Earlier quoted context omitted.
When you have undeleted it from the trashcan or recovered it from the block device with e.g. photorec, then the picture is back and you've learned a few things.
Been there, done that, and I wouldn't want to do it ever again or hoist it to anybody, especially if they don't work anywhere near the CS field.
Yeah, thus you've also learned the importance of backups.