import numpy as np
import pandas as pd
import matplotlib as plt

data = pd.read_csv("loan_status.csv")
  
print (data.head(10))

data.describe()

data.info()

# data types of feature/attributes 
# in the data
data.dtypes

data_crosstab = pd.crosstab(data['grade'],
                            data['loan_status'], 
                               margins = False)
print(data_crosstab)

data_crosstab = pd.crosstab(data['purpose'], 
                            data['loan_status'],
                                margins = False)
print(data_crosstab)

data_crosstab = pd.crosstab([data.grade, data.purpose], 
                             data.loan_status, margins = False)
print(data_crosstab)