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18.10.2021 •
Mathematics
The average American man consumes 9.6 grams of sodium each day. Suppose that the sodium consumption of American men is normally distributed with a standard deviation of 1 grams. Suppose an American man is randomly chosen. Let X = the amount of sodium consumed. Round all numeric answers to 4 decimal places where possible.
a. What is the distribution of X? X ~ N(
,
)
b. Find the probability that this American man consumes between 9.1 and 10.7 grams of sodium per day.
c. The middle 30% of American men consume between what two weights of sodium?
Low:
High:
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Ответ:
In 93.12% of the samples the sample mean height would be between 135 and 155 cm
Step-by-step explanation:
To solve this question, we have to understand the normal probability distribution and the central limit theorem.
Normal probability distribution:
Problems of normally distributed samples can be solved using the z-score formula.
In a set with mean
and standard deviation
, the zscore of a measure X is given by:
The Z-score measures how many standard deviations the measure is from the mean. After finding the Z-score, we look at the z-score table and find the p-value associated with this z-score. This p-value is the probability that the value of the measure is smaller than X, that is, the percentile of X. Subtracting 1 by the pvalue, we get the probability that the value of the measure is greater than X.
Central limit theorem:
The Central Limit Theorem estabilishes that, for a random variable X, with mean
and standard deviation
, the sample means with size n can be approximated to a normal distribution with mean
and standard deviation ![s = \frac{\sigma}{\sqrt{n}}](/tpl/images/0541/2487/a95e6.png)
In this problem, we have that:
In what percentage of the samples would the sample mean height be between 135 and 155 cm?
This is the pvalue of Z when X = 155 subtracted by the pvalue of Z when X = 135. So
X = 155
By the Central Limit Theorem
X = 135
0.9656 - 0.0344 = 0.9312
In 93.12% of the samples the sample mean height would be between 135 and 155 cm