from sklearn import __version__ as sklearn_version from sklearn.datasets import load_iris from sklearn.feature_selection import SelectKBest, f_classif from sklearn.linear_model import LogisticRegression from sklearn.model_selection import train_test_split from sklearn.pipeline import Pipeline from sklearn.preprocessing import StandardScaler iris = load_iris() X_train, X_test, y_train, y_test = train_test_split( iris.data, iris.target, test_size=0.25, stratify=iris.target, random_state=42, )