application_vnd.jupyter.stderr_output_1.png
import seaborn as sns

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
from scipy.stats import norm, zscore
from sklearn.compose import make_column_transformer
from sklearn.compose import make_column_selector
from sklearn.ensemble import GradientBoostingRegressor, HistGradientBoostingRegressor, HistGradientBoostingClassifier
from sklearn.metrics import accuracy_score
from sklearn.model_selection import train_test_split, cross_val_score, RandomizedSearchCV
from sklearn.model_selection import cross_validate
from sklearn.pipeline import make_pipeline
from sklearn.preprocessing import StandardScaler, OrdinalEncoder
from sklearn.utils import shuffle
from sklearn.experimental import enable_halving_search_cv
from sklearn.model_selection import HalvingGridSearchCV, HalvingRandomSearchCV
sns.set_theme()