T Test

Import key packages

import pandas as pd

from scipy.stats import ttest_ind

Comparing the two months

month_1='January'

month_2=’February’

sales_month_1=df[df[‘Month’]==month_1][‘Sales’]

sales_month_2=df[df[‘Month’]==month_2][‘Sales’]

Ttest_ind example

t_stat, p_value=ttest_ind(sales_month_1, sales_month_2, equal_var=False)

Print results of the t-test

print(f"T-statistic: {t_stat}, p-value: {p_value}")

if p_value<0.05:

print(“There is a significant difference in sales between the two months.”)

else:

print(“There is no significant difference in sales between the two months.”)