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import warnings

import numpy as np
import pandas as pd
import seaborn as sns
import matplotlib as mpl
import matplotlib.pyplot as plt
import matplotlib.pylab as pylab
from sklearn.model_selection import train_test_split
from xgboost import XGBRegressor
from sklearn.metrics import mean_squared_error
from sklearn import metrics
import warnings
warnings.filterwarnings('ignore')
import xgboost as xgb
from xgboost.callback import EarlyStopping
from sklearn import model_selection
from sklearn import metrics
from sklearn.model_selection import KFold, StratifiedKFold, train_test_split, GridSearchCV