evidently.metrics

Available metrics for Reports and Tests. All metrics is grouped into modules. For specific group see module documentation.

Subpackages

Submodules

base_metric module

Bases: object

exception : BaseException

Bases: object

current_data : DataFrame

reference_data : Optional[DataFrame]

Bases: Generic[TResult]

context = None

abstract calculate(data: InputData)

get_id()

get_parameters()

get_result()

set_context(context)

Function for generating metrics for columns

utils module

Last updated 14 days ago

evidently.metrics

Subpackages

Submodules

base_metric module

utils module

Subpackages

Submodules

base_metric module

utils module

Subpackages

Submodules

base_metric module

class ErrorResult(exception: BaseException)

Attributes:

Attributes:

class Metric()

Attributes:

Methods:

generate_column_metrics(metric_class: Type[Metric], columns: Optional[Union[str, list]] = None, parameters: Optional[Dict] = None, skip_id_column: bool = False)

utils module

apply_func_to_binned_data(df_for_bins, func, target_column, preds_column, is_ref_data=False)

make_target_bins_for_reg_plots(curr: DataFrame, target_column, preds_column, ref: Optional[DataFrame] = None)

Subpackages

Submodules

base_metric module

class ErrorResult(exception: BaseException)

Attributes:

class InputData(reference_data: Optional[pandas.core.frame.DataFrame], current_data: pandas.core.frame.DataFrame, column_mapping: , data_definition: )

Attributes:

class Metric()

Attributes:

Methods:

generate_column_metrics(metric_class: Type[Metric], columns: Optional[Union[str, list]] = None, parameters: Optional[Dict] = None, skip_id_column: bool = False)

utils module

apply_func_to_binned_data(df_for_bins, func, target_column, preds_column, is_ref_data=False)

make_target_bins_for_reg_plots(curr: DataFrame, target_column, preds_column, ref: Optional[DataFrame] = None)

class InputData(reference_data: Optional[pandas.core.frame.DataFrame], current_data: pandas.core.frame.DataFrame, column_mapping: , data_definition: )