Step 1: Understanding the Question:
We are given a pool of hotel rooms labeled 1 through 19. The first guest is randomly assigned a room that is guaranteed to be a prime number. We want to find the probability that the second guest is also assigned a prime-numbered room.
Step 2: Key Formula or Approach:
Identify the total number of items available and the subset of favorable prime items. After the first independent allocation occurs, adjust both the total sample space and the favorable count downward to compute the classical probability:
$$P = \frac{\text{Remaining Favorable Outcomes}}{\text{Remaining Total Outcomes}}$$
Step 3: Detailed Explanation:
1. List the prime numbers available in the set $\{1, 2, 3, \dots, 19\}$:
$$\text{Primes} = \{2, 3, 5, 7, 11, 13, 17, 19\}$$
There are exactly 8 prime numbers out of 19 total rooms.
2. The first guest arrives and is allocated a room that is a prime number.
This reduces the total number of available rooms from 19 down to 18 ($19 - 1 = 18$).
This also reduces the number of remaining prime rooms from 8 down to 7 ($8 - 1 = 7$).
3. Calculate the conditional probability for the second guest's room selection:
$$P(\text{Second is Prime} \mid \text{First is Prime}) = \frac{7}{18}$$
Step 4: Final Answer:
The probability that the second guest receives a prime room is $\frac{7}{18}$, which corresponds to option (D).