
ANDREAS S. answered 06/20/23
5+ Years of Data Science Experience
This question is effectively asking you to apply the Normal Approximation to the Binomial Distribution
μ = np, ο = √(npq)
Where in this problem, `n=67` and `p=0.19`.
When the question asks for "the usual" number of yellow eggs, they are asking for a range.
Such a range can be obtained by e.g. a 95% confidence interval describing where we believe the true number of yellow eggs to lie.
Plugging in the problem-details into the 95% Confidence Interval formulae:
[lower-bound, upper-bound] = μ ± 1.96 * ο
So we see that the usual range is given by 67 * 0.19 ± 1.96 * sqrt(67 * .19 * (1 - .19)) = [6.43, 19.02]
Since we can never observe a fractional number eggs, only whole eggs, I would say that we can be reasonably confident that we observe between 6 and 20 yellow eggs within a sample of 67.
https://stats.libretexts.org/Courses/Las_Positas_ollege/Math_40%3A_Statistics_and_Probability/06%3A_Continuous_Random_Variables_and_the_Normal_Distribution/6.04%3A_Normal_Approximation_to_the_Binomial_Distribution#:~:text=Then%20the%20binomial%20can%20be,0.5%20or%20x%E2%88%920.5).