make_synth_test_plot_from_data.py

import matplotlib
from package import MakePlot as mp
import numpy as np

models = ["RF"]
save_plot = True

for model in models:
    unscaled_model_errors = np.load('data_for_paper_plots/Friedman_500/{}/Test/Test_model_errors.npy'.format(model))
    residuals = np.load('data_for_paper_plots/Friedman_500/{}/Test/Test_residuals.npy'.format(model))
    a = np.load('data_for_paper_plots/Friedman_500/{}/Test/a.npy'.format(model))
    b = np.load('data_for_paper_plots/Friedman_500/{}/Test/b.npy'.format(model))

    scaled_model_errors = unscaled_model_errors * a[0] + b[0]

    MP = mp.MakePlot()

    # old plots
    #MP.make_rstat(residuals, unscaled_model_errors, "{}, Friedman 500, Unscaled".format(model), save=save_plot, file_name='Supplemental_Info/Friedman_500/5-Fold/{}/Test_Plots/unscaled_rstat.png'.format(model))
    #MP.make_rstat(residuals, scaled_model_errors, "{}, Friedman 500, Scaled".format(model), save=save_plot, file_name='Supplemental_Info/Friedman_500/5-Fold/{}/Test_Plots/scaled_rstat.png'.format(model))
    #MP.make_rve_with_bin_counts_and_slope_1_line(residuals, unscaled_model_errors, "{}, Friedman 500, Unscaled".format(model), save=save_plot, file_name='Supplemental_Info/Friedman_500/5-Fold/{}/Test_Plots/unscaled_RvE_with_counts.png'.format(model))
    #MP.make_rve_with_bin_counts_and_slope_1_line(residuals, scaled_model_errors, "{}, Friedman 500, Scaled".format(model), save=save_plot, file_name='Supplemental_Info/Friedman_500/5-Fold/{}/Test_Plots/scaled_RvE_with_counts.png'.format(model))

    # overlay plots
    MP.make_rstat_overlay(residuals, unscaled_model_errors, scaled_model_errors,
                                     "{}, Friedman 500".format(model), save=save_plot,
                                     file_name='SI/Friedman_500/{}/Test/rstat.png'.format(
                                         model))

    MP.make_rve_overlay(residuals, unscaled_model_errors, scaled_model_errors,
                                   "{}, Friedman 500".format(model),
                                   save=save_plot,
                                   file_name='SI/Friedman_500/{}/Test/RvE.png'.format(
                                       model))


    #MP.make_rstat_overlay_with_table(residuals, unscaled_model_errors, scaled_model_errors,
    #                      "{}, Friedman 500".format(model), save=save_plot,
    #                      file_name='Supplemental_Info/Friedman_500/5-Fold/{}/Test_Plots/rstat_overlay_table.png'.format(
    #                          model))

    #MP.make_rve_overlay_with_table(residuals, unscaled_model_errors, scaled_model_errors,
    #                    "{}, Friedman 500".format(model),
    #                    save=save_plot,
    #                    file_name='Supplemental_Info/Friedman_500/5-Fold/{}/Test_Plots/RvE_overlay_table.png'.format(
    #                        model))