seldonian.dataset.MetaData

class MetaData(regime, sub_regime, all_col_names, sensitive_col_names=None)

Bases: object

__init__(regime, sub_regime, all_col_names, sensitive_col_names=None)

Base class for holding dataset metadata

Parameters:

  • regime (str) – The category of the machine learning algorithm, e.g., supervised_learning or reinforcement_learning

  • sub_regime (str) – The sub-category of the machine learning algorithm, e.g., “classification” or “regression” for supervised learning problems.

  • all_col_names (list(str)) – A list of all of the column names in the dataset, including any sensitive attributes and labels.

  • sensitive_col_names (list(str), defaults to None) – A list the sensitive column names in the dataset, if any.

__repr__()

Return repr(self).

Methods