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diff --git a/extract_frames.py b/extract_frames.py
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+#!/usr/bin/env python3
+"""
+Script to extract frames from WebP files in data/shots/ and save them as png files in data/expanded/
+
+Input:  data/shots/sample-XXX-Y.webp
+Output: data/expanded/sample-XXX-Y-Z.png (where Z is the frame number starting from 0)
+"""
+
+import os
+import sys
+from pathlib import Path
+from PIL import Image
+import re
+
+
+def extract_frames_from_webp(input_path, output_dir):
+    """
+    Extract all frames from a WebP file and save them as png files.
+    
+    Args:
+        input_path (Path): Path to the input WebP file
+        output_dir (Path): Directory to save the extracted frames
+    
+    Returns:
+        int: Number of frames extracted
+    """
+    try:
+        # Open the WebP file
+        with Image.open(input_path) as img:
+            # Parse filename to get sample and shot numbers
+            filename = input_path.stem  # e.g., "sample-123-2"
+            match = re.match(r'sample-(\d+)-(\d+)', filename)
+            if not match:
+                print(f"Warning: Filename {filename} doesn't match expected pattern")
+                return 0
+            
+            sample_num = match.group(1)
+            shot_num = match.group(2)
+            
+            frame_count = 0
+            
+            # Check if the image is animated (has multiple frames)
+            try:
+                while True:
+                    # Convert to RGB if necessary (WebP can have transparency)
+                    frame = img.convert('RGB')
+                    
+                    # Create output filename: sample-XXX-Y-Z.png
+                    output_filename = f"sample-{sample_num}-{shot_num}-f{frame_count}.png"
+                    output_path = output_dir / output_filename
+                    
+                    # Save the frame as PNG
+                    frame.save(output_path)
+                    print(f"Extracted frame {frame_count}: {output_filename}")
+                    
+                    frame_count += 1
+                    
+                    # Move to next frame
+                    img.seek(img.tell() + 1)
+                    
+            except EOFError:
+                # End of frames reached
+                pass
+            
+            # If no frames were extracted (static image), extract the single frame
+            if frame_count == 0:
+                frame = img.convert('RGB')
+                output_filename = f"sample-{sample_num}-{shot_num}-0.jpg"
+                output_path = output_dir / output_filename
+                frame.save(output_path, 'JPEG', quality=95)
+                print(f"Extracted single frame: {output_filename}")
+                frame_count = 1
+            
+            return frame_count
+            
+    except Exception as e:
+        print(f"Error processing {input_path}: {e}")
+        return 0
+
+
+def main():
+    """Main function to process all WebP files in data/shots/"""
+    
+    # Set up paths
+    script_dir = Path(__file__).parent
+    shots_dir = script_dir / "data" / "shots"
+    expanded_dir = script_dir / "data" / "expanded"
+
+    # Check if shots directory exists
+    if not shots_dir.exists():
+        print(f"Error: Shots directory not found: {shots_dir}")
+        sys.exit(1)
+    
+    # Create expanded directory if it doesn't exist
+    expanded_dir.mkdir(exist_ok=True)
+    
+    # Find all WebP files
+    webp_files = list(shots_dir.glob('sample-035-*.webp'))
+    
+    if not webp_files:
+        print(f"No WebP files found in {shots_dir}")
+        sys.exit(1)
+    
+    print(f"Found {len(webp_files)} WebP files to process")
+    
+    total_frames = 0
+    processed_files = 0
+    
+    # Process each WebP file
+    for webp_file in sorted(webp_files):
+        print(f"\nProcessing: {webp_file.name}")
+        frames_extracted = extract_frames_from_webp(webp_file, expanded_dir)
+        
+        if frames_extracted > 0:
+            total_frames += frames_extracted
+            processed_files += 1
+        else:
+            print(f"Failed to extract frames from {webp_file.name}")
+    
+    print(f"\n=== Summary ===")
+    print(f"Processed files: {processed_files}/{len(webp_files)}")
+    print(f"Total frames extracted: {total_frames}")
+    print(f"Output directory: {expanded_dir}")
+
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file