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JayF14
/
chb-mit-preprocessed-eeg

Tags:
medical
eeg
seizure-detection
physionet
chb-mit
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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 124 new columns ({'--2_Delta_power', '--0_Theta_relpow', '--3_zero_crossings', '__2_Theta_relpow', '__3_Delta_relpow', '--2_Delta_relpow', '--0_Gamma_power', '--1_Alpha_relpow', '--1_wt_D4_energy', '--2_Theta_power', '--3_Delta_power', '__3_theta_alpha_ratio', '--0_wt_D2_energy', '--2_Alpha_relpow', '--0_Beta_relpow', '--2_rms', '__3_Alpha_relpow', '__1_Beta_relpow', '--3_sample_entropy', '--0_wt_A5_energy', '__2_theta_alpha_ratio', '--1_Gamma_relpow', '--2_zero_crossings', '--1_Beta_power', '--1_wt_D2_energy', '--3_Beta_relpow', '__1_Alpha_relpow', '__3_Theta_relpow', '__0_beta_alpha_ratio', '--0_Alpha_power', '__0_Delta_relpow', '--0_wt_D3_energy', '--2_Gamma_relpow', '__2_Alpha_relpow', '--3_hjorth_mobility', '--2_wt_A5_energy', '--1_Alpha_power', '--2_wt_D3_energy', '--2_sample_entropy', '--2_hjorth_activity', '__3_slow_fast_ratio', '__3_Gamma_relpow', '__0_Alpha_relpow', '__1_Delta_relpow', '__3_beta_alpha_ratio', '__0_theta_alpha_ratio', '--1_wt_A5_energy', '--2_wt_D2_energy', '--2_Gamma_power', '--1_zero_crossings', '--2_wt_D5_energy', '--3_wt_A5_energy', '__0_slow_fast_ratio', '--3_wt_D5_energy', '__1_slow_fast_ratio', '__0_Beta_relpow', '--3_wt_D4_energy', '--2_Beta_power', '--1_wt_D5_energy', '--1_hjorth_mobility', '--1_Beta_relpow', '--2_hjorth_mobility', '--2_higuchi_fd', '--3_Gamma_relpow', '__3_Beta_relpow', '--3_wt_D2_energy', '__0_Gamma_relpow', '--1_higuchi_fd', '--0_zero_crossings', '--1_Theta_power', '--1_Delta_power', '--0_wt_D5_energy', '--3_wt_D1_energy', '--3_Gamma_power', '--1_Delta_relpow', '__2_beta_alpha_ratio', '--0_Gamma_relpow', '--3_Alpha_power', '--2_Theta_relpow', '--1_Theta_relpow', '--3_Beta_power', '--1_hjorth_activity', '--3_Theta_relpow', '--3_rms', '--0_Theta_power', '--0_Delta_power', '__2_slow_fast_ratio', '--2_Alpha_power', '--2_Beta_relpow', '--0_hjorth_mobility', '--1_rms', '--0_wt_D1_energy', '--3_higuchi_fd', '--1_sample_entropy', '--2_wt_D4_energy', '__2_Gamma_relpow', '--0_Alpha_relpow', '--0_wt_D4_energy', '__1_Gamma_relpow', '--0_higuchi_fd', '--3_Theta_power', '__2_Delta_relpow', '--0_hjorth_activity', '__0_Theta_relpow', '__1_Theta_relpow', '--3_Alpha_relpow', '--2_wt_D1_energy', '__2_Beta_relpow', '--0_rms', '__1_theta_alpha_ratio', '--3_hjorth_activity', '--1_wt_D3_energy', '--1_Gamma_power', '--1_wt_D1_energy', '--3_Delta_relpow', '--1_hjorth_complexity', '--3_wt_D3_energy', '--3_hjorth_complexity', '--0_hjorth_complexity', '--0_Delta_relpow', '--0_Beta_power', '__1_beta_alpha_ratio', '--0_sample_entropy', '--2_hjorth_complexity'})

This happened while the csv dataset builder was generating data using

hf://datasets/JayF14/chb-mit-preprocessed-eeg/chb11_labeled_features.csv (at revision e5e54d35b6e835f4b244529eecd6b779264f473f), ['hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb01_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb02_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb03_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb04_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb05_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb06_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb07_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb08_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb09_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb10_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb11_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb12_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb13_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb14_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb15_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb16_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb17_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb18_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb19_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb20_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb21_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb22_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb23_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb24_labeled_features.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 1848, 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 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              epoch_id: int64
              window_start: double
              window_end: double
              file_source: string
              target_label: int64
              FP1-F7_Delta_power: double
              FP1-F7_Delta_relpow: double
              FP1-F7_Theta_power: double
              FP1-F7_Theta_relpow: double
              FP1-F7_Alpha_power: double
              FP1-F7_Alpha_relpow: double
              FP1-F7_Beta_power: double
              FP1-F7_Beta_relpow: double
              FP1-F7_Gamma_power: double
              FP1-F7_Gamma_relpow: double
              FP1-F7_hjorth_activity: double
              FP1-F7_hjorth_mobility: double
              FP1-F7_hjorth_complexity: double
              FP1-F7_rms: double
              FP1-F7_zero_crossings: int64
              FP1-F7_wt_A5_energy: double
              FP1-F7_wt_D5_energy: double
              FP1-F7_wt_D4_energy: double
              FP1-F7_wt_D3_energy: double
              FP1-F7_wt_D2_energy: double
              FP1-F7_wt_D1_energy: double
              FP1-F7_sample_entropy: double
              FP1-F7_higuchi_fd: double
              F7-T7_Delta_power: double
              F7-T7_Delta_relpow: double
              F7-T7_Theta_power: double
              F7-T7_Theta_relpow: double
              F7-T7_Alpha_power: double
              F7-T7_Alpha_relpow: double
              F7-T7_Beta_power: double
              F7-T7_Beta_relpow: double
              F7-T7_Gamma_power: double
              F7-T7_Gamma_relpow: double
              F7-T7_hjorth_activity: double
              F7-T7_hjorth_mobility: double
              F7-T7_hjorth_complexity: double
              F7-T7_rms: double
              F7-T7_zero_crossings: int64
              F7-T7_wt_A5_energy: double
              F7-T7_wt_D5_energy: double
              F7-T7_wt_D4_energy: double
              F7-T7_wt_D3_energy: double
              F7-T7_wt_D2_energy: double
              F7-T7_wt_D1_energy: double
              F7-T7_sample_entropy: double
              F7-T7_higuchi_fd: double
              T7-P7_Delta_power: double
              T7-P7_Delta_relpow: double
              T7-P7_Theta_power: double
              T7-P7_Theta_relpow: double
              T7-P7_Alpha_power: double
              T7-P7_Alpha_rel
              ...
              uble
              P8-O2_Beta_power: double
              P8-O2_Beta_relpow: double
              P8-O2_Gamma_power: double
              P8-O2_Gamma_relpow: double
              P8-O2_hjorth_activity: double
              P8-O2_hjorth_mobility: double
              P8-O2_hjorth_complexity: double
              P8-O2_rms: double
              P8-O2_zero_crossings: double
              P8-O2_wt_A5_energy: double
              P8-O2_wt_D5_energy: double
              P8-O2_wt_D4_energy: double
              P8-O2_wt_D3_energy: double
              P8-O2_wt_D2_energy: double
              P8-O2_wt_D1_energy: double
              P8-O2_sample_entropy: double
              P8-O2_higuchi_fd: double
              FP2_F8_Delta_relpow: double
              FP2_F8_Theta_relpow: double
              FP2_F8_Alpha_relpow: double
              FP2_F8_Beta_relpow: double
              FP2_F8_Gamma_relpow: double
              FP2_F8_theta_alpha_ratio: double
              FP2_F8_slow_fast_ratio: double
              FP2_F8_beta_alpha_ratio: double
              F8_T8_Delta_relpow: double
              F8_T8_Theta_relpow: double
              F8_T8_Alpha_relpow: double
              F8_T8_Beta_relpow: double
              F8_T8_Gamma_relpow: double
              F8_T8_theta_alpha_ratio: double
              F8_T8_slow_fast_ratio: double
              F8_T8_beta_alpha_ratio: double
              T8_P8_0_Delta_relpow: double
              T8_P8_0_Theta_relpow: double
              T8_P8_0_Alpha_relpow: double
              T8_P8_0_Beta_relpow: double
              T8_P8_0_Gamma_relpow: double
              T8_P8_0_theta_alpha_ratio: double
              T8_P8_0_slow_fast_ratio: double
              T8_P8_0_beta_alpha_ratio: double
              P8_O2_Delta_relpow: double
              P8_O2_Theta_relpow: double
              P8_O2_Alpha_relpow: double
              P8_O2_Beta_relpow: double
              P8_O2_Gamma_relpow: double
              P8_O2_theta_alpha_ratio: double
              P8_O2_slow_fast_ratio: double
              P8_O2_beta_alpha_ratio: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 99097
              to
              {'epoch_id': Value('int64'), 'window_start': Value('float64'), 'window_end': Value('float64'), 'file_source': Value('string'), 'target_label': Value('int64'), 'FP1-F7_Delta_power': Value('float64'), 'FP1-F7_Delta_relpow': Value('float64'), 'FP1-F7_Theta_power': Value('float64'), 'FP1-F7_Theta_relpow': Value('float64'), 'FP1-F7_Alpha_power': Value('float64'), 'FP1-F7_Alpha_relpow': Value('float64'), 'FP1-F7_Beta_power': Value('float64'), 'FP1-F7_Beta_relpow': Value('float64'), 'FP1-F7_Gamma_power': Value('float64'), 'FP1-F7_Gamma_relpow': Value('float64'), 'FP1-F7_hjorth_activity': Value('float64'), 'FP1-F7_hjorth_mobility': Value('float64'), 'FP1-F7_hjorth_complexity': Value('float64'), 'FP1-F7_rms': Value('float64'), 'FP1-F7_zero_crossings': Value('int64'), 'FP1-F7_wt_A5_energy': Value('float64'), 'FP1-F7_wt_D5_energy': Value('float64'), 'FP1-F7_wt_D4_energy': Value('float64'), 'FP1-F7_wt_D3_energy': Value('float64'), 'FP1-F7_wt_D2_energy': Value('float64'), 'FP1-F7_wt_D1_energy': Value('float64'), 'FP1-F7_sample_entropy': Value('float64'), 'FP1-F7_higuchi_fd': Value('float64'), 'F7-T7_Delta_power': Value('float64'), 'F7-T7_Delta_relpow': Value('float64'), 'F7-T7_Theta_power': Value('float64'), 'F7-T7_Theta_relpow': Value('float64'), 'F7-T7_Alpha_power': Value('float64'), 'F7-T7_Alpha_relpow': Value('float64'), 'F7-T7_Beta_power': Value('float64'), 'F7-T7_Beta_relpow': Value('float64'), 'F7-T7_Gamma_power': Value('float64'), 'F7-T7_Gamma_relpow': Value('float64'), 'F7-T7_hjo
              ...
              a_relpow': Value('float64'), 'F8_T8_theta_alpha_ratio': Value('float64'), 'F8_T8_slow_fast_ratio': Value('float64'), 'F8_T8_beta_alpha_ratio': Value('float64'), 'T8_P8_0_Delta_relpow': Value('float64'), 'T8_P8_0_Theta_relpow': Value('float64'), 'T8_P8_0_Alpha_relpow': Value('float64'), 'T8_P8_0_Beta_relpow': Value('float64'), 'T8_P8_0_Gamma_relpow': Value('float64'), 'T8_P8_0_theta_alpha_ratio': Value('float64'), 'T8_P8_0_slow_fast_ratio': Value('float64'), 'T8_P8_0_beta_alpha_ratio': Value('float64'), 'P8_O2_Delta_relpow': Value('float64'), 'P8_O2_Theta_relpow': Value('float64'), 'P8_O2_Alpha_relpow': Value('float64'), 'P8_O2_Beta_relpow': Value('float64'), 'P8_O2_Gamma_relpow': Value('float64'), 'P8_O2_theta_alpha_ratio': Value('float64'), 'P8_O2_slow_fast_ratio': Value('float64'), 'P8_O2_beta_alpha_ratio': Value('float64'), 'FZ_CZ_Delta_relpow': Value('float64'), 'FZ_CZ_Theta_relpow': Value('float64'), 'FZ_CZ_Alpha_relpow': Value('float64'), 'FZ_CZ_Beta_relpow': Value('float64'), 'FZ_CZ_Gamma_relpow': Value('float64'), 'FZ_CZ_theta_alpha_ratio': Value('float64'), 'FZ_CZ_slow_fast_ratio': Value('float64'), 'FZ_CZ_beta_alpha_ratio': Value('float64'), 'CZ_PZ_Delta_relpow': Value('float64'), 'CZ_PZ_Theta_relpow': Value('float64'), 'CZ_PZ_Alpha_relpow': Value('float64'), 'CZ_PZ_Beta_relpow': Value('float64'), 'CZ_PZ_Gamma_relpow': Value('float64'), 'CZ_PZ_theta_alpha_ratio': Value('float64'), 'CZ_PZ_slow_fast_ratio': Value('float64'), 'CZ_PZ_beta_alpha_ratio': 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 1694, 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 1850, 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 124 new columns ({'--2_Delta_power', '--0_Theta_relpow', '--3_zero_crossings', '__2_Theta_relpow', '__3_Delta_relpow', '--2_Delta_relpow', '--0_Gamma_power', '--1_Alpha_relpow', '--1_wt_D4_energy', '--2_Theta_power', '--3_Delta_power', '__3_theta_alpha_ratio', '--0_wt_D2_energy', '--2_Alpha_relpow', '--0_Beta_relpow', '--2_rms', '__3_Alpha_relpow', '__1_Beta_relpow', '--3_sample_entropy', '--0_wt_A5_energy', '__2_theta_alpha_ratio', '--1_Gamma_relpow', '--2_zero_crossings', '--1_Beta_power', '--1_wt_D2_energy', '--3_Beta_relpow', '__1_Alpha_relpow', '__3_Theta_relpow', '__0_beta_alpha_ratio', '--0_Alpha_power', '__0_Delta_relpow', '--0_wt_D3_energy', '--2_Gamma_relpow', '__2_Alpha_relpow', '--3_hjorth_mobility', '--2_wt_A5_energy', '--1_Alpha_power', '--2_wt_D3_energy', '--2_sample_entropy', '--2_hjorth_activity', '__3_slow_fast_ratio', '__3_Gamma_relpow', '__0_Alpha_relpow', '__1_Delta_relpow', '__3_beta_alpha_ratio', '__0_theta_alpha_ratio', '--1_wt_A5_energy', '--2_wt_D2_energy', '--2_Gamma_power', '--1_zero_crossings', '--2_wt_D5_energy', '--3_wt_A5_energy', '__0_slow_fast_ratio', '--3_wt_D5_energy', '__1_slow_fast_ratio', '__0_Beta_relpow', '--3_wt_D4_energy', '--2_Beta_power', '--1_wt_D5_energy', '--1_hjorth_mobility', '--1_Beta_relpow', '--2_hjorth_mobility', '--2_higuchi_fd', '--3_Gamma_relpow', '__3_Beta_relpow', '--3_wt_D2_energy', '__0_Gamma_relpow', '--1_higuchi_fd', '--0_zero_crossings', '--1_Theta_power', '--1_Delta_power', '--0_wt_D5_energy', '--3_wt_D1_energy', '--3_Gamma_power', '--1_Delta_relpow', '__2_beta_alpha_ratio', '--0_Gamma_relpow', '--3_Alpha_power', '--2_Theta_relpow', '--1_Theta_relpow', '--3_Beta_power', '--1_hjorth_activity', '--3_Theta_relpow', '--3_rms', '--0_Theta_power', '--0_Delta_power', '__2_slow_fast_ratio', '--2_Alpha_power', '--2_Beta_relpow', '--0_hjorth_mobility', '--1_rms', '--0_wt_D1_energy', '--3_higuchi_fd', '--1_sample_entropy', '--2_wt_D4_energy', '__2_Gamma_relpow', '--0_Alpha_relpow', '--0_wt_D4_energy', '__1_Gamma_relpow', '--0_higuchi_fd', '--3_Theta_power', '__2_Delta_relpow', '--0_hjorth_activity', '__0_Theta_relpow', '__1_Theta_relpow', '--3_Alpha_relpow', '--2_wt_D1_energy', '__2_Beta_relpow', '--0_rms', '__1_theta_alpha_ratio', '--3_hjorth_activity', '--1_wt_D3_energy', '--1_Gamma_power', '--1_wt_D1_energy', '--3_Delta_relpow', '--1_hjorth_complexity', '--3_wt_D3_energy', '--3_hjorth_complexity', '--0_hjorth_complexity', '--0_Delta_relpow', '--0_Beta_power', '__1_beta_alpha_ratio', '--0_sample_entropy', '--2_hjorth_complexity'})
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/JayF14/chb-mit-preprocessed-eeg/chb11_labeled_features.csv (at revision e5e54d35b6e835f4b244529eecd6b779264f473f), ['hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb01_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb02_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb03_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb04_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb05_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb06_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb07_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb08_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb09_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb10_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb11_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb12_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb13_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb14_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb15_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb16_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb17_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb18_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb19_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb20_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb21_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb22_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb23_labeled_features.csv', 'hf://datasets/JayF14/chb-mit-preprocessed-eeg@e5e54d35b6e835f4b244529eecd6b779264f473f/chb24_labeled_features.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.

epoch_id
int64
window_start
float64
window_end
float64
file_source
string
target_label
int64
FP1-F7_Delta_power
float64
FP1-F7_Delta_relpow
float64
FP1-F7_Theta_power
float64
FP1-F7_Theta_relpow
float64
FP1-F7_Alpha_power
float64
FP1-F7_Alpha_relpow
float64
FP1-F7_Beta_power
float64
FP1-F7_Beta_relpow
float64
FP1-F7_Gamma_power
float64
FP1-F7_Gamma_relpow
float64
FP1-F7_hjorth_activity
float64
FP1-F7_hjorth_mobility
float64
FP1-F7_hjorth_complexity
float64
FP1-F7_rms
float64
FP1-F7_zero_crossings
int64
FP1-F7_wt_A5_energy
float64
FP1-F7_wt_D5_energy
float64
FP1-F7_wt_D4_energy
float64
FP1-F7_wt_D3_energy
float64
FP1-F7_wt_D2_energy
float64
FP1-F7_wt_D1_energy
float64
FP1-F7_sample_entropy
float64
FP1-F7_higuchi_fd
float64
F7-T7_Delta_power
float64
F7-T7_Delta_relpow
float64
F7-T7_Theta_power
float64
F7-T7_Theta_relpow
float64
F7-T7_Alpha_power
float64
F7-T7_Alpha_relpow
float64
F7-T7_Beta_power
float64
F7-T7_Beta_relpow
float64
F7-T7_Gamma_power
float64
F7-T7_Gamma_relpow
float64
F7-T7_hjorth_activity
float64
F7-T7_hjorth_mobility
float64
F7-T7_hjorth_complexity
float64
F7-T7_rms
float64
F7-T7_zero_crossings
int64
F7-T7_wt_A5_energy
float64
F7-T7_wt_D5_energy
float64
F7-T7_wt_D4_energy
float64
F7-T7_wt_D3_energy
float64
F7-T7_wt_D2_energy
float64
F7-T7_wt_D1_energy
float64
F7-T7_sample_entropy
float64
F7-T7_higuchi_fd
float64
T7-P7_Delta_power
float64
T7-P7_Delta_relpow
float64
T7-P7_Theta_power
float64
T7-P7_Theta_relpow
float64
T7-P7_Alpha_power
float64
T7-P7_Alpha_relpow
float64
T7-P7_Beta_power
float64
T7-P7_Beta_relpow
float64
T7-P7_Gamma_power
float64
T7-P7_Gamma_relpow
float64
T7-P7_hjorth_activity
float64
T7-P7_hjorth_mobility
float64
T7-P7_hjorth_complexity
float64
T7-P7_rms
float64
T7-P7_zero_crossings
int64
T7-P7_wt_A5_energy
float64
T7-P7_wt_D5_energy
float64
T7-P7_wt_D4_energy
float64
T7-P7_wt_D3_energy
float64
T7-P7_wt_D2_energy
float64
T7-P7_wt_D1_energy
float64
T7-P7_sample_entropy
float64
T7-P7_higuchi_fd
float64
P7-O1_Delta_power
float64
P7-O1_Delta_relpow
float64
P7-O1_Theta_power
float64
P7-O1_Theta_relpow
float64
P7-O1_Alpha_power
float64
P7-O1_Alpha_relpow
float64
P7-O1_Beta_power
float64
P7-O1_Beta_relpow
float64
P7-O1_Gamma_power
float64
P7-O1_Gamma_relpow
float64
P7-O1_hjorth_activity
float64
P7-O1_hjorth_mobility
float64
P7-O1_hjorth_complexity
float64
P7-O1_rms
float64
P7-O1_zero_crossings
int64
P7-O1_wt_A5_energy
float64
P7-O1_wt_D5_energy
float64
P7-O1_wt_D4_energy
float64
P7-O1_wt_D3_energy
float64
P7-O1_wt_D2_energy
float64
P7-O1_wt_D1_energy
float64
P7-O1_sample_entropy
float64
P7-O1_higuchi_fd
float64
FP1-F3_Delta_power
float64
FP1-F3_Delta_relpow
float64
FP1-F3_Theta_power
float64
FP1-F3_Theta_relpow
float64
FP1-F3_Alpha_power
float64
FP1-F3_Alpha_relpow
float64
FP1-F3_Beta_power
float64
FP1-F3_Beta_relpow
float64
FP1-F3_Gamma_power
float64
FP1-F3_Gamma_relpow
float64
FP1-F3_hjorth_activity
float64
FP1-F3_hjorth_mobility
float64
FP1-F3_hjorth_complexity
float64
FP1-F3_rms
float64
FP1-F3_zero_crossings
int64
FP1-F3_wt_A5_energy
float64
FP1-F3_wt_D5_energy
float64
FP1-F3_wt_D4_energy
float64
FP1-F3_wt_D3_energy
float64
FP1-F3_wt_D2_energy
float64
FP1-F3_wt_D1_energy
float64
FP1-F3_sample_entropy
float64
FP1-F3_higuchi_fd
float64
F3-C3_Delta_power
float64
F3-C3_Delta_relpow
float64
F3-C3_Theta_power
float64
F3-C3_Theta_relpow
float64
F3-C3_Alpha_power
float64
F3-C3_Alpha_relpow
float64
F3-C3_Beta_power
float64
F3-C3_Beta_relpow
float64
F3-C3_Gamma_power
float64
F3-C3_Gamma_relpow
float64
F3-C3_hjorth_activity
float64
F3-C3_hjorth_mobility
float64
F3-C3_hjorth_complexity
float64
F3-C3_rms
float64
F3-C3_zero_crossings
int64
F3-C3_wt_A5_energy
float64
F3-C3_wt_D5_energy
float64
F3-C3_wt_D4_energy
float64
F3-C3_wt_D3_energy
float64
F3-C3_wt_D2_energy
float64
F3-C3_wt_D1_energy
float64
F3-C3_sample_entropy
float64
F3-C3_higuchi_fd
float64
C3-P3_Delta_power
float64
C3-P3_Delta_relpow
float64
C3-P3_Theta_power
float64
C3-P3_Theta_relpow
float64
C3-P3_Alpha_power
float64
C3-P3_Alpha_relpow
float64
C3-P3_Beta_power
float64
C3-P3_Beta_relpow
float64
C3-P3_Gamma_power
float64
C3-P3_Gamma_relpow
float64
C3-P3_hjorth_activity
float64
C3-P3_hjorth_mobility
float64
C3-P3_hjorth_complexity
float64
C3-P3_rms
float64
C3-P3_zero_crossings
int64
C3-P3_wt_A5_energy
float64
C3-P3_wt_D5_energy
float64
C3-P3_wt_D4_energy
float64
C3-P3_wt_D3_energy
float64
C3-P3_wt_D2_energy
float64
C3-P3_wt_D1_energy
float64
C3-P3_sample_entropy
float64
C3-P3_higuchi_fd
float64
P3-O1_Delta_power
float64
P3-O1_Delta_relpow
float64
P3-O1_Theta_power
float64
P3-O1_Theta_relpow
float64
P3-O1_Alpha_power
float64
P3-O1_Alpha_relpow
float64
P3-O1_Beta_power
float64
P3-O1_Beta_relpow
float64
P3-O1_Gamma_power
float64
P3-O1_Gamma_relpow
float64
P3-O1_hjorth_activity
float64
P3-O1_hjorth_mobility
float64
P3-O1_hjorth_complexity
float64
P3-O1_rms
float64
P3-O1_zero_crossings
int64
P3-O1_wt_A5_energy
float64
P3-O1_wt_D5_energy
float64
P3-O1_wt_D4_energy
float64
P3-O1_wt_D3_energy
float64
P3-O1_wt_D2_energy
float64
P3-O1_wt_D1_energy
float64
P3-O1_sample_entropy
float64
P3-O1_higuchi_fd
float64
FP2-F4_Delta_power
float64
FP2-F4_Delta_relpow
float64
FP2-F4_Theta_power
float64
FP2-F4_Theta_relpow
float64
FP2-F4_Alpha_power
float64
FP2-F4_Alpha_relpow
float64
FP2-F4_Beta_power
float64
FP2-F4_Beta_relpow
float64
FP2-F4_Gamma_power
float64
FP2-F4_Gamma_relpow
float64
FP2-F4_hjorth_activity
float64
FP2-F4_hjorth_mobility
float64
FP2-F4_hjorth_complexity
float64
FP2-F4_rms
float64
FP2-F4_zero_crossings
int64
FP2-F4_wt_A5_energy
float64
FP2-F4_wt_D5_energy
float64
FP2-F4_wt_D4_energy
float64
FP2-F4_wt_D3_energy
float64
FP2-F4_wt_D2_energy
float64
FP2-F4_wt_D1_energy
float64
FP2-F4_sample_entropy
float64
FP2-F4_higuchi_fd
float64
F4-C4_Delta_power
float64
F4-C4_Delta_relpow
float64
F4-C4_Theta_power
float64
F4-C4_Theta_relpow
float64
F4-C4_Alpha_power
float64
F4-C4_Alpha_relpow
float64
F4-C4_Beta_power
float64
F4-C4_Beta_relpow
float64
F4-C4_Gamma_power
float64
F4-C4_Gamma_relpow
float64
F4-C4_hjorth_activity
float64
F4-C4_hjorth_mobility
float64
F4-C4_hjorth_complexity
float64
F4-C4_rms
float64
F4-C4_zero_crossings
int64
F4-C4_wt_A5_energy
float64
F4-C4_wt_D5_energy
float64
F4-C4_wt_D4_energy
float64
F4-C4_wt_D3_energy
float64
F4-C4_wt_D2_energy
float64
F4-C4_wt_D1_energy
float64
F4-C4_sample_entropy
float64
F4-C4_higuchi_fd
float64
C4-P4_Delta_power
float64
C4-P4_Delta_relpow
float64
C4-P4_Theta_power
float64
C4-P4_Theta_relpow
float64
C4-P4_Alpha_power
float64
C4-P4_Alpha_relpow
float64
C4-P4_Beta_power
float64
C4-P4_Beta_relpow
float64
C4-P4_Gamma_power
float64
C4-P4_Gamma_relpow
float64
C4-P4_hjorth_activity
float64
C4-P4_hjorth_mobility
float64
C4-P4_hjorth_complexity
float64
C4-P4_rms
float64
C4-P4_zero_crossings
int64
C4-P4_wt_A5_energy
float64
C4-P4_wt_D5_energy
float64
C4-P4_wt_D4_energy
float64
C4-P4_wt_D3_energy
float64
C4-P4_wt_D2_energy
float64
C4-P4_wt_D1_energy
float64
C4-P4_sample_entropy
float64
C4-P4_higuchi_fd
float64
P4-O2_Delta_power
float64
P4-O2_Delta_relpow
float64
P4-O2_Theta_power
float64
P4-O2_Theta_relpow
float64
P4-O2_Alpha_power
float64
P4-O2_Alpha_relpow
float64
P4-O2_Beta_power
float64
P4-O2_Beta_relpow
float64
P4-O2_Gamma_power
float64
P4-O2_Gamma_relpow
float64
P4-O2_hjorth_activity
float64
P4-O2_hjorth_mobility
float64
P4-O2_hjorth_complexity
float64
P4-O2_rms
float64
P4-O2_zero_crossings
int64
P4-O2_wt_A5_energy
float64
P4-O2_wt_D5_energy
float64
P4-O2_wt_D4_energy
float64
P4-O2_wt_D3_energy
float64
P4-O2_wt_D2_energy
float64
P4-O2_wt_D1_energy
float64
P4-O2_sample_entropy
float64
P4-O2_higuchi_fd
float64
FP2-F8_Delta_power
float64
FP2-F8_Delta_relpow
float64
FP2-F8_Theta_power
float64
FP2-F8_Theta_relpow
float64
FP2-F8_Alpha_power
float64
FP2-F8_Alpha_relpow
float64
FP2-F8_Beta_power
float64
FP2-F8_Beta_relpow
float64
FP2-F8_Gamma_power
float64
FP2-F8_Gamma_relpow
float64
FP2-F8_hjorth_activity
float64
FP2-F8_hjorth_mobility
float64
FP2-F8_hjorth_complexity
float64
FP2-F8_rms
float64
FP2-F8_zero_crossings
int64
FP2-F8_wt_A5_energy
float64
FP2-F8_wt_D5_energy
float64
FP2-F8_wt_D4_energy
float64
FP2-F8_wt_D3_energy
float64
FP2-F8_wt_D2_energy
float64
FP2-F8_wt_D1_energy
float64
FP2-F8_sample_entropy
float64
FP2-F8_higuchi_fd
float64
F8-T8_Delta_power
float64
F8-T8_Delta_relpow
float64
F8-T8_Theta_power
float64
F8-T8_Theta_relpow
float64
F8-T8_Alpha_power
float64
F8-T8_Alpha_relpow
float64
F8-T8_Beta_power
float64
F8-T8_Beta_relpow
float64
F8-T8_Gamma_power
float64
F8-T8_Gamma_relpow
float64
F8-T8_hjorth_activity
float64
F8-T8_hjorth_mobility
float64
F8-T8_hjorth_complexity
float64
F8-T8_rms
float64
F8-T8_zero_crossings
int64
F8-T8_wt_A5_energy
float64
F8-T8_wt_D5_energy
float64
F8-T8_wt_D4_energy
float64
F8-T8_wt_D3_energy
float64
F8-T8_wt_D2_energy
float64
F8-T8_wt_D1_energy
float64
F8-T8_sample_entropy
float64
F8-T8_higuchi_fd
float64
T8-P8-0_Delta_power
float64
T8-P8-0_Delta_relpow
float64
T8-P8-0_Theta_power
float64
T8-P8-0_Theta_relpow
float64
T8-P8-0_Alpha_power
float64
T8-P8-0_Alpha_relpow
float64
T8-P8-0_Beta_power
float64
T8-P8-0_Beta_relpow
float64
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float64
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float64
T8-P8-0_hjorth_activity
float64
T8-P8-0_hjorth_mobility
float64
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float64
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float64
T8-P8-0_zero_crossings
int64
T8-P8-0_wt_A5_energy
float64
T8-P8-0_wt_D5_energy
float64
T8-P8-0_wt_D4_energy
float64
T8-P8-0_wt_D3_energy
float64
T8-P8-0_wt_D2_energy
float64
T8-P8-0_wt_D1_energy
float64
T8-P8-0_sample_entropy
float64
T8-P8-0_higuchi_fd
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P8-O2_Delta_power
float64
P8-O2_Delta_relpow
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P8-O2_Theta_power
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P8-O2_Theta_relpow
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P8-O2_Alpha_power
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P8-O2_Alpha_relpow
float64
P8-O2_Beta_power
float64
P8-O2_Beta_relpow
float64
P8-O2_Gamma_power
float64
P8-O2_Gamma_relpow
float64
P8-O2_hjorth_activity
float64
P8-O2_hjorth_mobility
float64
P8-O2_hjorth_complexity
float64
P8-O2_rms
float64
P8-O2_zero_crossings
int64
P8-O2_wt_A5_energy
float64
P8-O2_wt_D5_energy
float64
P8-O2_wt_D4_energy
float64
P8-O2_wt_D3_energy
float64
P8-O2_wt_D2_energy
float64
P8-O2_wt_D1_energy
float64
P8-O2_sample_entropy
float64
P8-O2_higuchi_fd
float64
FZ-CZ_Delta_power
float64
FZ-CZ_Delta_relpow
float64
FZ-CZ_Theta_power
float64
FZ-CZ_Theta_relpow
float64
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float64
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float64
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float64
FZ-CZ_Beta_relpow
float64
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float64
FZ-CZ_Gamma_relpow
float64
FZ-CZ_hjorth_activity
float64
FZ-CZ_hjorth_mobility
float64
FZ-CZ_hjorth_complexity
float64
FZ-CZ_rms
float64
FZ-CZ_zero_crossings
int64
FZ-CZ_wt_A5_energy
float64
FZ-CZ_wt_D5_energy
float64
FZ-CZ_wt_D4_energy
float64
FZ-CZ_wt_D3_energy
float64
FZ-CZ_wt_D2_energy
float64
FZ-CZ_wt_D1_energy
float64
FZ-CZ_sample_entropy
float64
FZ-CZ_higuchi_fd
float64
CZ-PZ_Delta_power
float64
CZ-PZ_Delta_relpow
float64
CZ-PZ_Theta_power
float64
CZ-PZ_Theta_relpow
float64
CZ-PZ_Alpha_power
float64
CZ-PZ_Alpha_relpow
float64
CZ-PZ_Beta_power
float64
CZ-PZ_Beta_relpow
float64
CZ-PZ_Gamma_power
float64
CZ-PZ_Gamma_relpow
float64
CZ-PZ_hjorth_activity
float64
CZ-PZ_hjorth_mobility
float64
CZ-PZ_hjorth_complexity
float64
CZ-PZ_rms
float64
CZ-PZ_zero_crossings
int64
CZ-PZ_wt_A5_energy
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CZ-PZ_wt_D5_energy
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CZ-PZ_wt_D4_energy
float64
CZ-PZ_wt_D3_energy
float64
CZ-PZ_wt_D2_energy
float64
CZ-PZ_wt_D1_energy
float64
CZ-PZ_sample_entropy
float64
CZ-PZ_higuchi_fd
float64
coh_FP1_F7_T7_P7_delta
float64
coh_FP1_F7_T7_P7_theta
float64
coh_FP1_F7_T7_P7_alpha
float64
coh_FP1_F7_T7_P7_beta
float64
coh_FP2_F8_T8_P8_delta
float64
coh_FP2_F8_T8_P8_theta
float64
coh_FP2_F8_T8_P8_alpha
float64
coh_FP2_F8_T8_P8_beta
float64
coh_T7_P7_P7_O1_delta
float64
coh_T7_P7_P7_O1_theta
float64
coh_T7_P7_P7_O1_alpha
float64
coh_T7_P7_P7_O1_beta
float64
coh_T8_P8_P8_O2_delta
float64
coh_T8_P8_P8_O2_theta
float64
coh_T8_P8_P8_O2_alpha
float64
coh_T8_P8_P8_O2_beta
float64
coh_FP1_F7_F7_T7_delta
float64
coh_FP1_F7_F7_T7_theta
float64
coh_FP1_F7_F7_T7_alpha
float64
coh_FP1_F7_F7_T7_beta
float64
coh_FP2_F8_F8_T8_delta
float64
coh_FP2_F8_F8_T8_theta
float64
coh_FP2_F8_F8_T8_alpha
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coh_FP2_F8_F8_T8_beta
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coh_FP1_F7_FP2_F8_delta
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coh_FP1_F7_FP2_F8_theta
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coh_FP1_F7_FP2_F8_alpha
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coh_FP1_F7_FP2_F8_beta
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coh_T7_P7_T8_P8_delta
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coh_T7_P7_T8_P8_theta
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coh_T7_P7_T8_P8_alpha
float64
coh_T7_P7_T8_P8_beta
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float64
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float64
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FP1_F7_Beta_relpow
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T7_P7_Beta_relpow
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T7_P7_Gamma_relpow
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T7_P7_slow_fast_ratio
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T7_P7_beta_alpha_ratio
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P7_O1_Beta_relpow
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P7_O1_Gamma_relpow
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float64
P7_O1_slow_fast_ratio
float64
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float64
FP1_F3_Theta_relpow
float64
FP1_F3_Alpha_relpow
float64
FP1_F3_Beta_relpow
float64
FP1_F3_Gamma_relpow
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FP1_F3_theta_alpha_ratio
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FP1_F3_slow_fast_ratio
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FP1_F3_beta_alpha_ratio
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F3_C3_Delta_relpow
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F3_C3_Theta_relpow
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F3_C3_Alpha_relpow
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F3_C3_Beta_relpow
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F3_C3_Gamma_relpow
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F3_C3_slow_fast_ratio
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C3_P3_Delta_relpow
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C3_P3_Beta_relpow
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C3_P3_Gamma_relpow
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P3_O1_Delta_relpow
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P3_O1_Beta_relpow
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P3_O1_Gamma_relpow
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FP2_F4_Delta_relpow
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float64
FP2_F4_Alpha_relpow
float64
FP2_F4_Beta_relpow
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FP2_F4_Gamma_relpow
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FP2_F4_slow_fast_ratio
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float64
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F4_C4_Beta_relpow
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float64
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float64
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float64
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float64
P4_O2_Delta_relpow
float64
P4_O2_Theta_relpow
float64
P4_O2_Alpha_relpow
float64
P4_O2_Beta_relpow
float64
P4_O2_Gamma_relpow
float64
P4_O2_theta_alpha_ratio
float64
P4_O2_slow_fast_ratio
float64
P4_O2_beta_alpha_ratio
float64
FP2_F8_Delta_relpow
float64
FP2_F8_Theta_relpow
float64
FP2_F8_Alpha_relpow
float64
FP2_F8_Beta_relpow
float64
FP2_F8_Gamma_relpow
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FP2_F8_theta_alpha_ratio
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FP2_F8_slow_fast_ratio
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FP2_F8_beta_alpha_ratio
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F8_T8_Delta_relpow
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F8_T8_Theta_relpow
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F8_T8_Alpha_relpow
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F8_T8_Beta_relpow
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F8_T8_Gamma_relpow
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F8_T8_theta_alpha_ratio
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F8_T8_slow_fast_ratio
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F8_T8_beta_alpha_ratio
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T8_P8_0_Delta_relpow
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T8_P8_0_Theta_relpow
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T8_P8_0_Alpha_relpow
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T8_P8_0_Beta_relpow
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T8_P8_0_Gamma_relpow
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T8_P8_0_theta_alpha_ratio
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T8_P8_0_slow_fast_ratio
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T8_P8_0_beta_alpha_ratio
float64
P8_O2_Delta_relpow
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P8_O2_Theta_relpow
float64
P8_O2_Alpha_relpow
float64
P8_O2_Beta_relpow
float64
P8_O2_Gamma_relpow
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P8_O2_theta_alpha_ratio
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P8_O2_slow_fast_ratio
float64
P8_O2_beta_alpha_ratio
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FZ_CZ_Delta_relpow
float64
FZ_CZ_Theta_relpow
float64
FZ_CZ_Alpha_relpow
float64
FZ_CZ_Beta_relpow
float64
FZ_CZ_Gamma_relpow
float64
FZ_CZ_theta_alpha_ratio
float64
FZ_CZ_slow_fast_ratio
float64
FZ_CZ_beta_alpha_ratio
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CZ_PZ_Delta_relpow
float64
CZ_PZ_Theta_relpow
float64
CZ_PZ_Alpha_relpow
float64
CZ_PZ_Beta_relpow
float64
CZ_PZ_Gamma_relpow
float64
CZ_PZ_theta_alpha_ratio
float64
CZ_PZ_slow_fast_ratio
float64
CZ_PZ_beta_alpha_ratio
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CHB-MIT Preprocessed EEG Dataset

Dataset Description

This dataset contains preprocessed and labeled features extracted from the CHB-MIT Scalp EEG Database. The original CHB-MIT dataset is a collection of EEG recordings from pediatric subjects with intractable seizures, collected at the Children's Hospital Boston. This processed version has been curated for the Neuro_Pulse project, which focuses on automated seizure detection and prediction using machine learning.

Data Overview

  • Subjects: 24 cases (chb01 to chb24).
  • Format: 24 .csv files corresponding to each subject (e.g., chb01_labeled_features.csv).
  • Content: Each CSV file contains extracted EEG features alongside labels indicating the presence or absence of a seizure for a given time window.

Use Cases

This dataset is intended for:

  • Training and evaluating machine learning models for seizure detection.
  • Time-series classification.
  • Biomedical and physiological signal processing research.

Preprocessing

  • Continuous EEG signals were segmented into time epochs.
  • Relevant features (such as time-domain, frequency-domain, and potentially non-linear features) were extracted for each epoch across multiple channels.
  • Each row represents an epoch and is assigned a target label (e.g., 0 for non-seizure, 1 for seizure) based on the original expert annotations.

Acknowledgements

We acknowledge the creators of the original CHB-MIT Scalp EEG Database and PhysioNet for making the data publicly available.

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