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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 4 new columns ({'all_assets_stress_pct', 'n_bars_aligned', 'any_asset_stress_pct', 'assets_covered'}) and 7 missing columns ({'rv_stress_pct', 'rv_threshold_pct', 'asset', 'cohens_kappa', 'agreement_pct', 'rv_threshold_value', 'hmm_stress_pct'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Goooddy/maic-results/11_external_validation/crisis_validation_crossasset.csv (at revision d2a79e6e4afa4048042fab20be151c90d011d596), ['hf://datasets/Goooddy/maic-results@d2a79e6e4afa4048042fab20be151c90d011d596/11_external_validation/crisis_validation_agreement.csv', 'hf://datasets/Goooddy/maic-results@d2a79e6e4afa4048042fab20be151c90d011d596/11_external_validation/crisis_validation_crossasset.csv', 'hf://datasets/Goooddy/maic-results@d2a79e6e4afa4048042fab20be151c90d011d596/11_external_validation/crisis_validation_silent_events.csv', 'hf://datasets/Goooddy/maic-results@d2a79e6e4afa4048042fab20be151c90d011d596/11_external_validation/crisis_validation_stats.csv', 'hf://datasets/Goooddy/maic-results@d2a79e6e4afa4048042fab20be151c90d011d596/11_external_validation/crisis_validation_summary.csv', 'hf://datasets/Goooddy/maic-results@d2a79e6e4afa4048042fab20be151c90d011d596/11_external_validation/global_hmm_stability.csv', 'hf://datasets/Goooddy/maic-results@d2a79e6e4afa4048042fab20be151c90d011d596/11_external_validation/global_vs_local_kappa.csv', 'hf://datasets/Goooddy/maic-results@d2a79e6e4afa4048042fab20be151c90d011d596/11_external_validation/global_vs_local_summary.csv', 'hf://datasets/Goooddy/maic-results@d2a79e6e4afa4048042fab20be151c90d011d596/11_external_validation/local_hmm_label_audit.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
event: string
assets_covered: string
n_bars_aligned: int64
all_assets_stress_pct: double
any_asset_stress_pct: double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 924
to
{'event': Value('string'), 'asset': Value('string'), 'rv_threshold_pct': Value('int64'), 'rv_threshold_value': Value('float64'), 'agreement_pct': Value('float64'), 'cohens_kappa': Value('float64'), 'hmm_stress_pct': Value('float64'), 'rv_stress_pct': Value('float64')}
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 4 new columns ({'all_assets_stress_pct', 'n_bars_aligned', 'any_asset_stress_pct', 'assets_covered'}) and 7 missing columns ({'rv_stress_pct', 'rv_threshold_pct', 'asset', 'cohens_kappa', 'agreement_pct', 'rv_threshold_value', 'hmm_stress_pct'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Goooddy/maic-results/11_external_validation/crisis_validation_crossasset.csv (at revision d2a79e6e4afa4048042fab20be151c90d011d596), ['hf://datasets/Goooddy/maic-results@d2a79e6e4afa4048042fab20be151c90d011d596/11_external_validation/crisis_validation_agreement.csv', 'hf://datasets/Goooddy/maic-results@d2a79e6e4afa4048042fab20be151c90d011d596/11_external_validation/crisis_validation_crossasset.csv', 'hf://datasets/Goooddy/maic-results@d2a79e6e4afa4048042fab20be151c90d011d596/11_external_validation/crisis_validation_silent_events.csv', 'hf://datasets/Goooddy/maic-results@d2a79e6e4afa4048042fab20be151c90d011d596/11_external_validation/crisis_validation_stats.csv', 'hf://datasets/Goooddy/maic-results@d2a79e6e4afa4048042fab20be151c90d011d596/11_external_validation/crisis_validation_summary.csv', 'hf://datasets/Goooddy/maic-results@d2a79e6e4afa4048042fab20be151c90d011d596/11_external_validation/global_hmm_stability.csv', 'hf://datasets/Goooddy/maic-results@d2a79e6e4afa4048042fab20be151c90d011d596/11_external_validation/global_vs_local_kappa.csv', 'hf://datasets/Goooddy/maic-results@d2a79e6e4afa4048042fab20be151c90d011d596/11_external_validation/global_vs_local_summary.csv', 'hf://datasets/Goooddy/maic-results@d2a79e6e4afa4048042fab20be151c90d011d596/11_external_validation/local_hmm_label_audit.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.
event string | asset string | rv_threshold_pct int64 | rv_threshold_value float64 | agreement_pct float64 | cohens_kappa float64 | hmm_stress_pct float64 | rv_stress_pct float64 |
|---|---|---|---|---|---|---|---|
COVID-19 Crash | BTCUSDT | 95 | 0.006861 | 97.3 | 0.891 | 86.89 | 84.18 |
COVID-19 Crash | ETHUSDT | 95 | 0.008995 | 93.51 | 0.74 | 88.75 | 82.26 |
May 2021 Crash | BTCUSDT | 95 | 0.008006 | 64.21 | 0.219 | 90.9 | 55.11 |
May 2021 Crash | ETHUSDT | 95 | 0.011649 | 49.94 | 0.004 | 99.8 | 49.74 |
May 2021 Crash | SOLUSDT | 95 | 0.027372 | 36.2 | 0.006 | 99.48 | 35.68 |
Terra-Luna Collapse | BTCUSDT | 95 | 0.002106 | 71.88 | 0.479 | 37.19 | 65.31 |
Terra-Luna Collapse | ETHUSDT | 95 | 0.002175 | 86.76 | 0.71 | 59.76 | 72.16 |
Terra-Luna Collapse | SOLUSDT | 95 | 0.003757 | 81.57 | 0.574 | 61.3 | 79.73 |
FTX Bankruptcy | BTCUSDT | 95 | 0.00481 | 93.94 | 0.803 | 83.69 | 78.53 |
FTX Bankruptcy | ETHUSDT | 95 | 0.00192 | 91.68 | 0.778 | 72.7 | 77.67 |
FTX Bankruptcy | SOLUSDT | 95 | 0.006514 | 96.25 | 0.669 | 95.88 | 92.13 |
COVID-19 Crash | null | null | null | null | null | null | null |
May 2021 Crash | null | null | null | null | null | null | null |
Terra-Luna Collapse | null | null | null | null | null | null | null |
FTX Bankruptcy | null | null | null | null | null | null | null |
null | ETHUSDT | null | null | null | null | null | null |
null | ETHUSDT | null | null | null | null | null | null |
null | ETHUSDT | null | null | null | null | null | null |
null | ETHUSDT | null | null | null | null | null | null |
null | ETHUSDT | null | null | null | null | null | null |
null | BTCUSDT | null | null | null | null | null | null |
null | BTCUSDT | null | null | null | null | null | null |
null | SOLUSDT | null | null | null | null | null | null |
null | SOLUSDT | null | null | null | null | null | null |
null | SOLUSDT | null | null | null | null | null | null |
null | SOLUSDT | null | null | null | null | null | null |
null | SOLUSDT | null | null | null | null | null | null |
null | BTCUSDT | null | null | null | null | null | null |
null | BTCUSDT | null | null | null | null | null | null |
null | BTCUSDT | null | null | null | null | null | null |
COVID-19 Crash | BTCUSDT | null | null | null | null | null | null |
COVID-19 Crash | ETHUSDT | null | null | null | null | null | null |
May 2021 Crash | BTCUSDT | null | null | null | null | null | null |
May 2021 Crash | ETHUSDT | null | null | null | null | null | null |
May 2021 Crash | SOLUSDT | null | null | null | null | null | null |
Terra-Luna Collapse | BTCUSDT | null | null | null | null | null | null |
Terra-Luna Collapse | ETHUSDT | null | null | null | null | null | null |
Terra-Luna Collapse | SOLUSDT | null | null | null | null | null | null |
FTX Bankruptcy | BTCUSDT | null | null | null | null | null | null |
FTX Bankruptcy | ETHUSDT | null | null | null | null | null | null |
FTX Bankruptcy | SOLUSDT | null | null | null | null | null | null |
COVID-19 Crash | BTCUSDT | null | null | null | null | null | null |
COVID-19 Crash | BTCUSDT | null | null | null | null | null | null |
COVID-19 Crash | BTCUSDT | null | null | null | null | null | null |
COVID-19 Crash | ETHUSDT | null | null | null | null | null | null |
COVID-19 Crash | ETHUSDT | null | null | null | null | null | null |
COVID-19 Crash | ETHUSDT | null | null | null | null | null | null |
May 2021 Crash | BTCUSDT | null | null | null | null | null | null |
May 2021 Crash | BTCUSDT | null | null | null | null | null | null |
May 2021 Crash | BTCUSDT | null | null | null | null | null | null |
May 2021 Crash | ETHUSDT | null | null | null | null | null | null |
May 2021 Crash | ETHUSDT | null | null | null | null | null | null |
May 2021 Crash | ETHUSDT | null | null | null | null | null | null |
May 2021 Crash | SOLUSDT | null | null | null | null | null | null |
May 2021 Crash | SOLUSDT | null | null | null | null | null | null |
May 2021 Crash | SOLUSDT | null | null | null | null | null | null |
Terra-Luna Collapse | BTCUSDT | null | null | null | null | null | null |
Terra-Luna Collapse | BTCUSDT | null | null | null | null | null | null |
Terra-Luna Collapse | BTCUSDT | null | null | null | null | null | null |
Terra-Luna Collapse | ETHUSDT | null | null | null | null | null | null |
Terra-Luna Collapse | ETHUSDT | null | null | null | null | null | null |
Terra-Luna Collapse | ETHUSDT | null | null | null | null | null | null |
Terra-Luna Collapse | SOLUSDT | null | null | null | null | null | null |
Terra-Luna Collapse | SOLUSDT | null | null | null | null | null | null |
Terra-Luna Collapse | SOLUSDT | null | null | null | null | null | null |
FTX Bankruptcy | BTCUSDT | null | null | null | null | null | null |
FTX Bankruptcy | BTCUSDT | null | null | null | null | null | null |
FTX Bankruptcy | BTCUSDT | null | null | null | null | null | null |
FTX Bankruptcy | ETHUSDT | null | null | null | null | null | null |
FTX Bankruptcy | ETHUSDT | null | null | null | null | null | null |
FTX Bankruptcy | ETHUSDT | null | null | null | null | null | null |
FTX Bankruptcy | SOLUSDT | null | null | null | null | null | null |
FTX Bankruptcy | SOLUSDT | null | null | null | null | null | null |
FTX Bankruptcy | SOLUSDT | null | null | null | null | null | null |
null | BTCUSDT | null | null | null | null | null | null |
null | ETHUSDT | null | null | null | null | null | null |
null | SOLUSDT | null | null | null | null | null | null |
null | BTCUSDT | null | null | 75.23 | 0.069 | 25.92 | null |
null | BTCUSDT | null | null | 74.2 | 0.492 | 25.92 | null |
null | BTCUSDT | null | null | 48.23 | 0.022 | 53 | null |
null | BTCUSDT | null | null | 64.29 | 0.284 | 53 | null |
null | ETHUSDT | null | null | 58.27 | 0.037 | 43.14 | null |
null | ETHUSDT | null | null | 91.42 | 0.829 | 43.14 | null |
null | ETHUSDT | null | null | 51.35 | 0.016 | 49.42 | null |
null | ETHUSDT | null | null | 66.7 | 0.334 | 49.42 | null |
null | SOLUSDT | null | null | 77 | 0.085 | 24.4 | null |
null | SOLUSDT | null | null | 72.68 | 0.463 | 24.4 | null |
null | BTCUSDT | null | null | 93.48 | 0.119 | 6.16 | null |
null | BTCUSDT | null | null | 88.52 | 0.469 | 6.16 | null |
null | BTCUSDT | null | null | 93.66 | 0.123 | 5.98 | null |
null | BTCUSDT | null | null | 82.89 | 0.205 | 5.98 | null |
null | ETHUSDT | null | null | 88.63 | 0.107 | 11.64 | null |
null | ETHUSDT | null | null | 94 | 0.762 | 11.64 | null |
null | ETHUSDT | null | null | 42.85 | 0.003 | 57.55 | null |
null | ETHUSDT | null | null | 47.99 | 0.052 | 57.55 | null |
null | SOLUSDT | null | null | 88.32 | 0.107 | 12 | null |
null | SOLUSDT | null | null | 94.36 | 0.778 | 12 | null |
null | SOLUSDT | null | null | 7.14 | 0.002 | 94.26 | null |
null | SOLUSDT | null | null | 22.98 | 0.021 | 94.26 | null |
null | BTCUSDT | null | null | 87.23 | 0.153 | 13.89 | null |
End of preview.
MAIC — Result Tables, HMM Labels, and Inference Logs
Companion data repository for the MAIC early-warning-system pipeline. Code: https://github.com/Goodie-Goody/maic Models: https://huggingface.co/Goooddy/maic-models
Contents
07_aggregation/— baseline, ablation, and production model results (07a-07c)09_lead_time/— lead-time analysis against HMM onset (09)10_hmm_robustness/— HMM label agreement and XGBoost comparison checks (10)11_external_validation/— global vs. local HMM stability, three-tier crisis validation, Cohen's kappa against external validators (11a-11b)13_baselines_bootstrap/— persistence/majority baselines, lead-time against externally documented crisis timestamps, block bootstrap robustness check (13a-13c)12_inference_logs/— live inference and outcome logs (if present)labels/— global HMM stress labels, per asset per month, 10s resolution
Most of these tables previously existed only on the machine that ran the pipeline. This repo is their canonical public copy.
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