Import libraries categorical datat

import pandas as pd
from sklearn.preprocessing import OrdinalEncoder
from sklearn.ensemble import RandomForestClassifier
from sklearn.model_selection import train_test_split
from sklearn.metrics import classification_report
from sklearn.preprocessing import OneHotEncoder
from sklearn.preprocessing import LabelEncoder
from category_encoders import TargetEncoder
from category_encoders import HashingEncoder
from category_encoders import BackwardDifferenceEncoder
from category_encoders import BinaryEncoder
import warnings
warnings.filterwarnings('ignore')