【py模板】missingno画缺失直观图，matplotlib和sns画箱线图

import missingno as msn
import pandas as pd
train = pd.read_csv('cupHaveHead1.csv')
msn.matrix(train, labels=True)#效果如图1
msn.heatmap(train)#效果如图2
msn.bar(train)#效果如图3

↑图1

↑图2

↑图3

箱线图：

import matplotlib.pyplot as plt
import seaborn as sns
column = [ "brand", "serial", "model", "mileage", "color", "cityid", "carCode", "transferCount", "Seatings",
"Country", "MakeType", "ModelYear", "Displacement", "Gearbox", "OilType", "NewPrice", "un2",
                    "un3", "un5", "un6", "un13","un14","un15" , "secondPrice"]
fig = plt.figure(figsize=(80,60),dpi=75)
for i in range(len(column)):
    plt.subplot(8,4,i+1)
    sns.boxplot(train[column[i]],orient= 'v',width=0.5)
    plt.ylabel(column[i],fontsize = 40)
plt.show()