Great idea. My first impression is: "wait, I'm being judged after only two videos?" You probably want to increase that number to five or so. Good luck!
I would like to see more about the metric used, for example, an explanation of the model or formula you're using to weigh the dimensions of my sense of humor for classifying or clustering.