From 47aa566991a262a3132f5c6e9622f874d6f06d6d Mon Sep 17 00:00:00 2001
From: Joaquin Torres Bravo <joaquintobrw@gmail.com>
Date: Mon, 27 May 2024 14:27:52 +0200
Subject: [PATCH] y range 0-1 for metrics

---
 model_selection/cv_metrics_distr.py           |    3 +
 .../distributions/post_ORIG.svg               | 6329 ++++++++--------
 .../distributions/post_ORIG_CW.svg            | 5483 +++++++-------
 .../distributions/post_OVER.svg               | 4822 ++++++-------
 .../distributions/post_UNDER.svg              | 6382 ++++++++---------
 .../distributions/pre_ORIG.svg                | 5021 +++++++------
 .../distributions/pre_ORIG_CW.svg             | 3917 +++++-----
 .../distributions/pre_OVER.svg                | 4862 ++++++-------
 .../distributions/pre_UNDER.svg               | 4575 ++++++------
 9 files changed, 20316 insertions(+), 21078 deletions(-)

diff --git a/model_selection/cv_metrics_distr.py b/model_selection/cv_metrics_distr.py
index 4ebbfc2..34dfc33 100644
--- a/model_selection/cv_metrics_distr.py
+++ b/model_selection/cv_metrics_distr.py
@@ -40,6 +40,9 @@ if __name__ == "__main__":
                 # Plot boxplot for the current metric across all models
                 ax.boxplot(metric_data, labels=model_names)
                 ax.set_title(f'{metric_name} for {group}{method}')
+                # Set y-axis limits for metrics that take values in the interval [0, 1]
+                if metric_name in ['F1', 'PREC', 'REC', 'ACC', 'AUROC', 'AUPRC']:
+                    ax.set_ylim(0, 1)
             plt.tight_layout()
             fig.savefig(f'./output_cv_metrics/distributions/{group}{method}.svg', format='svg', dpi=600)
             plt.close(fig)  # Close the figure to free up memory
diff --git a/model_selection/output_cv_metrics/distributions/post_ORIG.svg b/model_selection/output_cv_metrics/distributions/post_ORIG.svg
index cbb514e..7c2db91 100644
--- a/model_selection/output_cv_metrics/distributions/post_ORIG.svg
+++ b/model_selection/output_cv_metrics/distributions/post_ORIG.svg
@@ -6,7 +6,7 @@
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