{'fraction_non_alphanumeric': 0.031088082901554404, 'fraction_numerical': 0.015544041450777202, 'mean_word_length': 5.721739130434782, 'pattern_counts': {'":': 0, '<': 0, '<?xml version=': 0, '>': 0, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
Digital face beautification

Beauty has fascinated human beings from the very dawn of mankind. In particular, the beauty of the human face has inspired countless artists, poets, and philosophers. Several psychological studies indicate that facial attractiveness is a universal notion, transcending the boundaries between different cultures, since there is a high cross-cultural agreement in facial attractiveness ratings among raters from different ethnicities, socio-economic classes, ages, and gender. [Perrett et al. 1994; Jones 1996]. Quite recently, using supervised learning techniques, researchers succeeded in producing a trained model capable of generating facial attractiveness ratings that closely conform to those given by human raters [Eisenthal et al. 2006].