# Let's crop the face region from Frame 2 for better clarity in face recognition

from PIL import ImageDraw

# Load Frame 2

frame_path = saved_frames[2] # frame_2.jpg

image = Image.open(frame_path)

# For now, crop a central region manually (approximate location for demo purposes)

width, height = image.size

left = int(width * 0.35)

top = int(height * 0.2)

right = int(width * 0.65)

bottom = int(height * 0.7)

face_crop = image.crop((left, top, right, bottom))

face_crop_path = "/mnt/data/cropped_face.jpg"

face_crop.save(face_crop_path)

face_crop.show()