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28 Mar Using the Framingham Heart Study dataset provide

Posted at 16:07h in Mathematics / Statistics by

 

ng the Framingham Heart Study dataset provided, perform the ANOVA multivariable linear regression analysis using BMI as a continuous variable. Before conducting the analysis, be sure that all participants have complete data on all analysis variables.

Describe how each characteristic is related to BMI. Are crude and multivariable effects similar? What might explain or account for any differences?

H0 The BMI is not related to the patient characteristics of Glucose, Angina, Stroke, CVD, and Hypertension in the Framingham Heart Study. (Null Hypothesis)

H1 The BMI is related to the patient characteristics of Glucose, Angina, Stroke, CVD, and Hypertension in the Framingham Heart Study. (Alternative Hypothesis)

Upload both Excel sheet into R Studio. (Refer to Chapters 7 & 12 in Introductory Statistics with R or pages 111-122 in EXCEL statistics A quick guide T.Test). Conduct the simple linear regression (ANOVA) by using the Excel Regression tool in the Data Analysis Toolpak.

Remember SEX is coded 1=male and 2=female.

Ensure to submit the following requirements for the assignment:

  • Present your findings in a Word document by copying and pasting the ANOVA table into the document.
  • Your paper must be written with a title page, an introduction, a discussion where you interpret the meaning of the ANOVA , and a conclusion should be included.
  • Your submission should be 3-4 pages to discuss and display your findings.
  • Provide support for your statements with in-text citations from a minimum of two scholarly, peer-reviewed articles. One of these sources may be from the class readings, textbook, or lectures, but the others must be external. The Saudi Digital Library is a good place to find these sources and should be your primary resource for conducting research.
  • Follow APA 7th edition and Saudi Electronic University writing standards

Framingham Heart Study

SEX AGE SYSBP DIABP BMI DIABETES BPMEDS HEARTRTE GLUCOSE DEATH ANGINA HOSPMI MI_FCHD ANYCHD STROKE CVD HYPERTEN
1 39 106 70 26.97 0 0 80 77 0 0 1 1 1 0 1 0
2 46 121 81 28.73 0 0 95 76 0 0 0 0 0 0 0 0
2 52 105 69.5 29.43 0 0 80 86 0 0 0 0 0 0 0 0
2 58 108 66 28.5 0 0 80 71 0 0 0 0 0 0 0 0
1 48 127.5 80 25.34 0 0 75 70 0 0 0 0 0 0 0 0
1 54 141 89 25.34 0 0 75 87 0 0 0 0 0 0 0 0
2 61 150 95 28.58 0 0 65 103 1 0 0 0 0 1 1 1
2 67 183 109 30.18 0 0 60 89 1 0 0 0 0 1 1 1
2 46 130 84 23.1 0 0 85 85 0 0 0 0 0 0 0 1
2 51 109 77 23.48 0 0 90 72 0 0 0 0 0 0 0 1
2 43 180 110 30.3 0 0 77 99 0 0 0 1 1 0 1 1
2 49 177 102 31.36 0 1 120 86 0 0 0 1 1 0 1 1
2 55 180 106 31.17 1 1 86 81 0 0 0 1 1 0 1 1
2 63 138 71 33.11 0 0 60 85 0 1 0 0 1 0 0 1
2 70 149 81 36.76 0 0 80 98 0 1 0 0 1 0 0 1
2 45 100 71 21.68 0 0 79 78 0 0 0 0 0 0 0 1
2 57 110 46 22.02 0 0 75 87 0 0 0 0 0 0 0 1
1 52 141.5 89 26.36 0 0 76 79 0 0 0 0 0 0 0 1
1 58 132 90 25.39 0 0 85 81 0 0 0 0 0 0 0 1
1 64 168 100 25.72 0 0 92 82 0 0 0 0 0 0 0 1
1 43 162 107 23.61 0 0 93 88 0 0 0 0 0 0 0 1
1 49 147 102 27.5 0 1 75 74 0 0 0 0 0 0 0 1
1 55 173 123 29.11 0 1 75 85 0 0 0 0 0 0 0 1
2 50 133 76 22.91 0 0 75 76 0 0 0 0 0 0 0 0
2 43 131 88 27.64 0 0 72 61 0 0 0 0 0 0 0 0
1 46 142 94 26.31 0 0 98 64 0 0 0 0 0 0 0 1
1 52 165 92 26.44 0 0 105 71 0 0 0 0 0 0 0 1
2 41 124 88 31.31 0 1 65 84 1 0 0 0 0 0 0 1
2 47 120 80 27.98 0 1 75 74 1 0 0 0 0 0 0 1
2 53 124 78 26.62 0 0 68 135 1 0 0 0 0 0 0 1
2 46 136 89 21.24 0 0 110 76 1 0 0 0 0 0 0 1
2 51 141 81 24.77 0 0 85 97 1 0 0 0 0 0 0 1
2 38 140 90 21.35 0 0 95 70 1 0 0 0 0 0 0 1
1 48 138 90 22.37 0 0 64 72 0 0 0 0 0 0 0 1
1 60 144.5 80 22.96 0 0 57 91 0 0 0 0 0 0 0 1
2 46 112 78 23.38 0 0 80 89 1 0 0 0 0 0 0 0
2 38 122 84.5 23.24 0 0 75 78 0 0 0 0 0 0 0 1
2 44 139 95 30.05 0 1 90 80 0 0 0 0 0 0 0 1
2 49 163 96 31.45 0 0 82 84 0 0 0 0 0 0 0 1
1 41 139 88 26.88 0 0 85 65 0 0 0 0 0 0 0 1
1 47 160 101 26.28 0 0 90 69 0 0 0 0 0 0 0 1
1 53 152.5 101 26.43 0 0 105 78 0 0 0 0 0 0 0 1
2 42 108 70.5 21.59 0 0 72 85 0 0 0 0 0 0 0 1
2 48 122 77.5 21.77 0 0 75 89 0 0 0 0 0 0 0 1
2 54 126 75 21.59 0 0 85 102 0 0 0 0 0 0 0 1
2 49 127 84 34.55 0 0 65 85 0 0 0 0 0 0 0 1
2 52 148 78 34.17 0 0 70 113 1 0 1 1 1 0 1 1
2 58 162 78 33.29 1 0 60 123 1 0 1 1 1 0 1 1
2 64 159 69 32.93 1 0 70 230 1 0 1 1 1 0 1 1
2 52 132 82 25.11 0 0 71 75 0 0 0 0 0 0 0 1
2 58 151 86 22.73 0 0 80 93 0 0 0 0 0 0 0 1
2 64 150 89 24.01 0 0 90 80 0 0 0 0 0 0 0 1
1 44 137.5 90 21.96 0 0 75 83 0 0 0 0 0 0 0 1
1 50 134 88 23.81 0 0 80 82 0 0 0 0 0 0 0 1
1 56 132 70 22.73 0 0 100 90 0 0 0 0 0 0 0 1
1 47 102 68 24.18 0 0 62 66 1 0 1 1 1 0 1 0
2 66 126 82 25.43 0 0 60 77 0 1 0 0 1 0 0 1
2 72 109 60 26.2 0 0 80 100 0 1 0 0 1 0 0 1
1 35 132 91 26.09 0 0 73 83 0 0 0 0 0 0 0 1
1 41 123 82 25.01 0 0 75 67 0 0 0 0 0 0 0 1
1 47 131 90 26.77 0 0 70 76 0 0 0 0 0 0 0 1
2 61 182 121 32.8 0 0 85 65 1 0 0 1 1 0 1 1
2 60 130 88 30.36 0 0 72 74 1 0 0 0 0 1 1 1
2 66 135 75 30.16 0 0 76 76 1 0 0 0 0 1 1 1
2 72 157 87 29.55 1 0 65 73 1 0 0 0 0 1 1 1
1 36 102 68 28.15 0 0 60 63 0 0 0 0 0 0 0 1
1 42 126 90 29.84 0 0 55 65 0 0 0 0 0 0 0 1
1 48 125 83 34.34 0 0 58 96 0 0 0 0 0 0 0 1
1 43 115 85.5 27.57 0 0 75 75 0 0 0 0 0 0 0 1
1 49 123 86 27.86 0 0 75 66 0 0 0 0 0 0 0 1
1 55 129 85 26.4 0 0 84 69 0 0 0 0 0 0 0 1
1 40 125 90 23.62 0 0 86 79 0 1 1 1 1 0 0 1
1 46 118 90 23.34 0 60 78 0 1 1 1 1 0 0 1
1 53 148 89 22.78 0 0 80 110 0 1 1 1 1 0 0 1
2 59 150 85 20.77 0 0 90 88 1 0 0 0 0 1 1 1
1 61 134 82.5 18.59 0 0 72 75 1 1 0 0 1 0 0 1
1 67 133 74 17.65 0 0 75 74 1 1 0 0 1 0 0 1
1 73 145 85 17.28 0 0 88 80 1 1 0 0 1 0 0 1
1 62 125 74.5 25.9 0 0 65 73 1 1 0 0 1 0 0 0
1 54 147 74 24.71 0 0 96 87 1 0 0 1 1 0 1 1
1 59 141 63 22.33 0 0 65 75 1 0 0 1 1 0 1 1
1 37 124.5 92.5 38.53 0 0 95 83 0 0 0 0 0 0 0 1
1 43 156 109 38.53 0 0 85 67 0 0 0 0 0 0 0 1
1 49 190 123 45.43 0 1 100 73 0 0 0 0 0 0 0 1
1 56 153.5 102 28.09 0 0 72 75 0 0 0 0 0 1 1 1
1 61 177 107 29.86 0 0 75 77 0 0 0 0 0 1 1 1
1 67 157 95 29.86 0 0 88 99 0 0 0 0 0 1 1 1
1 52 160 98 40.11 1 0 75 225 1 0 0 0 0 1 1 1
1 58 173 90 36.88 1 0 72 200 1 0 0 0 0 1 1 1
2 42 153 101 28.93 0 0 60 90 0 0 0 0 0 1 1 1
2 54 202 111 26.63 0 0 63 80 0 0 0 0 0 1 1 1
1 36 111 73 27.78 0 0 71 80 0 0 0 0 0 0 0 0
1 42 112 80 28.08 0 0 65 81 0 0 0 0 0 0 0 0
2 43 116.5 80 26.87 0 0 68 78 0 0 0 0 0 0 0 0
2 48 118.5 79 30.34 0 0 75 91 0 0 0 0 0 0 0 0
2 54 100 75 29.82 0 0 70 68 0 0 0 0 0 0 0 0
2 41 122 78 23.28 0 0 75 74 0 0 0 0 0 0 0 0
2 47 117 82 23.65 0 0 85 92 0 0 0 0 0 0 0 0
2 53 127 77 25.68 0 0 90 115 0 0 0 0 0 0 0 0
2 58 135 75 26.55 0 1 75 105 1 1 1 1 1 0 1 1
1 54 132 83.5 26.21 0 0 75 100 0 1 0 0 1 0 1 1
1 60 133 77 25.58 0 0 80 74 0 1 0 0 1 0 1 1
1 66 139 72 27 0 0 74 77 0 1 0 0 1 0 1 1
2 53 206 92 21.51 1 1 76 215 1 0 0 0 0 0 0 1
2 59 160 80 22.52 1 1 80 269 1 0 0 0 0 0 0 1
2 49 96 63 20.68 0 0 65 98 0 0 0 0 0 0 0 0
2 55 112 70 20.64 0 0 75 107 0 0 0 0 0 0 0 0
2 61 112 80 21.96 0 63 138 0 0 0 0 0 0 0 0
2 65 179.5 114 30.47 0 0 90 87 1 0 0 1 1 1 1 1
1 46 119 77.5 23.59 0 0 75 74 0 0 0 0 0 0 0 1
1 52 124 80 23.45 0 0 75 71 0 0 0 0 0 0 0 1
1 58 135 70 25.68 0 0 90 93 0 0 0 0 0 0 0 1
2 63 116 69 22.15 0 0 95 75 1 0 0 0 0 0 0 0
1 36 139 93 24.33 0 80 62 1 1 1 1 1 0 1 1
1 43 152 105 25.27 0 0 70 86 1 1 1 1 1 0 1 1
1 49 142 90.5 24.33 0 0 70 61 1 1 1 1 1 0 1 1
2 63 156.5 92.5 27.1 0 0 60 79 1 0 0 0 0 0 0 1
2 70 198 105 26.93 0 1 65 76 1 0 0 0 0 0 0 1
1 51 112 66 23.47 0 0 90 95 0 0 0 0 0 0 0 0
2 47 130 78 19.66 0 0 80 75 0 0 0 0 0 0 0 1
2 53 139 88.5 20.56 0 0 80 61 0 0 0 0 0 0 0 1
2 59 132 77 19.3 0 0 82 76 0 0 0 0 0 0 0 1
2 62 145 82.5 28.27 0 0 63 75 0 0 0 0 0 0 0 1
2 68 133 81 27.72 0 0 63 74 0 0 0 0 0 0 0 1
2 74 125 68 27.35 0 0 80 109 0 0 0 0 0 0 0 1
2 45 115 73 23.46 0 0 95 80 0 0 0 0 0 0 0 1
2 51 145 85 25.66 0 0 96 102 0 0 0 0 0 0 0 1
2 46 116 71 20.35 0 0 88 94 0 0 0 0 0 0 0 1
2 54 114 76 17.61 1 0 88 55 0 0 0 0 0 0 0 0
1 49 143.5 81 25.65 0 0 75 80 0 0 0 0 0 0 0 1
1 55 133 85 25.95 0 0 70 83 0 0 0 0 0 0 0 1
1 44 115 69 22.29 0 0 65 82 1 1 1 1 1 0 1 0
1 50 108 74 20.56 0 0 80 79 1 1 1 1 1 0 1 0
1 56 117 70 21.35 0 0 72 49 1 1 1 1 1 0 1 0
2 40 158 102 25.45 0 0 75 87 0 1 0 0 1 0 0 1
2 46 208 127 26 0 1 85 62 0 1 0 0 1 0 0 1
2 52 195 107 22.36 0 1 68 75 0 1 0 0 1 0 0 1
1 56 121 79 23.58 0 0 95 93 0 0 0 0 0 0 0 1
1 62 120 74 22.45 0 0 80 70 0 0 0 0 0 0 0 1
1 68 145 77 23.09 0 0 72 83 0 0 0 0 0 0 0 1
2 67 157 89 24.25 0 0 60 74 1 0 0 0 0 0 0 1
2 73 180 80 23.67 0 0 68 62 1 0 0 0 0 0 0 1
2 79 188 104 20.26 0 61 82 1 0 0 0 0 0 0 1
1 53 123.5 75 19.64 0 0 78 73 1 0 0 0 0 0 0 1
1 59 129 78 21.68 0 0 73 82 1 0 0 0 0 0 0 1
1 65 148 84 19.64 0 80 88 1 0 0 0 0 0 0 1
2 57 126.5 80 24.88 0 0 83 72 1 0 1 1 1 0 1 0
2 63 122 64 27.26 0 0 80 104 1 0 1 1 1 0 1 0
2 69 125 74 22.49 1 0 90 103 1 0 1 1 1 0 1 0
1 57 136 84 26.84 0 0 75 64 1 0 1 1 1 0 1 1
2 63 154 87 28.6 0 0 72 45 1 0 0 0 0 1 1 1
2 69 137 85.5 27.56 0 0 95 77 1 0 0 0 0 1 1 1
2 75 153 78 25.31 0 0 110 83 1 0 0 0 0 1 1 1
2 62 190 99 29.64 1 0 100 202 1 0 0 0 1 0 1 1
2 68 194 92 31.8 1 1 94 180 1 0 0 0 1 0 1 1
2 74 206 106 31.45 1 120</t

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