diff --git a/model_selection/fixing_fp_fn/fixing_metrics.py b/model_selection/fixing_fp_fn/fixing_metrics.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/model_selection/fixing_fp_fn/fixing_test_results.py b/model_selection/fixing_fp_fn/fixing_test_results.py
new file mode 100644
index 0000000000000000000000000000000000000000..edf945cdb6683bcf42e93adf58c102eace37a933
--- /dev/null
+++ b/model_selection/fixing_fp_fn/fixing_test_results.py
@@ -0,0 +1,30 @@
+import pandas as pd
+
+def swap_fp_fn(excel_path, output_path):
+    # Load the Excel file
+    excel_data = pd.ExcelFile(excel_path)
+
+    # Create a Pandas ExcelWriter using openpyxl engine
+    with pd.ExcelWriter(output_path, engine='openpyxl') as writer:
+        # Iterate through each sheet in the Excel file
+        for sheet_name in excel_data.sheet_names:
+            # Read the sheet into a DataFrame
+            df = excel_data.parse(sheet_name)
+
+            # Check if the columns 'FP' and 'FN' exist in the DataFrame
+            if 'FP' in df.columns and 'FN' in df.columns:
+                # Swap the 'FP' and 'FN' columns
+                df['FP'], df['FN'] = df['FN'].copy(), df['FP'].copy()
+
+            # Save the modified DataFrame back to the sheet in the new Excel file
+            df.to_excel(writer, sheet_name=sheet_name, index=False)
+
+    print(f"Swapped FP and FN columns in '{excel_path}' and saved to '{output_path}'.")
+
+# Path to your existing Excel file
+input_excel_path = '../output_test/testing_tuned_models.xlsx'
+# Path where the modified Excel file will be saved (can be the same as input_excel_path)
+output_excel_path = '../output_test/testing_tuned_models_fixed.xlsx'
+
+# Call the function with the file paths
+swap_fp_fn(input_excel_path, output_excel_path)
\ No newline at end of file
diff --git a/model_selection/output_test/testing_tuned_models_fixed.xlsx b/model_selection/output_test/testing_tuned_models_fixed.xlsx
new file mode 100644
index 0000000000000000000000000000000000000000..46c96062a2705baea44661564baa3672635bfd78
Binary files /dev/null and b/model_selection/output_test/testing_tuned_models_fixed.xlsx differ