Abstract Despite the pervasive influence of humor in society. comprehensive quantitative studies exploring its dimensions and societal reception are scarce. This study advances the field by analyzing stand-up comedy specials. linking linguistic elements to humor theories and audience ratings. https://mabelandfoxs.shop/product-category/bookmark/