scikitplot.decile

Visualizing predictive model insights for enhanced business decision-making.

The decile module to build nice plots to explain your modelling efforts easily to business colleagues.

User guide. See the Decile-Wise Performance section for further details.

Key To DataScience: kds

Quick report for business analysis. Just input “labels”, “probabilities” to get report.

The kds KeyToDataScience module to Plot Decile Table, Lift, Gain and KS Statistic charts with single line functions

kds is the result of a data scientist’s humble effort to provide an easy way of visualizing metrics. So that one can focus on the analysis rather than hassling with copy/paste of various visialization functions.

User guide. See the KeyToDataScience section for further details.

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

ModelPlotPy Initializer object

The decile and (⚠️ alternative legacy scikitplot.decile.modelplotpy) module.

Includes plots for machine learning evaluation decile / ntile analysis (e.g., Response, Lift, Gain and related financial charts).

References

• modelplot/modelplotpy

• https://modelplot.github.io/intro_modelplotpy.html

User guide. See the modelplotpy and modelplotpy financial sections for further details.

ModelPlotPy

Decile/ntile analysis for sklearn classifiers.

(Cumulative) Gains, Lift and Response Plots

User guide. See the modelplotpy section for further details.

plot_response	Plot response curve.
plot_cumresponse	Plot cumulative response curve.
plot_cumlift	Plot cumulative lift curve.
plot_cumgains	Plot cumulative gains curve.
plot_all	Plot response, cumulative response, cumulative lift, and cumulative gains as a 2x2 panel.

Business-savvy Financial Insight Plots

User guide. See the modelplotpy financial section for further details.

plot_costsrevs	Plot costs and revenues curves.
plot_profit	Plot profit curve.
plot_roi	Plot ROI (return on investment) curve.