# # Condition meant for short runs of less 9 trajectories where the corner plot would bug because there are less samples than dimensions...
# if samples.shape[0] > samples.shape[1]:
# # These two lines have been added to be able to plot the injected value on phi_c on the corner plots. Otherwise the `phi_c` and `tc_3p5PN` keys are not used in the code.
cut.logger.info(f'Training set size = {len(x_train)}, which corresponds to data gathered by {len(x_train)/200:.0f} numerical trajectories accepted in Phase I.')
# LOAD THE FIT IF IT WAS SAVED PREVIOUSLY AT THE END OF PHASE 1, MAKE THE FIT OTHERWISE IF PHASE 1 JUST FINISHED
# LOAD THE FIT IF IT WAS SAVED PREVIOUSLY AT THE END OF PHASE 1, MAKE THE FIT OTHERWISE IF PHASE 1 JUST FINISHED. NOTE THAT THE LOADING OF THE FIT IF PHASE 3 WAS ON-GOING IS NOT DONE HERE.