make_realdata_test_plot_from_data.py

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

models = ["LR"]
dataset = "Diffusion"
save_plot = False

for model in models:
    unscaled_model_errors = np.load('data_for_paper_plots/{}/{}/Test/Test_model_errors_unscaled.npy'.format(dataset, model))
    scaled_model_errors = np.load('data_for_paper_plots/{}/{}/Test/Test_model_errors_scaled.npy'.format(dataset, model))
    residuals = np.load('data_for_paper_plots/{}/{}/Test/Test_residuals.npy'.format(dataset, model))
    a = np.load('data_for_paper_plots/{}/{}/Test/a.npy'.format(dataset, model))
    b = np.load('data_for_paper_plots/{}/{}/Test/b.npy'.format(dataset, model))


    MP = mp.MakePlot()

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

    # overlay plots
    MP.make_rstat_overlay(residuals, unscaled_model_errors, scaled_model_errors, "{}, {}".format(model, dataset),
                          save=save_plot,
                          file_name='Supplemental_Info/{}/5-Fold/{}/Test_Plots/rstat_overlay.png'.format(
                              dataset, model))

    MP.make_rve_overlay(residuals, unscaled_model_errors, scaled_model_errors, "{}, {}".format(model, dataset),
                        save=save_plot,
                        file_name='Supplemental_Info/{}/5-Fold/{}/Test_Plots/RvE_overlay.png'.format(
                            dataset, model))

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

    MP.make_rve_overlay_with_table(residuals, unscaled_model_errors, scaled_model_errors, "{}, {}".format(model, dataset),
                        save=save_plot,
                        file_name='Supplemental_Info/{}/5-Fold/{}/Test_Plots/RvE_overlay_with_table.png'.format(
                            dataset, model))