import numpy as np
import pandas as pd
from scipy import stats
import statsmodels.api as sm
import matplotlib.pyplot as plt
from statsmodels.graphics.api import qqplot
%matplotlib inline
plt.rcParams["font.sans-serif"]=["SimHei"]
plt.rcParams["axes.unicode_minus"]=False
import warnings
warnings.filterwarnings('ignore')