pdstools.explanations.Reports

Classes

Reports

Module Contents

class Reports(explanations: pdstools.explanations.Explanations.Explanations)

Bases: pdstools.utils.namespaces.LazyNamespace

Parameters:

explanations (pdstools.explanations.Explanations.Explanations)

dependencies = ['yaml']
dependency_group = 'explanations'
explanations
report_foldername = 'reports'
report_folderpath
report_output_dir
aggregate_folder
params_file
generate(report_filename: str = 'explanations_report.zip', top_n: int = 20, top_k: int = 20, zip_output: bool = False, *, sort_by: pdstools.explanations.ExplanationsUtils.SortBy = 'contribution_abs', display_by: pdstools.explanations.ExplanationsUtils.DisplayBy = 'contribution')

Generate the explanations report.

Parameters:

  • report_filename (str) – Name of the output report file.

  • top_n (int) – Number of top explanations to include.

  • top_k (int) – Number of top features to include in explanations.

  • zip_output (bool) – Whether to zip the output report. The filename will be used as the zip file name.

  • sort_by (str, keyword-only) – Column to rank/select top predictors. Default: "contribution_abs".

  • display_by (str, keyword-only) – Column to use for the report axis values. Default: "contribution".

Notes

Progress and diagnostic information is logged at DEBUG level. Enable debug logging to see detailed report generation steps.

_validate_report_dir()
_copy_report_resources()
_set_params(top_n: int = 20, top_k: int = 20, from_date: str = '', to_date: str = '', sort_by: pdstools.explanations.ExplanationsUtils._CONTRIBUTION_TYPE = _CONTRIBUTION_TYPE.CONTRIBUTION_ABS, display_by: pdstools.explanations.ExplanationsUtils._CONTRIBUTION_TYPE = _CONTRIBUTION_TYPE.CONTRIBUTION)
Parameters: