KDS functions#

The scikitplot.decile.kds namespace provides array-oriented decile statistics and plots.

`scikitplot.decile.kds.decile_table`	Generate the Decile Table from labels and probabilities.
`scikitplot.decile.kds.plot_lift`	Generate the Decile based cumulative Lift Plot from labels and probabilities.
`scikitplot.decile.kds.plot_lift_decile_wise`	Generate the Decile-wise Lift Plot from labels and probabilities.
`scikitplot.decile.kds.plot_cumulative_gain`	Generate the Decile-wise Lift Plot from labels and probabilities.
`scikitplot.decile.kds.plot_ks_statistic`	Generate the KS Statistic Plot from labels and probabilities.
`scikitplot.decile.kds.report`	Generate a decile table and four plots.
`scikitplot.decile.kds.print_labels`	Display a legend for the abbreviations of decile table column names.

decile_table is the shared statistical core. Plot/report helpers should be interpreted from the same positive-class definition and decile count.

Warning

The repository maintenance review records a current KDS contract issue where some documented class/positive-label/precision arguments are dropped by internal calls. Until that finding is closed, validate non-default class_index, pos_label and precision-sensitive workflows with focused tests rather than assuming every wrapper forwards every option.