SMILES yoki SMARTS satrlarini csv faylidan yuklash va ma'lumotni kichik LSTM modeliga taxmin qilish uchun yuborishdan oldin tozalash uchun skriptning asosiy amalga oshirilishi: pandasni pd sifatida import qiling numpy sifatida np sifatida import qiling rdkitdan rdkitdan Chem sifatida import qiling rdkitdan Import qiling rdkitdan Import qiling rdkitdan Deskriptorlarni rdkitdan Import qiling rdmolops sifatida rdkitdan Chem sifatida import qiling AllChem # csv faylidan ma'lumotlarni yuklang df = pd.read_csv's{\displaystyle df =df.drop_data.csv's} # Dublikatlarni va tautomerlarni olib tashlash df = df.drop_duplicates} df = df.apply{\displaystyle df=dfddr
spam fails_task lang_mismatch pii not_appropriate hate_speech sexual_content quality toxicity humor helpfulness creativity violence