import pandas as pd import numpy as np #from scipy.stats import norm from scipy.stats import t data1 = pd.read_excel("http://kanggc.iptime.org/book/data/chap10-2-1.xlsx") data1 var1 = data1['var1'] var1.describe() print("Data Frame of data1 is : ",f'\n{data1}\n') print("Summary Statistics of data1 is : ", f'\n{data1.describe()}\n') n = len(var1) s = np.std(var1, ddof=1) xbar = np.mean(var1) t19 = t.ppf(0.975, 19) lcl1 = xbar - t19*(s/np.sqrt(n)) ucl1 = xbar + t19*(s/np.sqrt(n)) print("The t value is :", t19) print("The Lower Confidence Limit is :", lcl1) print("The Upper Confidence Limit is :", ucl1)