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diff --git a/utils/generate_csv.py b/utils/generate_csv.py
new file mode 100644
index 0000000000000000000000000000000000000000..2b92cfe0f1264aad2d4f672329a837c5601304ab
--- /dev/null
+++ b/utils/generate_csv.py
@@ -0,0 +1,54 @@
+import os
+import csv
+import random
+
+def generate_csv(image_folder, mask_folder, output_csv):
+    # List all image files in the folder
+    img_files = [f for f in os.listdir(image_folder) if f.endswith('.png')]
+    
+    # Ensure reproducibility by setting a random seed
+    random.seed(42)
+    random.shuffle(img_files)
+    
+    # Split the list into 70% training and 30% testing
+    split_index = int(len(img_files) * 0.7)
+    train_files = img_files[:split_index]
+    test_files = img_files[split_index:]
+    
+    # Open the CSV file for writing
+    with open(output_csv, 'w', newline='') as csvfile:
+        fieldnames = ['imgs', 'labels', 'split', 'fold']
+        writer = csv.DictWriter(csvfile, fieldnames=fieldnames)
+        
+        writer.writeheader()  # Write the CSV header
+        
+        # Helper function to write rows to the CSV
+        def write_rows(files, split_type):
+            for img_filename in files:
+                base_filename = os.path.splitext(img_filename)[0]  # Get the base filename without extension
+                mask_filename = os.path.join(mask_folder, f"{base_filename}_mask.png")  # Construct mask filename
+                img_filepath = os.path.join(image_folder, img_filename)  # Full path to the image file
+
+                # Ensure the mask file exists before writing to CSV
+                if os.path.exists(mask_filename):
+                    writer.writerow({
+                        'imgs': img_filepath,
+                        'labels': mask_filename,
+                        'split': split_type,
+                        'fold': 0
+                    })
+                else:
+                    print(f"Warning: Mask file not found for image {img_filename}, skipping.")
+        
+        # Write training data
+        write_rows(train_files, 'training')
+        
+        # Write testing data
+        write_rows(test_files, 'test')
+
+# Example usage
+image_folder = '/home/abdelrahman.elsayed/DIAS/images'  # Folder with image files
+mask_folder = '/home/abdelrahman.elsayed/DIAS/masks'    # Folder with mask files
+output_csv = '/home/abdelrahman.elsayed/DIAS/data_split.csv'  # Output CSV file path
+
+generate_csv(image_folder, mask_folder, output_csv)
diff --git a/utils/prepare_data.py b/utils/prepare_data.py
new file mode 100644
index 0000000000000000000000000000000000000000..b6a588ee37a26d9b5594b89d9ef8272c906397bd
--- /dev/null
+++ b/utils/prepare_data.py
@@ -0,0 +1,29 @@
+import os
+import re
+
+# Define your directories
+image_dir = '/home/abdelrahman.elsayed/DIAS/images'
+mask_dir = '/home/abdelrahman.elsayed/DIAS/masks'
+
+# Rename images
+for filename in os.listdir(image_dir):
+    if filename.endswith('.png') or filename.endswith('.jpg'):
+        print(filename)
+        test_name = filename.split("-")
+        print(test_name)
+        match = re.match(r'image_s(\d+)_i(\d+)\.png', filename)
+        if match:
+            new_name = f's{match.group(1)}.png'
+            os.rename(os.path.join(image_dir, filename), os.path.join(image_dir, new_name))
+            # print(new_name)
+
+# Rename masks
+for filename in os.listdir(mask_dir):
+    if filename.endswith('.png'):
+        match = re.match(r'label_s(\d+)\.png', filename)
+        print(filename)
+        if match:
+            new_name = f's{match.group(1)}_mask.png'
+            os.rename(os.path.join(mask_dir, filename), os.path.join(mask_dir, new_name))
+            print(new_name)
+