Visualization Displays#

A set of displays are available through the different reports. Find in this section the API of each display.

Data

TableReportDisplay(summary)

Summarize and plot dataset columns.

Metrics

MetricsSummaryDisplay(rows, report_type)

Summarize evaluation metrics in a table.

ConfusionMatrixDisplay(*, ...)

Display the confusion matrix.

RocCurveDisplay(*, roc_curve, roc_auc, ...)

Plot the ROC curve.

PrecisionRecallCurveDisplay(*, ...)

Plot the precision-recall curve.

PredictionErrorDisplay(*, prediction_error, ...)

Plot the prediction error of a regression model.

Inspection

CoefficientsDisplay(*, coefficients, report_type)

Display linear model coefficients.

ImpurityDecreaseDisplay(*, importances, ...)

Display mean decrease in impurity importances.

PermutationImportanceDisplay(*, importances, ...)

Display permutation feature importances.

General API

Display(*args, **kwargs)

Protocol specifying the common API for all skore displays.