image_output_1.png
import pandas as pd
import numpy as np
from tqdm.notebook import tqdm
import seaborn as sns
import matplotlib.pyplot as plt
import matplotlib.ticker as ticker
import shap
from sklearn.model_selection import RepeatedKFold
from sklearn.metrics import mean_absolute_error
from sklearn import linear_model
import xgboost as xgb
import catboost as cb
import lightgbm as lgbm
RANDOM_STATE = 69