scikitplot.kds

This package/module is designed to be compatible with both Python 2 and Python 3. The imports below ensure consistent behavior across different Python versions by enforcing Python 3-like behavior in Python 2.

The kds module includes plots for machine learning evaluation decile analysis e.g. Gain, Lift and Decile charts, etc.

References

[1] tensorbored/kds.py#

User guide. See the KDS section for further details.

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