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Least Squares Line of Best FitLeast Squares Line of Best Fit
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Question 1 of 13
1. Question
Solve for the equation of the least squares line of best fit.ˉx=12¯x=12ˉy=19¯y=19σx=1.8σx=1.8σy=4σy=4r=0.9r=0.9- y=y= (2)xx (-5)
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The Least Squares Line of Best Fit is a more accurate interpretation of a correlation.Gradient Formula
m=r⋅σyσxm=r⋅σyσxyy intercept Formula
b=ˉy−mˉxb=¯y−m¯xGradient-Intercept Form
y=y=mmx+x+bbFirst, use the gradient formula to find the gradient or slope of the line.mm == r⋅σyσxr⋅σyσx Gradient Formula == 0.9⋅41.80.9⋅41.8 Substitute values mm == 22 Next, find the yy intercept.bb == ˉy−mˉx¯y−m¯x yy intercept Formula == 19−(2)1219−(2)12 Substitute values == 19-2419−24 Evaluate bb == -5−5 Finally, substitute the values into the gradient-intercept formm=2m=2b=-5b=−5yy == mmx+x+bb Gradient-Intercept Form yy == 22x-x−55 Substitute values y=2x-5y=2x−5 -
Question 2 of 13
2. Question
The scores of 55 students for their Maths and Science tests were listed in a table. Find the equation of the least squares line of best fit.MathsMaths xx 81 65 70 52 87 ScienceScience yy 85 72 63 68 91 Round your answer to two decimal places- S=S= (0.69)MM (-26.81)
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The Least Squares Line of Best Fit is a more accurate interpretation of a correlation.Gradient Formula
m=r⋅σyσxm=r⋅σyσxyy intercept Formula
b=ˉy−mˉxb=¯y−m¯xGradient-Intercept Form
y=y=mmx+x+bbFirst, use a calculator and find the following values.Note that the steps may vary depending on the model of your calculator.(1)(1) Press on Mode and select Statistics.(2)(2) Choose the options for A+bxA+bx among the mode options.(3)(3) Input the xx values followed by the == button on the left column.(4)(4) Repeat the same steps for the yy values on the right column.(5)(5) Press AC to clear the values.(6)(6) Press Shift+1+4+1+4 and select the option for ˉx¯x to get the mean of xx.(7)(7) Press Shift+1+4+1+4 and select the option for σxσx to get the standard deviation of xx.(8)(8) Press Shift+1+4+1+4 and select the option for ˉy¯y to get the mean of yy.(9)(9) Press Shift+1+4+1+4 and select the option for σyσy to get the standard deviation of yy.(10)(10) Press Shift+1+5+1+5 to get the correlation coefficient (r)(r).Following the steps above, the given values would be the following:ˉx¯x == 71 (Maths)71 (Maths) ˉy¯y == 75.8 (Science)75.8 (Science) σxσx == 12.2812.28 σyσy == 10.5310.53 rr == 0.80.8 Next, use the gradient formula to find the gradient or slope of the line.mm == r⋅σyσxr⋅σyσx Gradient Formula == 0.8⋅10.5312.280.8⋅10.5312.28 Substitute values mm == 0.690.69 Next, find the yy intercept.bb == ˉy−mˉx¯y−m¯x yy intercept Formula == 75.68−(0.69)7175.68−(0.69)71 Substitute values bb == 26.8126.81 Finally, substitute the values into the gradient-intercept formm=0.69m=0.69b=26.81b=26.81yy == mmx+x+bb Gradient-Intercept Form yy == 0.690.69x+x+26.8126.81 Substitute values SS == 0.69M+26.810.69M+26.81 Change yy and xx to SS and MM respectively S=0.69M+26.81S=0.69M+26.81 -
Question 3 of 13
3. Question
The scores of 55 students for their Maths and Science tests were listed in a table. Draw the least square line of best fit given that its equation is S=0.69M+26.81S=0.69M+26.81.- 1.
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The Least Squares Line of Best Fit is a more accurate interpretation of a correlation.Gradient Formula
m=r⋅σyσxm=r⋅σyσxyy intercept Formula
b=ˉy−mˉxb=¯y−m¯xGradient-Intercept Form
y=y=mmx+x+bbFirst, create a table of values illustrating the values of Maths (x)(x) and Science (y)(y)We can use 00, 5050 and 100100 as test values of xx.xx 00 5050 100100 yy Next, recall that S=yS=y and M=xM=xSubstitute the values of xx to MM to solve for the yy values.x=0x=0SS == 0.69M+26.810.69M+26.81 SS == 0.69(0)+26.810.69(0)+26.81 Substitute x=0x=0 SS == 26.8126.81 x=50x=50SS == 0.69M+26.810.69M+26.81 SS == 0.69(50)+26.810.69(50)+26.81 Substitute x=50x=50 SS == 61.361.3 x=100x=100SS == 0.69M+26.810.69M+26.81 SS == 0.69(100)+26.810.69(100)+26.81 Substitute x=100x=100 SS == 95.895.8 xx 00 5050 100100 yy 26.8126.81 61.361.3 95.895.8 Finally, plot these three points and draw a line connecting them.S=0.69M+26.81S=0.69M+26.81 -
Question 4 of 13
4. Question
The weekly exercise routine and pulse rate of 1010 students were recorded on this table of values. Given that r=-0.99r=−0.99, find the equation of the least squares line of best fit.ExerciseExercise 0.5 1 2 3 4 5 6 7 8 9 BPMBPM 80 75 70 67 62 61 55 52 48 46 Round your answer to two decimal places- B=B= (-3.84)E+E+ (79.07)
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The Least Squares Line of Best Fit is a more accurate interpretation of a correlation.Gradient Formula
m=r⋅σyσxm=r⋅σyσxyy intercept Formula
b=ˉy−mˉxb=¯y−m¯xGradient-Intercept Form
y=y=mmx+x+bbFirst, use a calculator and find the following values.Note that the steps may vary depending on the model of your calculator.(1)(1) Press on Mode and select Statistics.(2)(2) Choose the options for A+bxA+bx among the mode options.(3)(3) Input the xx values followed by the == button on the left column.(4)(4) Repeat the same steps for the yy values on the right column.(5)(5) Press AC to clear the values.(6)(6) Press Shift+1+4+1+4 and select the option for ˉx¯x to get the mean of xx.(7)(7) Press Shift+1+4+1+4 and select the option for σxσx to get the standard deviation of xx.(8)(8) Press Shift+1+4+1+4 and select the option for ˉy¯y to get the mean of yy.(9)(9) Press Shift+1+4+1+4 and select the option for σyσy to get the standard deviation of yy.Following the steps above, the given values would be the following:ˉx¯x == 4.55 (Exercise)4.55 (Exercise) ˉy¯y == 61.6 (BPM)61.6 (BPM) σxσx == 2.802.80 σyσy == 10.8710.87 Next, use the gradient formula to find the gradient or slope of the line.rr == -0.99−0.99 mm == r⋅σyσxr⋅σyσx Gradient Formula == −0.99⋅10.872.80−0.99⋅10.872.80 Substitute values mm == -3.84−3.84 Next, find the yy intercept.bb == ˉy−mˉx¯y−m¯x yy intercept Formula == 61.6−(−3.84)4.5561.6−(−3.84)4.55 Substitute values bb == 79.0779.07 Finally, substitute the values into the gradient-intercept formm=-3.84m=−3.84b=79.07b=79.07yy == mmx+x+bb Gradient-Intercept Form yy == -3.84−3.84x+x+79.0779.07 Substitute values BB == -3.84E+79.07−3.84E+79.07 Change yy and xx to BB and EE respectively B=-3.84E+79.07B=−3.84E+79.07 -
Question 5 of 13
5. Question
The weekly exercise routine and pulse rate of 1010 students were recorded to this table of values. Draw the least square line of best fit given that its equation is B=-3.84E+79.07B=−3.84E+79.07.-
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The Least Squares Line of Best Fit is a more accurate interpretation of a correlation.Gradient Formula
m=r⋅σyσxm=r⋅σyσxyy intercept Formula
b=ˉy−mˉxb=¯y−m¯xGradient-Intercept Form
y=y=mmx+x+bbFirst, create a table of values illustrating the values of Exercise (x)(x) and BPM (y)(y)We can use 00, 55 and 1010 as test values of xx.xx 00 55 1010 yy Next, recall that B=yB=y and E=xE=xSubstitute the values of xx to EE to solve for the yy values.x=0x=0BB == -3.84E+79.07−3.84E+79.07 BB == -3.84(0)+79.07−3.84(0)+79.07 Substitute x=0x=0 BB == 79.0779.07 x=5x=5BB == -3.84E+79.07−3.84E+79.07 BB == -3.84(5)+79.07−3.84(5)+79.07 Substitute x=5x=5 BB == 59.8759.87 x=10x=10BB == -3.84E+79.07−3.84E+79.07 BB == -3.84(10)+79.07−3.84(10)+79.07 Substitute x=10x=10 BB == 40.6740.67 xx 00 55 1010 yy 79.0779.07 59.8759.87 40.6740.67 Finally, plot these three points and draw a line connecting them.B=-3.84E+79.07B=−3.84E+79.07 -
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Question 6 of 13
6. Question
The height and weight of 1010 girls were listed in a table of values. Find the equation of the least squares line of best fit.HeightHeight 162 167 179 162 149 154 144 157 172 160 WeightWeight 74 65 87 54 53 61 57 71 79 58 Round your answer to two decimal places- W=W= (0.86)HH (-72.22)
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The Least Squares Line of Best Fit is a more accurate interpretation of a correlation.Gradient Formula
m=r⋅σyσxm=r⋅σyσxyy intercept Formula
b=ˉy−mˉxb=¯y−m¯xGradient-Intercept Form
y=y=mmx+x+bbFirst, use a calculator and find the following values.Note that the steps may vary depending on the model of your calculator.(1)(1) Press on Mode and select Statistics.(2)(2) Choose the options for A+bxA+bx among the mode options.(3)(3) Input the xx values followed by the == button on the left column.(4)(4) Repeat the same steps for the y values on the right column.(5) Press AC to clear the values.(6) Press Shift+1+4 and select the option for ˉx to get the mean of x.(7) Press Shift+1+4 and select the option for σx to get the standard deviation of x.(8) Press Shift+1+4 and select the option for ˉy to get the mean of y.(9) Press Shift+1+4 and select the option for σy to get the standard deviation of y.(10) Press Shift+1+5 to get the correlation coefficient (r).Following the steps above, the given values would be the following:ˉx = 160.6 (Height) ˉy = 65.9 (Weight) σx = 9.90 σy = 10.88 r = 0.78 Next, use the gradient formula to find the gradient or slope of the line.m = r⋅σyσx Gradient Formula = 0.78⋅10.889.90 Substitute values m = 0.86 Next, find the y intercept.b = ˉy−mˉx y intercept Formula = 65.9−(0.86)160.6 Substitute values b = -72.22 Finally, substitute the values into the gradient-intercept formm=0.86b=-72.22y = mx+b Gradient-Intercept Form y = 0.86x-72.22 Substitute values W = 0.86H-72.22 Change y and x to W and H respectively W=0.86H-72.22 -
Question 7 of 13
7. Question
The height and weight of 10 girls were listed in a table of values. Given that the equation of the least square line of best fit is W=0.86H-72.22, find the weight of a girl with a height of 175 cm.Round your answer to two decimal places- W= (77.73) kg
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The Least Squares Line of Best Fit is a more accurate interpretation of a correlation.Gradient Formula
m=r⋅σyσxy intercept Formula
b=ˉy−mˉxGradient-Intercept Form
y=mx+bSince we are given the value H=175, we can substitute it to the formula and solve for the weight (W).W = 0.86H-72.22 W = 0.86(175)-72.22 Substitute H=175 W = 77.73 W=77.73 kg -
Question 8 of 13
8. Question
The height and arm span of 8 female swimmers were listed in a table of values. Find the means, standard deviation and the correlation coefficient of the two set of values.Height 189 190 197 186 195 185 192 196 Arm Span 190 191 199 187 198 186 194 200 Round your answer to three decimal places-
(i) ˉx= (191.25)(ii) ˉy= (190.125)(iii) σx= (4.235)(iv) σy= (5.110)(v) r= (0.99)
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The Least Squares Line of Best Fit is a more accurate interpretation of a correlation.Gradient Formula
m=r⋅σyσxy intercept Formula
b=ˉy−mˉxGradient-Intercept Form
y=mx+bLet x represent Height=HLet y represent Arm Span=SFirst, use a calculator and find the following values.Note that the steps may vary depending on the model of your calculator.(1) Press on Mode and select Statistics.(2) Choose the options for A+bx among the mode options.(3) Input the x values followed by the = button on the left column.(4) Repeat the same steps for the y values on the right column.(5) Press AC to clear the values.(6) Press Shift+1+4 and select the option for ˉx to get the mean of x.(7) Press Shift+1+4 and select the option for σx to get the standard deviation of x.(8) Press Shift+1+4 and select the option for ˉy to get the mean of y.(9) Press Shift+1+4 and select the option for σy to get the standard deviation of y.(10) Press Shift+1+5 to get the correlation coefficient (r).Following the steps above, the given values would be the following:ˉx = 191.25 (Height) ˉy = 190.125 (Arm Span) σx = 4.235 σy = 5.110 r = 0.99 ˉx=191.25ˉy=190.125σx=4.235σy=5.110r=0.99 -
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Question 9 of 13
9. Question
The height and arm span of 8 female swimmers were listed in a table of values. Find the equation of the least squares line of best fit.Height 189 190 197 186 195 185 192 196 Arm Span 190 191 199 187 198 186 194 200 Round your answer to three decimal places- S= (1.195)H (-35.419)
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The Least Squares Line of Best Fit is a more accurate interpretation of a correlation.Gradient Formula
m=r⋅σyσxy intercept Formula
b=ˉy−mˉxGradient-Intercept Form
y=mx+bFrom the previous question, the given values would be the following:ˉx = 191.25 (Height) ˉy = 190.125 (Arm Span) σx = 4.235 σy = 5.110 r = 0.99 Use the gradient formula to find the gradient or slope of the line.m = r⋅σyσx Gradient Formula = 0.99⋅5.114.235 Substitute values m = 1.195 Next, find the y intercept.b = ˉy−mˉx y intercept Formula = 190.125−(1.195)191.25 Substitute values b = -35.419 Finally, substitute the values into the gradient-intercept formm=1.195b=-35.419y = mx+b Gradient-Intercept Form y = 1.195x-35.419 Substitute values S = 1.195H-35.419 Change y and x to S and H respectively S=1.195H-35.419 -
Question 10 of 13
10. Question
The height and arm span of 8 female swimmers were listed in a table of values. Given that the equation of the least square line of best fit is S=1.195H-35.419, find the arm span of a girl with a height of 201 cm.Round your answer to three decimal places- S= (204.776) cm
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The Least Squares Line of Best Fit is a more accurate interpretation of a correlation.Gradient Formula
m=r⋅σyσxy intercept Formula
b=ˉy−mˉxGradient-Intercept Form
y=mx+bSince we are given the value H=201, we can substitute it to the formula and solve for the arm span (S).S = 1.195H-35.419 S = 1.195(201)-35.419 Substitute H=201 S = 204.776 S=204.776 cm -
Question 11 of 13
11. Question
The height and weight of 10 girls were listed in a table of values. Draw the least square line of best fit given that its equation is W=0.86H-72.22.-
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The Least Squares Line of Best Fit is a more accurate interpretation of a correlation.Gradient Formula
m=r⋅σyσxy intercept Formula
b=ˉy−mˉxGradient-Intercept Form
y=mx+bFirst, create a table of values illustrating the values of Height (x) and Weight (y)We can use 145, 160 and 180 as test values of x.x 145 160 180 y Next, recall that W=y and H=xSubstitute the values of x to H to solve for the y values.x=145W = 0.86H-72.22 W = 0.86(145)-72.22 Substitute x=145 W = 52.48 x=160W = 0.86H-72.22 W = 0.86(160)-72.22 Substitute x=160 W = 65.30 x=180W = 0.86H-72.22 W = 0.86(180)-72.22 Substitute x=180 W = 82.58 x 145 160 180 y 52.48 65.30 82.58 Finally, plot these three points and draw a line connecting them.W=0.86H-72.22 -
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Question 12 of 13
12. Question
Solve for the gradient given the following values.ˉx=28.5ˉy=53.4b=-3.6- m= (2)
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The Least Squares Line of Best Fit is a more accurate interpretation of a correlation.Gradient Formula
m=r⋅σyσxy intercept Formula
b=ˉy−mˉxGradient-Intercept Form
y=mx+bUse the gradient-intercept form and substitute the known values to solve for mUse ˉy and ˉx as substitute for y and x, respectively.b=-3.6ˉx=28.5ˉy=53.4ˉy = mˉx+b Gradient-Intercept Form 53.4 = (m)28.5-3.6 Substitute values 53.4 +3.6 = 28.5m-3.6 +3.6 Add 3.6 to both sides 57÷28.5 = 28.5m÷28.5 Divide both sides by 28.5 2 = m m = 2 m=2 -
Question 13 of 13
13. Question
Solve for the y intercept given the following values.ˉx=40.5ˉy=51.2m=25- b= (35)
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The Least Squares Line of Best Fit is a more accurate interpretation of a correlation.Gradient Formula
m=r⋅σyσxy intercept Formula
b=ˉy−mˉxGradient-Intercept Form
y=mx+bSubstitute the known values to the y intercept formula.m=25ˉx=40.5ˉy=51.2b = ˉy−mˉx y intercept Formula = 51.2−(25)40.5 Substitute values = 51.2-16.2 Evaluate b = 35 b=35