Generating a random uplift dataset

[maks-sh]

💡 Feature request

We need a function to generate a random binary uplift task make_uplift_classification.

It is contains three columns: target, treatment and uplift. Target and treatment columns are binary.

We need some requirements for the result. They are:

• reproducibility
• uplift continuality (there should not be many identical values for a large n = number of observations)
• clear parameters to change the uplift curve closer to the ideal and closer to the random one
• a random uplift must be non-negative, you need to be able to change it.