Story Title

Alternative to Q-Q plot to evaluate regression results

Changes made

Added two functions to create plots to the RegressionEvaluator:

• plot_residuals():
  • plots the residual vs the actual values.
  • plots also the 0 line to see if we are above or ben
• plot_residuals_by_bin():
  • plots the residual vs the actual values binned.
  • binning strategy can be: uniform or quantile
  • number of bins can be chosen

How does the solution address the problem

Those two plots should be easier to interpret as the normal QQ-plot and thus can bring more value to discussions with business stakeholders.

Linked issues

Resolves #181

Plots

plot_residuals_by_bin(nbins = 5, binning_strat='uniform')

plot_residuals_by_bin(binning_strat='quantile', nbins=10)

evaluator.plot_residuals()