From f46141b5a0676c211e31e700dc80489d39a53b98 Mon Sep 17 00:00:00 2001
From: Joaquin Torres Bravo <joaquintobrw@gmail.com>
Date: Mon, 27 May 2024 13:12:15 +0200
Subject: [PATCH] Trying to solve the mean PR curve issue

---
 model_selection/cv_metric_gen.py              |     6 +-
 .../output_cv_metrics/curves/post_ORIG.svg    | 33299 +++++++++-------
 2 files changed, 17822 insertions(+), 15483 deletions(-)

diff --git a/model_selection/cv_metric_gen.py b/model_selection/cv_metric_gen.py
index 5369a0f..5b2f789 100644
--- a/model_selection/cv_metric_gen.py
+++ b/model_selection/cv_metric_gen.py
@@ -190,8 +190,8 @@ if __name__ == "__main__":
     # Metric generation through cv for tuned models3
     # --------------------------------------------------------------------------------------------------------
     scores_sheets = {} # To store score dfs as sheets in the same excel file
-    for i, group in enumerate(['pre', 'post']):
-        for j, method in enumerate(['', '', 'over_', 'under_']): 
+    for i, group in enumerate(['post']): # ['pre', 'post']
+        for j, method in enumerate(['']): # ['', '', 'over_', 'under_']
             # Get train dataset based on group and method
             X_train = data_dic['X_train_' + method + group]
             y_train = data_dic['y_train_' + method + group]
@@ -217,7 +217,7 @@ if __name__ == "__main__":
                 # Manually loop through each fold in the cross-validation
                 for fold_idx, (train_idx, test_idx) in enumerate(cv.split(X_train, y_train)):
                     X_train_fold, X_test_fold = X_train[train_idx], X_train[test_idx]
-                    y_train_fold, y_test_fold = y_train[train_idx], y[test_idx]
+                    y_train_fold, y_test_fold = y_train[train_idx], y_train[test_idx]
                     # Fit the model on the training data
                     model.fit(X_train_fold, y_train_fold)
                     # --------------------- SCORINGS ---------------------------
diff --git a/model_selection/output_cv_metrics/curves/post_ORIG.svg b/model_selection/output_cv_metrics/curves/post_ORIG.svg
index 08cad13..f18306f 100644
--- a/model_selection/output_cv_metrics/curves/post_ORIG.svg
+++ b/model_selection/output_cv_metrics/curves/post_ORIG.svg
@@ -6,7 +6,7 @@
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-- 
2.24.1