now finally beautiful dogs - dogs detected excellent so now for each of these dogs we want the bounding box okay so now we somehow need to think of how are we gonna draw this on an image and well let's let's actually make a copy of that image because I don't really trust myself and then at the end of this we're just going to display that image right now actually the reason I make a copy is because in these in this pillow library you can actually draw on these images and we're going to that to draw these bounding boxes so for