I have read many papers that manually divided YouTube videos into serious videos vs humorous videos. But is there a validated checklist or scale to quantify the funniness of each video?
Have a look at this pre-print though... people do try and find an approximation tool that goes beyond the traditional method - having a group of assessors that judge the level of humour at a fixed scale: