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The number of hours of sunshine each day, y, for the month of July at Heathrow are summarised in the table below - Edexcel - A-Level Maths Statistics - Question 1 - 2017 - Paper 2

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The number of hours of sunshine each day, y, for the month of July at Heathrow are summarised in the table below. Hours Frequency 0 ≤ y < 5 12 5 ≤ y < 8 6 8 ≤ y ... show full transcript

Worked Solution & Example Answer:The number of hours of sunshine each day, y, for the month of July at Heathrow are summarised in the table below - Edexcel - A-Level Maths Statistics - Question 1 - 2017 - Paper 2

Step 1

Find the width and the height of the 0 ≤ y < 5 group.

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Answer

The width of the 0 ≤ y < 5 group can be determined as follows:

  • The range of hours is from 0 to 5, making the width equal to:

50=5 hours5 - 0 = 5 \text{ hours}

  • The height of the bar representing this group in the histogram is found by dividing its frequency (12) by its width (5):

Height=12 (frequency)5 (width)=2.4 cm\text{Height} = \frac{12 \text{ (frequency)}}{5 \text{ (width)}} = 2.4 \text{ cm}

Step 2

Use your calculator to estimate the mean and the standard deviation of the number of hours of sunshine each day, for the month of July at Heathrow.

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Answer

To find the mean (yˉ\bar{y}), we use:

yˉ=fiyifi\bar{y} = \frac{\sum f_i y_i}{\sum f_i}

where fif_i is the frequency and yiy_i is the midpoint for each group. Calculating the midpoints and their weighted sum gives:

  • For 0 ≤ y < 5: Midpoint = 2.5, Contribution = 12 * 2.5
  • For 5 ≤ y < 8: Midpoint = 6.5, Contribution = 6 * 6.5
  • For 8 ≤ y < 11: Midpoint = 9.5, Contribution = 8 * 9.5
  • For 11 ≤ y < 12: Midpoint = 11.5, Contribution = 3 * 11.5
  • For 12 ≤ y < 14: Midpoint = 13, Contribution = 2 * 13

Now, sum them up:

fiyi=30+39+76+34.5+26=205.5\sum f_i y_i = 30 + 39 + 76 + 34.5 + 26 = 205.5

Total frequency:

fi=12+6+8+3+2=31\sum f_i = 12 + 6 + 8 + 3 + 2 = 31

Thus, the mean is:

yˉ=205.5316.63 hours\bar{y} = \frac{205.5}{31} \approx 6.63 \text{ hours}

For the standard deviation (σ\sigma):

  1. Calculate fi(yiyˉ)2\sum f_i (y_i - \bar{y})^2 and then

divide by the total frequency to get variance.

  1. Finally, take the square root to find standard deviation.

Step 3

State, giving a reason, whether or not the calculations in part (b) support Thomas’ belief.

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Answer

The mean number of hours of sunshine at Heathrow is higher compared to that of Hurn (5.98 hours). Additionally, the standard deviation of hours of sunshine at Heathrow is smaller (4.12 hours for Hurn compared to that from Heathrow). This suggests that the variance in sunshine hours is lower at Heathrow, supporting Thomas’ belief that further south yields a more consistent pattern of sunshine hours.

Step 4

Estimate the number of days in July at Heathrow where the number of hours of sunshine is more than 1 standard deviation above the mean.

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Answer

First, calculate 1 standard deviation above the mean. If the standard deviation (from calculation) is approximately:\n σ3.69 hours\sigma \approx 3.69 \text{ hours}

Then:

Threshold=yˉ+σ=6.63+3.6910.32 hours\text{Threshold} = \bar{y} + \sigma = 6.63 + 3.69 \approx 10.32 \text{ hours}

Next, find the number of days exceeding this threshold, using the frequency table for estimation.

Step 5

Use Helen’s model to predict the number of days in July at Heathrow when the number of hours of sunshine is more than 1 standard deviation above the mean.

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Answer

Using Helen’s model, we find:

P(H>10.3) or P(Z>1) (standard normal transformation)P(H > 10.3) \text{ or } P(Z > 1)\text{ (standard normal transformation)}

Given the parameters, we predict:

=310.158655...4.9 days= 31 * 0.158655... \approx 4.9 \text{ days}.

Thus, it can be approximated to either 4 or 5 days.

Step 6

Use your answers to part (d) and part (e) to comment on the suitability of Helen’s model.

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Answer

Comparing part (d) and part (e): If Helen’s model predicts around 5 days while calculations from the actual frequency produce a different number, there may be discrepancies. Furthermore, such a close average number suggests that Helen's model might not be fully suitable, as observed sunshine hours may not align perfectly with her projection.

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