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The lengths of individual shellfish in a population of 10,000 shellfish are approximately normally distributed with a mean of 10 centimeters and a standard deviation of 0.2 centimeters. Which of the following is the shortest interval that contains approximately 4,000 shellfish lengths?

1) 9.6 to 10.4 centimeters
2) 9.8 to 10.2 centimeters
3) 9.9 to 10.1 centimeters
4) 9.95 to 10.05 centimeters

User Amoeba
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Final answer:

The shortest interval that contains approximately 4,000 shellfish lengths is Option 4 (9.95 to 10.05 centimeters), which covers 0.5 standard deviations and is likely closest to the central 40% of the normal distribution.

Step-by-step explanation:

The lengths of individual shellfish in a population of 10,000 shellfish are approximately normally distributed with a mean of 10 centimeters and a standard deviation of 0.2 centimeters. To find the shortest interval that contains approximately 4,000 of the shellfish lengths, which is 40% of the population, we look at a normal distribution curve.

Since the distribution is symmetrical, we are interested in the interval around the mean that captures the central 40% of the data. The z-scores corresponding to the central 40% can be found using a z-table, or standard normal distribution table. However, without a z-table, we can infer that the 40% span will be less than one standard deviation away from the mean in either direction because one standard deviation from the mean (in both directions) encompasses about 68% of the data in a normal distribution.

Now, comparing the intervals given in the options:

  • Option 1 (9.6 to 10.4 cm) covers 4 standard deviations, which is way more than necessary for 40%.
  • Option 2 (9.8 to 10.2 cm) covers 2 standard deviations, still more than necessary.
  • Option 3 (9.9 to 10.1 cm) covers 1 standard deviation, closer but might not be the shortest interval.
  • Option 4 (9.95 to 10.05 cm) covers 0.5 standard deviations, and is likely the shortest interval that we are looking for.

Therefore, Option 4 (9.95 to 10.05 centimeters) is the shortest interval that contains approximately 4,000 shellfish lengths.

User Cristian Mora
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