def analyze_username(username): features = {} features["length"] = len(username) features["contains_numbers"] = any(char.isdigit() for char in username) features["contains_special_chars"] = any(not char.isalnum() for char in username) features["potential_names"] = re.findall(r'[A-Za-z]+', username) features["uniqueness_score"] = calculate_uniqueness_score(username) return features
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