= CohortSelector(base_path='examples/') cs
Cohort selector
Select participants based on any field.
CohortSelector
CohortSelector (base_path:str='/home/ec2-user/studies/hpp/', cohort:str=None, errors:str='raise', **kwargs)
Class for selecting a subset of a cohort’s data based on a query.
Args:
base_path (str, optional): Base path of the datasets. Defaults to DATASETS_PATH.
cohort (str, optional): Name of the cohort. Defaults to COHORT.
errors (str, optional): Error action. Defaults to ERROR_ACTION.
**kwargs: Additional keyword arguments.
Attributes:
cohort (str): Name of the cohort.
base_path (str): Base path of the datasets.
errors (str): Error action.
kwargs: Additional keyword arguments.
ml (MetaLoader): MetaLoader object for loading metadata and data.
'15 < ahi < 20 & total_sleep_time > 12000') cs.select(
ahi | total_sleep_time | ||||
---|---|---|---|---|---|
participant_id | cohort | research_stage | array_index | ||
9 | 10k | 02_00_visit | 2 | 18.39 | 23748.0 |
15 | 10k | 00_00_visit | 0 | 19.54 | 19230.0 |
30 | 10k | 00_00_visit | 0 | 18.52 | 25111.0 |
42 | 10k | 00_00_visit | 1 | 17.84 | 24966.0 |
49 | 10k | 02_00_visit | 0 | 17.58 | 21980.0 |
... | ... | ... | ... | ... | ... |
902 | 10k | 02_00_visit | 2 | 19.78 | 24162.0 |
914 | 10k | 02_00_visit | 2 | 17.54 | 26479.0 |
936 | 10k | 00_00_visit | 1 | 17.43 | 20865.0 |
941 | 10k | 00_00_visit | 0 | 17.82 | 17606.0 |
965 | 10k | 00_00_visit | 2 | 15.38 | 24390.0 |
78 rows × 2 columns