Cleaners: def chinese_cleaners(text): from pypinyin import Style, pinyin phones = [phone[0] for phone in pinyin(text, style=Style.TONE3)] return ' '.join(phones) Symbols: '_;:,。!?-“”《》、()…— ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz123450BP'