import pandas as pd import numpy as np import matplotlib.pyplot as plt df = pd.DataFrame({ 'Category': ['B', 'B', 'B', 'C', 'A', 'B', 'A', 'D'], 'Value': [10, 20, 30, 40, 50, 60, 70, 80] }) null_data = df.isnull().sum() print(f"The shape of this dataframe is {str(df.shape)} \n {df.describe()} \n Null data: \n {null_data}")