text_plain_output_1.png
import matplotlib.pyplot as plt

import os

import random

import numpy as np
import datatable as dt
import pandas as pd
import random
import re
random.seed(28)
import tqdm
import os
import gc
import logging
import optuna
from matplotlib.colors import ListedColormap
import matplotlib.pyplot as plt
plt.style.use('fivethirtyeight')
plt.rcParams['figure.figsize'] = [20, 12]
from lightgbm import LGBMClassifier
from xgboost import XGBClassifier
from sklearn.linear_model import LogisticRegression
from sklearn.tree import DecisionTreeClassifier
from sklearn.metrics import roc_auc_score
input_path = '/kaggle/input/'
root_path = os.path.join(input_path, 'jane-street-market-prediction')