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()