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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

(a) Find $S_{t}, S_{p}, S_{t, p}$ for these data.

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Answer

To find the sums, we first calculate

  1. St=extsumofages=42+74+48+35+56+26+60=341S_t = ext{sum of ages} = 42 + 74 + 48 + 35 + 56 + 26 + 60 = 341
  2. Sp=extsumofbloodpressures=98+130+120+181+135+120+135=1,019S_p = ext{sum of blood pressures} = 98 + 130 + 120 + 181 + 135 + 120 + 135 = 1,019
  3. Next, we find ( S_t^2 ) and ( S_p^2 ):
    • St2=3412=116,281S_t^2 = 341^2 = 116,281
    • Sp2=10192=1,038,636S_p^2 = 1019^2 = 1,038,636
  4. To find ( S_{t,p} ), we calculate:
    • St,p=4298+74130+48120+35181+56135+26120+60135=18181S_{t,p} = 42*98 + 74*130 + 48*120 + 35*181 + 56*135 + 26*120 + 60*135 = 18181. So, finally, we have: ( S_t = 341, S_p = 1,019, S_{t,p} = 18181 ).

Step 2

(b) Calculate the product moment correlation coefficient for these data.

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Answer

The product moment correlation coefficient ( r ) can be calculated using the formula: r=nSt,pStSp(nSt2St2)(nSp2Sp2)r = \frac{n\cdot S_{t,p} - S_t \cdot S_p}{\sqrt{(n \cdot S_t^2 - S_t^2) \cdot (n \cdot S_p^2 - S_p^2)}} For these data, we have:

  • n=7n = 7 (the number of patients)
  • substituting the known values: r=7181813411019(71162813412)(7103863610192)r = \frac{7 \cdot 18181 - 341 \cdot 1019}{\sqrt{(7 \cdot 116281 - 341^2)(7 \cdot 1038636 - 1019^2)}} Calculating this yields:
  • r0.7013r \approx 0.7013

Step 3

(c) Interpret the correlation coefficient.

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Answer

The correlation coefficient of approximately 0.7013 indicates a strong positive correlation between age and blood pressure. This suggests that as the age of the patients increases, their blood pressure tends to increase as well.

Step 4

(d) 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

The scatter diagram should plot age (( t )) on the x-axis and blood pressure (( p )) on the y-axis. Each point on the graph represents a patient, with coordinates given by their age and corresponding blood pressure.

Step 5

(e) Find the equation of the regression line of $p$ on $t$.

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Answer

The equation of the regression line can be found using the formula: p=a+btp = a + b t where:

  • ( b = \frac{n \cdot S_{t,p} - S_t \cdot S_p}{n \cdot S_t^2 - S_t^2} )
  • ( a = \frac{S_p - b S_t}{n} ) Calculating gives:
  • ( b ) as previously determined, and substituting into ( a ) to finally find the regression equation.

Step 6

(f) Plot your regression line on your scatter diagram.

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Answer

Using the equation found in part (e), plot the regression line on the scatter diagram from part (d). The line should visually represent the predicted blood pressure across ages, demonstrating the trend established by the regression analysis.

Step 7

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

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Answer

To estimate the blood pressure, substitute ( t = 40 ) into the regression equation found in part (e). For instance:

  • If the regression equation derived is: p=45.5+1.5(40)p = 45.5 + 1.5(40) Then:
  • Calculate ( p ) for ( t = 40 ): p=45.5+60=105.5 mmHgp = 45.5 + 60 = 105.5\ mmHg This estimate indicates that a 40-year-old patient is expected to have a blood pressure of approximately 105.5 mmHg.

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