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The blood pressures, p mmHg, and the ages, t years, of 7 hospital patients are shown in the table below - Edexcel - A-Level Maths Statistics - Question 6 - 2010 - Paper 1

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The blood pressures, p mmHg, and the ages, t years, of 7 hospital patients are shown in the table below. | Patient | A | B | C | D | E | F | G | |---------|-... show full transcript

Worked Solution & Example Answer:The blood pressures, p mmHg, and the ages, t years, of 7 hospital patients are shown in the table below - Edexcel - A-Level Maths Statistics - Question 6 - 2010 - Paper 1

Step 1

Find $S_{t}$, $S_{p}$, and $S_{tp}$ for these data.

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Answer

To find the values for StS_{t}, SpS_{p}, and StpS_{tp}, we must first calculate:

  1. St=t(t)2nS_{t} = \sum t - \frac{(\sum t)^{2}}{n} = 18181 - 16319.29 = 862.71$$
  2. Sp=p(p)2nS_{p} = \sum p - \frac{(\sum p)^{2}}{n} = 106397 - 101672.71 = 4724.29$$
  3. Stp=tp(t)(p)nS_{tp} = \sum tp - \frac{(\sum t)(\sum p)}{n} = 42948 - 39914.71 = 3033.29$$

Step 2

Calculate the product moment correlation coefficient for these data.

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Answer

The product moment correlation coefficient, rr, is calculated by the formula:

r=ntp(t)(p)[nt2(t)2][np2(p)2]r = \frac{n \sum tp - (\sum t)(\sum p)}{\sqrt{[n \sum t^{2} - (\sum t)^{2}] \cdot [n \sum p^{2} - (\sum p)^{2}]}}

With the known values:

  • n=7n = 7
  • t=341\sum t = 341
  • p=833\sum p = 833,
  • t2=18181\sum t^{2} = 18181
  • p2=106397\sum p^{2} = 106397
  • tp=42948\sum tp = 42948,

Plugging in these values gives:

r=7(42948)(341)(833)[7(18181)3412][7(106397)8332]r = \frac{7(42948) - (341)(833)}{\sqrt{[7(18181) - 341^{2}][7(106397) - 833^{2}]}}

Calculating this yields:

r=0.701373r = 0.701373

Step 3

Interpret the correlation coefficient.

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Answer

The correlation coefficient, r=0.701373r = 0.701373, indicates a strong positive linear relationship between age and blood pressure. This suggests that as one variable increases, the other tends to increase as well.

Step 4

On the graph paper on page 17, draw the scatter diagram of blood pressure against age for these 7 patients.

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Answer

To plot the scatter diagram, plot each patient’s age against their corresponding blood pressure on a graph, marking each data point clearly. The x-axis represents age and the y-axis represents blood pressure. Ensure to label the axes appropriately.

Step 5

Find the equation of the regression line of p on t.

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Answer

The regression line can be determined using the formula:

p=a+btp = a + bt

Where:

  • b=StpStb = \frac{S_{tp}}{S_{t}}
  • a=pˉbtˉa = \bar{p} - b \bar{t}

Using the calculated values:

  • StpS_{tp} and StS_{t} from (a) get:
  • After substituting, the regression equation yields:

p=45.5+1.5tp = 45.5 + 1.5t

Step 6

Plot your regression line on your scatter diagram.

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Answer

To plot the regression line, calculate pp for a range of tt values and plot the resulting points on the scatter diagram, then draw a line through these points to represent the regression line.

Step 7

Use your regression line to estimate the blood pressure of a 40 year old patient.

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Answer

Using the regression equation:

p=45.5+1.5(40)=45.5+60=105.5p = 45.5 + 1.5(40) = 45.5 + 60 = 105.5

Thus, the estimated blood pressure for a 40-year-old patient is approximately 106 mmHg.

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