import pandas as pd  

import matplotlib.pyplot as plt

data_patients = pd.read_csv("patient_data.csv") 

print("\n the data frame is \n========================================") 

print(data_patients) 

maximum =data_patients.max() 

print("\n the maxmum valuues in the data is \n========================================") 

print(maximum) 

minimum =data_patients.min() 

print("\n the minmum valuues in the data is \n========================================") 

print(minimum) 

average_data_patients =data_patients["Glucose"].mean() 

print("\n the average of Glucose is " , average_data_patients ) 

average_data_patients =data_patients["BloodPressure"].mean() 

print("\n the average of BloodPressure is " , average_data_patients ) 

average_data_patients =data_patients["BMI"].mean() 

print("\n the average of BMI is " , average_data_patients ) 

average_data_patients =data_patients["Age"].mean() 

print("\n the average of Age is " , average_data_patients ) 

number_of_the_patients=data_patients[(data_patients['Age'] > 50) & (data_patients['BloodPressure'] >= 70)] 

print("\n the number_of_the_patients is \n========================================") 

print(number_of_the_patients) 

data_patients.plot(kind='box', subplots=True, layout=(2,2), sharex=False, sharey=False)

plt.show()