non linear transformations import libraries

import pandas as pd
import numpy as np
from sklearn.model_selection import train_test_split
from sklearn.ensemble import RandomForestRegressor
from sklearn.metrics import classification_report
from sklearn.metrics import f1_score
from sklearn.preprocessing import OrdinalEncoder
from sklearn.pipeline import make_pipeline
from sklearn.preprocessing import Normalizer
from sklearn.preprocessing import QuantileTransformer
from sklearn.preprocessing import PowerTransformer
import warnings
warnings.filterwarnings('ignore')