RocReport

class RocReport

Calculate the ROC curve for each class.

For each class plots the ROC curve, calculate AUC score and displays the optimal threshold cutoff point.

Parameters

excluded_classesList , default: None

List of classes to exclude from the condition.

__init__(excluded_classes: Optional[List] = None)

__new__(*args, **kwargs)

Methods

RocReport.add_condition(name, ...)	Add new condition function to the check.
RocReport.add_condition_auc_not_less_than([...])	Add condition - require min allowed AUC score per class.
RocReport.clean_conditions()	Remove all conditions from this check instance.
RocReport.conditions_decision(result)	Run conditions on given result.
RocReport.name()	Name of class in split camel case.
RocReport.params([show_defaults])	Return parameters to show when printing the check.
RocReport.remove_condition(index)	Remove given condition by index.
RocReport.run(dataset[, model])	Run check.
RocReport.run_logic(context[, dataset_type])	Run check.

Example

RocReport Example Notebook

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ConfusionMatrixReport.run_logic

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RocReport.add_condition