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import random
import numpy as np
from sklearn.base import BaseEstimator, RegressorMixin, ClassifierMixin
from sklearn.pipeline import Pipeline
from sklearn.preprocessing import StandardScaler
from sklearn.datasets import make_regression, make_classification
from sklearn.linear_model import LogisticRegression