Final answer:
The distribution of X is approximately normal because both np and n(1-p) are greater than 5. The mean of the distribution is 167.4 and the standard deviation is approximately 12.996.
Step-by-step explanation:
To justify that the probability distribution of X is approximately normal, we must check that both np and n(1-p) are greater than 5. Given that p = 0.558 (the probability of selecting a comment with 'lol'), for n = 300 comments:
- np = 300 * 0.558 = 167.4
- n(1-p) = 300 * (1 - 0.558) = 300 * 0.442 = 132.6
Since both np and n(1-p) are greater than 5, the distribution of X is approximately normal by the central limit theorem.
The mean (μ) of the normal distribution is equal to np:
Mean = np = 300 * 0.558 = 167.4
The standard deviation (σ) of the normal distribution is given by √(np(1-p)):
σ = √(300 * 0.558 * 0.442) = √(167.4 * 132.6) = approximately 12.996