We explore the effects of hyperparameter selections on personification accuracy customer analytics data from a corporate YouTube channel with an audience in hundreds thousands and interactions tens millions. Using non-negative matrix factorization, we generate personas sets 5 to 15 using data, number being changing hyperparameter. then compare gender, age, nationality, topical interests across ...