Text preprocessing, including cleaning and normalization, is a crucial step in "MATNLARNI TAHLIL QILISH VA NLP ASOSLARI." It helps prepare text for data-driven models by dealing with common issues like errors, incorrect formatting, unnecessary information, various coding, and tool errors