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Perform an A/B test of the null hypothesis that the hypothetical average male time in this race equals the hypothetical average female time in this

Perform an A/B test of the null hypothesis that the hypothetical average male time in this race equals the hypothetical average female time in this race, among all 5K runners. For this purpose, you can either use the difference_of_means function from Section 12.1 or you can create your own version of this function using pandas. Plot the histogram of mean differences that you obtain by simulation under the null hypothesis of no mean difference. Compare this histogram to the value observed in the sample, calculate a p-value, and comment on what this p-value tells you in this case about whether we should reject the null hypothesis. Write a conclusion sentence that conveys what you have discovered to an audience unfamiliar with statistical terminology

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