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Magali is studying the mean total cloud cover, in oktas, for Leuchars in 1987 using data from the large data set - Edexcel - A-Level Maths Statistics - Question 4 - 2019 - Paper 1

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Magali is studying the mean total cloud cover, in oktas, for Leuchars in 1987 using data from the large data set. The daily mean total cloud cover for all 184 days f... show full transcript

Worked Solution & Example Answer:Magali is studying the mean total cloud cover, in oktas, for Leuchars in 1987 using data from the large data set - Edexcel - A-Level Maths Statistics - Question 4 - 2019 - Paper 1

Step 1

Find the probability that it has a daily mean total cloud cover of 6 or greater.

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Answer

To find the probability of having a daily mean total cloud cover of 6 or greater, we sum the frequencies of the days with cloud covers greater than or equal to 6:

  • Daily mean total cloud cover (oktas): 6, 7, 8
  • Frequency: 2 + 2 + 28 = 32

The total number of days is 184. So, the probability is:

P(X6)=32184=0.173913...0.174P(X \geq 6) = \frac{32}{184} = 0.173913... \approx 0.174

Step 2

find $P(X > 6)$

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Answer

To find P(X>6)P(X > 6), we need to calculate:

P(X>6)=1P(X6)P(X > 6) = 1 - P(X \leq 6)

We already calculated a part of this:

P(X6)=P(X=0)+P(X=1)+P(X=2)+P(X=3)+P(X=4)+P(X=5)+P(X=6)P(X \leq 6) = P(X = 0) + P(X = 1) + P(X = 2) + P(X = 3) + P(X = 4) + P(X = 5) + P(X = 6)

The respective frequencies sum to:

0 + 1 + 4 + 7 + 10 + 52 + 0 = 74.

So,

P(X>6)=1741840.597826...0.598P(X > 6) = 1 - \frac{74}{184} \approx 0.597826... \approx 0.598

Step 3

find, to 1 decimal place, the expected number of days in a sample of 184 days with a daily mean total cloud cover of 7.

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Answer

Using Magali's model XB(8,0.76)X \sim B(8, 0.76), we find the expected value:

E(X)=npE(X) = n \cdot p

Where:

  • n = 184
  • p = P(X = 7) calculated from the binomial distribution.

The calculation yields an expected number of days with a daily mean total cloud cover of 7:

Expected days=184P(X=7)51.7\text{Expected days} = 184 \cdot P(X = 7) \approx 51.7

So the expected number is approximately 51.7 days.

Step 4

Explain whether or not your answers to part (b) support the use of Magali’s model.

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Answer

Part (a) and part (b)(i) are similar, and the expected number of 7s (51.7) matches with the number of 7s found in the data set (52). Therefore, Magali's model is supported.

Step 5

Comment on the proportion of these days when the daily mean total cloud cover was 6 or greater.

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Answer

To find the proportion of days when the daily mean total cloud cover was 6 or greater, we refer to the data. There were 28 days with a daily mean total cloud cover of 8 and a total of:

  • Days with 6 or greater = 2 + 2 + 28 = 32.

So, the proportion is:

3228=1.142857...1.143\frac{32}{28} = 1.142857... \approx 1.143

This indicates that the proportion is greater than 1, which implies that on average, the previous day's cloud cover is high.

Step 6

Comment on Magali’s model in light of your answers to part (d).

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Answer

Given that the proportion of high cloud cover days (1.143) is greater than what Magali’s model predicts (given independence), this indicates that the binomial model may not be suitable as it assumes independence between days.

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