init__.py | 0 | 0 | 0 | 0 | 0 | 0 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 1 | 0.893443 | 0 | 0 | 0 | wicked-garden | 0 |
wicked-garden/scripts\kanban\kanban.py | 1,200 | 879 | 0.064167 | 0.164167 | 4.4 | 42.98 | 2.057501 | 19,047.817646 | 50 | 36.26 | 21 | 0 | 12 | 3 | 1 | 0.860656 | 4.020253 | 4 | 2 | wicked-garden | 1 |
wicked-garden/scripts\kanban\kanban_initiative.py | 183 | 128 | 0.076503 | 0.202186 | 4 | 7 | 54.853037 | 278.83183 | 7 | 20 | 5 | 0 | 7 | 3.5 | 1 | 1.122951 | 0.95443 | 5 | 1 | wicked-garden | 1 |
wicked-garden/scripts\kanban\migrate.py | 264 | 187 | 0.083333 | 0.193182 | 4.857143 | 14 | 48.280849 | 2,685.657489 | 7 | 31.142857 | 5 | 0 | 7 | 1 | 1 | 1.180328 | 0.673418 | 1 | 1 | wicked-garden | 0 |
wicked-garden/scripts\kanban\__init__.py | 0 | 0 | 0 | 0 | 0 | 0 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 1 | 1.188525 | 0 | 0 | 1 | wicked-garden | 0 |
wicked-garden/scripts\persona\registry.py | 708 | 583 | 0.062147 | 0.094633 | 4.294118 | 13 | 36.656208 | 1,617.140715 | 17 | 23.352941 | 6 | 0 | 11 | 1 | 1 | 1.008197 | 1.807595 | 1 | 0 | wicked-garden | 0 |
wicked-garden/scripts\persona\__init__.py | 0 | 0 | 0 | 0 | 0 | 0 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 1 | 1.008197 | 0 | 0 | 0 | wicked-garden | 0 |
wicked-garden/scripts\platform\prereq_doctor.py | 537 | 467 | 0.046555 | 0.07635 | 6 | 9 | 39.985348 | 4,398.631293 | 8 | 22.5 | 5 | 0 | 8 | 0.5 | 1 | 1.122951 | 1.359494 | 1 | 0 | wicked-garden | 0 |
wicked-garden/scripts\qe\cli_discovery.py | 248 | 191 | 0.100806 | 0.108871 | 7 | 16 | 49.706871 | 2,147.607522 | 6 | 22.833333 | 5 | 0 | 7 | 0.5 | 1 | 1 | 0.627848 | 0 | 1 | wicked-garden | 0 |
wicked-garden/scripts\qe\discover_scenarios.py | 238 | 148 | 0.226891 | 0.155462 | 11.6 | 20 | 54.084868 | 3,801.829545 | 5 | 41.4 | 6 | 0 | 5 | 1 | 1 | 1.122951 | 0.612658 | 1 | 1 | wicked-garden | 0 |
wicked-garden/scripts\qe\registry_lookup.py | 80 | 48 | 0.1875 | 0.2125 | 3 | 3 | 86.571781 | 11.60964 | 1 | 52 | 3 | 0 | 5 | 1 | 1 | 1.131148 | 0.217722 | 2 | 0 | wicked-garden | 1 |
wicked-garden/scripts\qe\registry_store.py | 116 | 76 | 0.181034 | 0.163793 | 10 | 10 | 76.58915 | 67.458917 | 1 | 85 | 4 | 0 | 5 | 1 | 1 | 1.131148 | 0.308861 | 2 | 0 | wicked-garden | 1 |
wicked-garden/scripts\smaht\cheatsheet_store.py | 236 | 167 | 0.105932 | 0.165254 | 6.375 | 17 | 48.033148 | 2,011.937694 | 8 | 24.25 | 5 | 0 | 7 | 1.5 | 1 | 0.901639 | 0.688608 | 2 | 0 | wicked-garden | 1 |
wicked-garden/scripts\smaht\context_package.py | 359 | 235 | 0.181058 | 0.158774 | 6.75 | 23 | 52.479515 | 1,602.944995 | 8 | 31.875 | 4 | 0 | 10 | 3.5 | 1 | 1.106557 | 1.116456 | 4 | 3 | wicked-garden | 1 |
wicked-garden/scripts\smaht\knowledge_graph.py | 395 | 300 | 0.093671 | 0.146835 | 3.894737 | 10 | 38.266633 | 5,807.448624 | 19 | 25.789474 | 8 | 0 | 10 | 0.5 | 1 | 0.893443 | 1 | 0 | 0 | wicked-garden | 0 |
wicked-garden/scripts\smaht\test_cheatsheet_store.py | 428 | 300 | 0.074766 | 0.228972 | 3.4375 | 7 | 34.215737 | 3,752.830189 | 32 | 8.34375 | 3 | 1 | 9 | 1.5 | 1 | 0.901639 | 1.134177 | 2 | 0 | wicked-garden | 1 |
wicked-garden/scripts\smaht\test_context7_cheatsheet.py | 262 | 164 | 0.114504 | 0.267176 | 2 | 3 | 52.98312 | 1,075.422593 | 20 | 9.2 | 2 | 1 | 9 | 1 | 1 | 1.131148 | 0.708861 | 2 | 0 | wicked-garden | 1 |
wicked-garden/scripts\_adapters\jira_adapter.py | 18 | 5 | 0.388889 | 0.277778 | 1 | 1 | 100 | 0 | 1 | 4 | 1 | 0 | 2 | 0.5 | 1 | 1.131148 | 0.04557 | 1 | 0 | wicked-garden | 0 |
wicked-garden/scripts\_adapters\linear_adapter.py | 18 | 5 | 0.388889 | 0.277778 | 1 | 1 | 100 | 0 | 1 | 4 | 1 | 0 | 2 | 0.5 | 1 | 1.131148 | 0.04557 | 1 | 0 | wicked-garden | 0 |
wicked-garden/scripts\_adapters\miro_adapter.py | 18 | 5 | 0.388889 | 0.277778 | 1 | 1 | 100 | 0 | 1 | 4 | 1 | 0 | 2 | 0.5 | 1 | 1.131148 | 0.04557 | 1 | 0 | wicked-garden | 0 |
wicked-garden/scripts\_adapters\notion_adapter.py | 18 | 5 | 0.388889 | 0.277778 | 1 | 1 | 100 | 0 | 1 | 4 | 1 | 0 | 2 | 0.5 | 1 | 1.131148 | 0.04557 | 1 | 0 | wicked-garden | 0 |
wicked-garden/scripts\_adapters\__init__.py | 166 | 61 | 0.361446 | 0.246988 | 2.3 | 10 | 68.194755 | 553.683983 | 10 | 13.5 | 4 | 0 | 6 | 0.5 | 1 | 1.131148 | 0.420253 | 1 | 0 | wicked-garden | 0 |
wicked-garden/scripts\smaht\adapters\brain_adapter.py | 248 | 159 | 0.241935 | 0.149194 | 8.333333 | 14 | 55.894569 | 4,111.204795 | 6 | 33.166667 | 4 | 0 | 11 | 3 | 1 | 0.868852 | 0.921519 | 4 | 0 | wicked-garden | 1 |
wicked-garden/scripts\smaht\adapters\context7_adapter.py | 521 | 302 | 0.216891 | 0.195777 | 3.941176 | 16 | 48.968259 | 3,835.764706 | 17 | 35.588235 | 4 | 0 | 11 | 4 | 1 | 0.901639 | 1.389873 | 6 | 3 | wicked-garden | 1 |
wicked-garden/scripts\smaht\adapters\delegation_adapter.py | 105 | 81 | 0.104762 | 0.133333 | 6 | 6 | 80.210022 | 15.509775 | 1 | 58 | 2 | 0 | 3 | 1 | 1 | 1.106557 | 0.331646 | 1 | 1 | wicked-garden | 0 |
wicked-garden/scripts\smaht\adapters\domain_adapter.py | 217 | 122 | 0.271889 | 0.175115 | 7.5 | 14 | 64.750082 | 1,948.305796 | 4 | 28 | 4 | 0 | 8 | 2.5 | 1 | 0.860656 | 0.589873 | 5 | 0 | wicked-garden | 1 |
wicked-garden/scripts\smaht\adapters\events_adapter.py | 185 | 124 | 0.151351 | 0.194595 | 8 | 24 | 56.279056 | 3,456.77262 | 5 | 27.2 | 4 | 0 | 7 | 1.5 | 1 | 0.860656 | 0.508861 | 1 | 0 | wicked-garden | 0 |
wicked-garden/scripts\smaht\adapters\startah_adapter.py | 49 | 35 | 0.020408 | 0.204082 | 2.5 | 3 | 73.185377 | 2.377444 | 2 | 16.5 | 2 | 0 | 2 | 3.5 | 1 | 1 | 0.281013 | 3 | 5 | wicked-garden | 1 |
wicked-garden/scripts\smaht\adapters\__init__.py | 83 | 50 | 0.180723 | 0.204819 | 1.25 | 2 | 80.887964 | 21.671329 | 4 | 12 | 2 | 0 | 9 | 1.5 | 1 | 1.131148 | 0.270886 | 1 | 2 | wicked-garden | 0 |
wicked-garden/scripts\smaht\v2\adapter_registry.py | 139 | 65 | 0.323741 | 0.194245 | 3 | 7 | 72.509375 | 886.956983 | 6 | 21.666667 | 4 | 0 | 5 | 1.5 | 1 | 0.868852 | 0.356962 | 1 | 0 | wicked-garden | 0 |
wicked-garden/scripts\smaht\v2\budget_enforcer.py | 166 | 88 | 0.373494 | 0.174699 | 5 | 10 | 65.235975 | 2,295.346857 | 6 | 40.333333 | 5 | 0 | 1 | 2.5 | 1 | 0.868852 | 0.536709 | 2 | 2 | wicked-garden | 1 |
wicked-garden/scripts\smaht\v2\context_pressure.py | 153 | 100 | 0.156863 | 0.150327 | 1.928571 | 4 | 60.960453 | 1,274.112272 | 14 | 14.785714 | 4 | 0 | 5 | 1 | 1 | 1.122951 | 0.397468 | 1 | 1 | wicked-garden | 0 |
wicked-garden/scripts\smaht\v2\fact_extractor.py | 236 | 154 | 0.127119 | 0.194915 | 3.357143 | 6 | 53.965221 | 1,741.240482 | 14 | 18.857143 | 6 | 0 | 7 | 2.5 | 1 | 1.122951 | 0.622785 | 4 | 1 | wicked-garden | 1 |
wicked-garden/scripts\smaht\v2\fast_path.py | 304 | 197 | 0.157895 | 0.180921 | 7.555556 | 17 | 48.699742 | 3,249.669577 | 9 | 52.444444 | 6 | 0 | 12 | 5 | 1 | 0.868852 | 1.437975 | 4 | 4 | wicked-garden | 1 |
wicked-garden/scripts\smaht\v2\history_condenser.py | 683 | 471 | 0.140556 | 0.144949 | 5.966667 | 15 | 20.321533 | 14,559.077023 | 30 | 39.3 | 6 | 0 | 15 | 2.5 | 1 | 1.122951 | 1.8 | 4 | 1 | wicked-garden | 1 |
wicked-garden/scripts\smaht\v2\lane_tracker.py | 296 | 208 | 0.087838 | 0.168919 | 5.055556 | 12 | 37.358464 | 5,026.316432 | 18 | 27.222222 | 6 | 0 | 9 | 2.5 | 1 | 1.122951 | 0.774684 | 4 | 1 | wicked-garden | 1 |
wicked-garden/scripts\smaht\v2\memory_promoter.py | 230 | 148 | 0.165217 | 0.169565 | 3.3 | 8 | 57.57339 | 1,589.65803 | 10 | 27.4 | 4 | 0 | 9 | 1.5 | 1 | 0.868852 | 0.627848 | 1 | 1 | wicked-garden | 0 |
wicked-garden/scripts\smaht\v2\orchestrator.py | 289 | 201 | 0.134948 | 0.152249 | 3.8 | 8 | 50.769264 | 1,819.797644 | 10 | 42.8 | 6 | 0 | 13 | 4 | 1 | 1.106557 | 1.060759 | 6 | 2 | wicked-garden | 1 |
wicked-garden/scripts\smaht\v2\router.py | 442 | 279 | 0.205882 | 0.151584 | 3.782609 | 11 | 43.717674 | 9,575.879862 | 23 | 23.608696 | 5 | 0 | 6 | 2.5 | 1 | 1.122951 | 1.16962 | 4 | 2 | wicked-garden | 1 |
wicked-garden/scripts\smaht\v2\slow_path.py | 241 | 159 | 0.153527 | 0.178423 | 6 | 21 | 58.574185 | 719.652589 | 7 | 47.714286 | 5 | 0 | 10 | 4 | 1 | 0.868852 | 1.293671 | 3 | 4 | wicked-garden | 1 |
wicked-garden/scripts\smaht\v2\__init__.py | 19 | 1 | 0 | 0.157895 | 0 | 0 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 1 | 1.188525 | 0.048101 | 0 | 1 | wicked-garden | 0 |
wicked-garden/scripts\platform\observability\assert_contracts.py | 433 | 272 | 0.163972 | 0.207852 | 8 | 18 | 44.099432 | 9,436.257142 | 9 | 36.555556 | 4 | 0 | 8 | 0.5 | 1 | 1 | 1.096203 | 1 | 1 | wicked-garden | 0 |
End of preview.
TechDebt ML Dataset
Features extracted from 22 public Python repositories, used to train a Random Forest classifier that predicts technical debt risk per file. Companion dataset to the TechDebt ML project.
Content
Each row is one Python file. Columns include:
- Code-quality metrics (via Radon):
loc,sloc,comment_ratio,blank_ratio,cyclomatic_complexity,max_complexity,maintainability_index,halstead_effort,num_functions,avg_function_len - Structural metrics (via Python's
ast):dependency_count,max_nesting_depth,is_tested - Git activity (normalized relative to each file's own repo — see Preprocessing below):
commit_count,author_count,churn_rate,days_since_change - Metadata:
file name,repo label: 1 if the file had 2+ bug-fix commits in its git history, 0 otherwisebug_fix_commits,refactor_commits: kept for reference only — do not use these as model features, they were excluded from training due to label leakage (see below)
2,503 rows total. Label balance: 62% (0) / 38% (1).
Preprocessing applied
Git-activity features (commit_count, author_count, churn_rate, days_since_change)
were normalized relative to each file's own repository (divided by that repo's median),
since their absolute values are not comparable across repos with different overall
activity levels.
Three columns were additionally clipped at the 99th percentile to control extreme outliers:
max_complexity: clipped at 42.98churn_rate: clipped at 27.05commit_count: clipped at 20.97
Known limitations
This dataset inherits every limitation already documented in the source project:
- Label leakage (resolved): an early version leaked the label into the features via
bug_fix_commits/refactor_commits. Details - No temporal split: features and label are both computed from a file's entire git history, without a strict past-predicts-future split. Details
- Git-activity bias (partially mitigated): earlier model versions over-relied on commit and author counts rather than actual code complexity. Relative normalization improved this substantially but did not fully resolve it. Details
- Small-sample repos: three of the 22 source repos have very few files (
flow: 2,Discord-OTP-Forcer: 11,ibet-Network: 12). Per-repo medians used for git-activity normalization are less reliable for these repos. They were kept rather than excluded, given the small number of files affected. - Median computed pre-split: per-repo medians for normalization were computed over the full dataset (train + test combined) rather than fit only on the training partition. Likely low impact, but a known methodological gap.
Source repositories
See source_repos.csv for the full list of the 22 public GitHub
repositories this dataset was derived from, with their URLs. Only aggregate numeric metrics
are included here — no source code, commit messages, or author names are redistributed.
License
The derived metrics in this dataset are released under CC-BY 4.0. The original source code of each repository remains under its own respective license.
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