Use the data below in solving for the questions For each question, please explain your answers, and provide the formulas and the R Function codes used We will work with two of the dataset variables CT and bmi CT, a complex method for determining body fat, is the outcome variable The explanatory variable is called bmi y CT percent body fat X BMI kg m3 1 Generate a scatterplot of the CT and bmi values in the dataset Be sure to include the fitted line Paste your code and output (scatterplot) here 2 Discuss the overall pattern of association and any unusual points in the scatterplot Be sure to address the nature of the relationship (positive or negative) as well as the distribution of the points in different areas of the plot Any exceptional influential points 3 Calculate the averages and standard deviations for the CT and bmi variables Paste your code and output here 4 Find the Pearson correlation with the cor function in R Paste your code and output here What does the Pearson correlation tell us about the CT and bmi values (hint you should get 0 7447979) 5 Generate the bmi and CT fitted regression using the lm function in R Paste your code and output (fitted regression) here 6 Write out the equation for the fitted regression line Body Fat Data CT age weight height htcm wtkg htm bmi 12 3 23 154 25 67 75 172 085 69 96662 1 72085 23 62679 6 1 22 173 25 72 25 183 515 78 58488 1 83515 23 33436 25 3 22 154 66 25 168 275 69 85323 1 68275 24 66876 10 4 26 184 75 72 25 183 515 83 80119 1 83515 24 88325 28 7 24 184 25 71 25 180 975 83 57439 1 80975 25 51738 20 9 24 210 25 74 75 189 865 95 3678 1 89865 26 45525 19 2 26 181 69 75 177 165 82 10022 1 77165 26 15703 12 4 25 176 72 5 184 15 79 83226 1 8415 23 54155 4 1 25 191 74 187 96 86 63614 1 8796 24 5227 11 7 23 198 25 73 5 186 69 89 92469 1 8669 25 80102 7 1 26 186 25 74 5 189 23 84 48158 1 8923 23 59294 7 8 27 216 76 193 04 97 97595 1 9304 26 29208 20 8 32 180 5 69 5 176 53 81 87342 1 7653 26 27277 21 2 30 205 25 71 25 180 975 93 09983 1 80975 28 42573 22 1 35 187 75 69 5 176 53 85 16196 1 7653 27 32805 20 9 35 162 75 66 167 64 73 82216 1 6764 26 26827 29 34 195 75 71 180 34 88 7907 1 8034 27 3013 22 9 32 209 25 71 180 34 94 9142 1 8034 29 18415 16 28 183 75 67 75 172 085 83 3476 1 72085 28 14537 16 5 33 211 75 73 5 186 69 96 04819 1 8669 27 55796 19 1 28 179 68 172 72 81 19303 1 7272 27 21658 15 2 28 200 5 69 75 177 165 90 94527 1 77165 28 97505 15 6 31 140 25 68 25 173 355 63 61633 1 73355 21 16878 17 7 32 148 75 70 177 8 67 47186 1 778 21 34318 14 28 151 25 67 75 172 085 68 60584 1 72085 23 16728 3 7 27 159 25 71 5 181 61 72 23459 1 8161 21 90109 7 9 34 131 5 67 5 171 45 59 6474 1 7145 20 29161 22 9 31 148 67 5 171 45 67 13167 1 7145 22 83771 3 7 27 133 25 64 75 164 465 60 44118 1 64465 22 34529 8 8 29 160 75 69 175 26 72 91497 1 7526 23 73838 11 9 32 182 73 75 187 325 82 55381 1 87325 23 52587 5 7 29 160 25 71 25 180 975 72 68818 1 80975 22 19354 11 8 27 168 71 25 180 975 76 20352 1 80975 23 26686 21 3 41 218 5 71 180 34 99 10993 1 8034 30 47425 32 3 41 247 25 73 5 186 69 112 1507 1 8669 32 17807 40 1 49 191 75 65 165 1 86 97633 1 651 31 90854 24 2 40 202 25 70 177 8 91 73906 1 778 29 01956 28 4 50 196 75 68 25 173 355 89 2443 1 73355 29 69667 32 6 50 203 67 170 18 92 07925 1 7018 31 79397 34 5 45 262 75 68 75 174 625 119 1814 1 74625 39 08369 31 6 48 217 70 177 8 98 42954 1 778 31 13594 32 41 212 71 5 181 61 96 16158 1 8161 29 15561 7 7 39 125 25 68 172 72 56 81244 1 7272 19 044 13 9 43 164 25 73 25 186 055 74 50255 1 86055 21 52229 10 8 40 133 5 67 5 171 45 60 55458 1 7145 20 60023 5 6 39 148 5 71 25 180 975 67 35847 1 80975 20 56624 13 6 45 135 75 68 5 173 99 61 57516 1 7399 20 34028 4 47 127 5 66 75 169 545 57 83303 1 69545 20 11898 10 2 47 158 25 72 25 183 515 71 78099 1 83515 21 31407 6 6 40 139 25 69 175 26 63 16274 1 7526 20 56342 8 51 137 25 67 75 172 085 62 25555 1 72085 21 02287 6 3 49 152 75 73 5 186 69 69 28623 1 8669 19 87947 3 9 42 136 25 67 5 171 45 61 80196 1 7145 21 02458 22 6 54 198 72 182 88 89 81129 1 8288 26 85335 20 4 58 181 5 68 172 72 82 32702 1 7272 27 5967 28 62 201 25 69 5 176 53 91 28546 1 7653 29 29305 31 5 54 202 5 70 75 179 705 91 85246 1 79705 28 44267 24 6 61 179 75 65 75 167 005 81 53323 1 67005 29 23315 26 1 62 216 73 25 186 055 97 97595 1 86055 28 30328 29 8 56 178 75 68 5 173 99 81 07964 1 7399 26 78324 30 7 54 193 25 70 25 178 435 87 65672 1 78435 27 5312 25 8 61 178 67 170 18 80 73944 1 7018 27 87846 32 3 57 205 5 70 177 8 93 21323 1 778 29 48588 30 55 183 5 67 5 171 45 83 2342 1 7145 28 31567 21 5 54 151 5 70 75 179 705 68 71925 1 79705 21 27934 13 8 55 154 75 71 5 181 61 70 19342 1 8161 21 28222 6 3 54 155 25 69 25 175 895 70 42021 1 75895 22 76095 12 9 55 156 75 71 5 181 61 71 1006 1 8161 21 55727 24 3 62 167 5 71 5 181 61 75 97672 1 8161 23 03568 8 8 55 146 75 68 75 174 625 66 56468 1 74625 21 82886 8 5 56 160 75 73 75 187 325 72 91497 1 87325 20 77903 13 5 55 125 64 162 56 56 69905 1 6256 21 45598 11 8 61 143 65 75 167 005 64 86371 1 67005 23 25642 18 5 61 148 25 67 5 171 45 67 24507 1 7145 22 87629 8 8 57 162 5 69 5 176 53 73 70876 1 7653 23 65277 22 2 69 177 75 68 5 173 99 80 62605 1 7399 26 63341 21 5 81 161 25 70 25 178 435 73 14177 1 78435 22 97235 18 8 66 171 25 69 25 175 895 77 6777 1 75895 25 10668 31 4 67 163 75 67 75 172 085 74 27575 1 72085 25 08193 26 8 64 150 25 67 25 170 815 68 15225 1 70815 23 3576 18 4 64 190 25 72 75 184 785 86 29595 1 84785 25 27301 27 70 170 75 70 177 8 77 4509 1 778 24 49982 27 72 168 69 25 175 895 76 20352 1 75895 24 63021 26 6 67 167 67 5 171 45 75 74992 1 7145 25 76958 14 9 72 157 75 67 25 170 815 71 5542 1 70815 24 52354 23 1 64 160 65 75 167 005 72 57478 1 67005 26 02117 8 3 46 176 75 72 5 184 15 80 17245 1 8415 23 64187 14 1 48 176 73 185 42 79 83226 1 8542 23 22016 20 5 46 177 70 177 8 80 28585 1 778 25 3966 18 2 44 179 75 69 5 176 53 81 53323 1 7653 26 1636 8 5 47 165 25 70 5 179 07 74 95614 1 7907 23 37553 24 9 46 192 5 71 75 182 245 87 31653 1 82245 26 28968 9 47 184 25 74 5 189 23 83 57439 1 8923 23 33959 17 4 53 224 5 77 75 197 485 101 8315 1 97485 26 11042 9 6 38 188 75 73 25 186 055 85 61556 1 86055 24 73262 11 3 50 162 5 66 5 168 91 73 70876 1 6891 25 835 17 8 46 156 5 68 25 173 355 70 98721 1 73355 23 62149 22 2 47 197 72 182 88 89 3577 1 8288 26 71773 21 2 49 198 5 73 5 186 69 90 03809 1 8669 25 83355 20 4 48 173 75 72 182 88 78 81168 1 8288 23 56449 20 1 41 172 75 71 25 180 975 78 35809 1 80975 23 92471 22 3 49 196 75 73 75 187 325 89 2443 1 87325 25 4325 25 4 43 177 69 25 175 895 80 28585 1 75895 25 94968 18 43 165 5 68 5 173 99 75 06953 1 7399 24 79791 19 3 43 200 25 73 5 186 69 90 83187 1 8669 26 06131 18 3 52 203 25 74 25 188 595 92 19265 1 88595 25 92006 17 3 43 194 75 5 191 77 87 99692 1 9177 23 92798 21 4 40 168 5 69 25 175 895 76 43031 1 75895 24 70351 19 7 43 170 75 68 5 173 99 77 4509 1 7399 25 58455 28 43 183 25 70 177 8 83 1208 1 778 26 29337 22 1 47 178 25 70 177 8 80 85284 1 778 25 57595 21 3 42 163 70 25 178 435 73 93555 1 78435 23 22166 26 7 48 175 25 71 75 182 245 79 49207 1 82245 23 93385 16 7 40 158 69 25 175 895 71 66759 1 75895 23 16412 20 1 48 177 25 72 75 184 785 80 39925 1 84785 23 54607 13 9 51 179 72 182 88 81 19303 1 8288 24 27651 25 8 40 191 74 187 96 86 63614 1 8796 24 5227 18 1 44 187 5 72 25 183 515 85 04857 1 83515 25 25363 27 9 52 206 5 74 5 189 23 93 66682 1 8923 26 15808 25 3 44 185 25 71 5 181 61 84 02798 1 8161 25 47677 14 7 40 160 25 68 75 174 625 72 68818 1 74625 23 83696 16 47 151 5 66 75 169 545 68 71925 1 69545 23 90608 13 8 50 161 66 5 168 91 73 02837 1 6891 25 59652 17 5 46 167 67 170 18 75 74992 1 7018 26 15563 27 2 42 177 5 68 75 174 625 80 51264 1 74625 26 40288 17 4 43 152 25 67 75 172 085 69 05944 1 72085 23 32045 20 8 40 192 25 73 25 186 055 87 20313 1 86055 25 19123 14 9 42 165 25 69 75 177 165 74 95614 1 77165 23 88094 18 1 49 171 75 71 5 181 61 77 90449 1 8161 23 62017 22 7 40 171 25 70 5 179 07 77 6777 1 7907 24 22427 23 6 47 197 73 25 186 055 89 3577 1 86055 25 81364 26 1 50 157 66 75 169 545 71 214 1 69545 24 77396 24 4 41 168 25 69 5 176 53 76 31692 1 7653 24 48972 27 1 44 186 69 75 177 165 84 36818 1 77165 26 8796 21 8 39 166 75 70 75 179 705 75 63653 1 79705 23 42131 29 4 43 187 75 74 187 96 85 16196 1 8796 24 10542 22 4 40 168 25 71 25 180 975 76 31692 1 80975 23 30149 20 4 49 212 75 75 190 5 96 50178 1 905 26 59166 24 9 40 176 75 71 180 34 80 17245 1 8034 24 65137 18 3 40 173 25 69 5 176 53 78 58488 1 7653 25 21749 23 3 52 167 67 75 172 085 75 74992 1 72085 25 57974 9 4 23 159 75 72 25 183 515 72 46138 1 83515 21 5161 10 3 23 188 15 77 5 196 85 85 3434 1 9685 22 02415 14 2 24 156 70 75 179 705 70 76041 1 79705 21 91139 19 2 24 208 5 72 75 184 785 94 57401 1 84785 27 69736 29 6 25 206 5 69 75 177 165 93 66682 1 77165 29 84214 5 3 25 143 75 72 5 184 15 65 2039 1 8415 19 22783 25 2 26 223 70 25 178 435 101 1511 1 78435 31 76951 9 4 26 152 25 69 175 26 69 05944 1 7526 22 48317 19 6 26 241 75 74 5 189 23 109 656 1 8923 30 62332 10 1 27 146 72 25 183 515 66 22449 1 83515 19 66416 16 5 27 156 75 67 25 170 815 71 1006 1 70815 24 36808 21 27 200 25 73 5 186 69 90 83187 1 8669 26 06131 17 3 28 171 5 75 25 191 135 77 79109 1 91135 21 29362 31 2 28 205 75 69 175 26 93 32663 1 7526 30 38365 10 28 182 5 72 25 183 515 82 78061 1 83515 24 5802 12 5 30 136 5 68 75 174 625 61 91536 1 74625 20 30418 22 5 31 177 25 71 5 181 61 80 39925 1 8161 24 37656 9 4 31 151 25 72 25 183 515 68 60584 1 83515 20 37126 14 6 33 196 73 185 42 88 90411 1 8542 25 85882 13 33 184 25 68 75 174 625 83 57439 1 74625 27 40693 15 1 34 140 70 5 179 07 63 50293 1 7907 19 80378 27 3 34 218 75 72 182 88 99 22333 1 8288 29 66753 19 2 35 217 73 75 187 325 98 42954 1 87325 28 05007 21 8 35 166 25 68 172 72 75 40973 1 7272 25 27797 20 3 35 224 75 72 25 183 515 101 9449 1 83515 30 27069 34 3 35 228 25 69 5 176 53 103 5325 1 7653 33 22305 16 5 35 172 75 69 5 176 53 78 35809 1 7653 25 14472 3 35 152 25 67 75 172 085 69 05944 1 72085 23 32045 0 7 35 125 75 65 5 166 37 57 03924 1 6637 20 60742 20 5 35 177 25 71 180 34 80 39925 1 8034 24 72111 16 9 36 176 25 71 5 181 61 79 94566 1 8161 24 23904 25 3 36 226 75 71 75 182 245 102 8521 1 82245 30 96719 9 9 37 145 25 69 25 175 895 65 88429 1 75895 21 29486 13 1 37 151 67 170 18 68 49245 1 7018 23 6497 29 9 37 241 25 71 5 181 61 109 4292 1 8161 33 17826 22 5 38 187 25 69 25 175 895 84 93517 1 75895 27 45242 16 9 39 234 75 74 5 189 23 106 4808 1 8923 29 7366 26 6 39 219 25 74 25 188 595 99 45013 1 88595 27 9605 0 40 118 5 68 172 72 53 75069 1 7272 18 01768 11 5 40 145 75 67 25 170 815 66 11109 1 70815 22 65804 12 1 40 159 25 69 75 177 165 72 23459 1 77165 23 01385 17 5 40 170 5 74 25 188 595 77 3375 1 88595 21 74352 8 6 40 167 5 71 5 181 61 75 97672 1 8161 23 03568 23 6 41 232 75 74 25 188 595 105 5736 1 88595 29 68213 20 4 41 210 5 72 182 88 95 48119 1 8288 28 54864 20 5 41 202 25 72 5 184 15 91 73906 1 8415 27 05272 24 4 41 185 68 25 173 355 83 91459 1 73355 27 92317 11 4 41 153 69 25 175 895 69 39964 1 75895 22 43108 38 1 42 244 25 76 193 04 110 7899 1 9304 29 73074 15 9 42 193 5 70 5 179 07 87 77013 1 7907 27 37165 24 7 42 224 75 74 75 189 865 101 9449 1 89865 28 27975 22 8 42 162 75 72 75 184 785 73 82216 1 84785 21 61988 25 5 42 180 68 25 173 355 81 64663 1 73355 27 16849 22 42 156 25 69 175 26 70 87381 1 7526 23 07386 17 7 42 168 71 5 181 61 76 20352 1 8161 23 10444 6 6 42 167 25 72 75 184 785 75 86333 1 84785 22 21766 23 6 43 170 75 67 5 171 45 77 4509 1 7145 26 34823 12 2 43 178 25 70 25 178 435 80 85284 1 78435 25 39424 22 1 43 150 69 25 175 895 68 03886 1 75895 21 99125 28 7 43 200 5 71 5 181 61 90 94527 1 8161 27 57405 6 44 184 74 187 96 83 461 1 8796 23 62396 34 8 44 223 69 75 177 165 101 1511 1 77165 32 22662 16 6 44 208 75 73 185 42 94 68741 1 8542 27 54096 32 9 44 166 65 5 166 37 75 29633 1 6637 27 20344 32 8 47 195 72 5 184 15 88 45052 1 8415 26 08297 9 6 47 160 5 70 25 178 435 72 80157 1 78435 22 8655 10 8 47 159 75 70 75 179 705 72 46138 1 79705 22 43811 7 1 49 140 5 68 172 72 63 72973 1 7272 21 36273 27 2 49 216 25 74 5 189 23 98 08935 1 8923 27 39314 19 5 49 168 25 71 75 182 245 76 31692 1 82245 22 97786 18 7 50 194 75 70 75 179 705 88 33711 1 79705 27 35413 19 5 50 172 75 73 185 42 78 35809 1 8542 22 79138 47 5 51 219 64 162 56 99 33673 1 6256 37 59088 13 6 51 149 25 69 75 177 165 67 69866 1 77165 21 56871 7 5 51 154 5 70 177 8 70 08002 1 778 22 16821 24 5 52 199 25 71 75 182 245 90 37828 1 82245 27 21152 15 53 154 5 69 25 175 895 70 08002 1 75895 22 65099 12 4 54 153 25 70 5 179 07 69 51303 1 7907 21 67807 26 54 230 72 25 183 515 104 3262 1 83515 30 97779 11 5 54 161 75 67 5 171 45 73 36857 1 7145 24 95946 5 2 55 142 25 67 25 170 815 64 52351 1 70815 22 11393 10 9 55 179 75 68 75 174 625 81 53323 1 74625 26 73756 12 5 55 126 5 66 75 169 545 57 37944 1 69545 19 96119 14 8 55 169 5 68 25 173 355 76 8839 1 73355 25 58366 25 2 55 198 5 74 25 188 595 90 03809 1 88595 25 3143 14 9 56 174 5 69 5 176 53 79 15187 1 7653 25 39944 17 56 167 75 68 5 173 99 76 09012 1 7399 25 13504 10 6 57 147 75 65 75 167 005 67 01827 1 67005 24 02892 16 1 57 182 25 71 75 182 245 82 66721 1 82245 24 88984 15 4 58 175 5 71 5 181 61 79 60546 1 8161 24 13589 26 7 58 161 75 67 25 170 815 73 36857 1 70815 25 14537 25 8 60 157 75 67 5 171 45 71 5542 1 7145 24 34222 18 6 62 168 75 67 5 171 45 76 54371 1 7145 26 03961 24 8 62 191 5 72 25 183 515 86 86294 1 83515 25 79238 27 3 63 219 15 69 5 176 53 99 40476 1 7653 31 89849 12 4 64 155 25 69 5 176 53 70 42021 1 7653 22 59749 29 9 65 189 75 65 75 167 005 86 06915 1 67005 30 85948 17 65 127 5 65 75 167 005 57 83303 1 67005 20 73562 35 65 224 5 68 25 173 355 101 8315 1 73355 33 88515 30 4 66 234 25 72 182 88 106 254 1 8288 31 76968 32 6 67 227 75 72 75 184 785 103 3057 1 84785 30 25455 29 67 199 5 68 5 173 99 90 49168 1 7399 29 89235 15 2 68 155 5 69 25 175 895 70 53362 1 75895 22 7976 30 2 69 215 5 70 5 179 07 97 74915 1 7907 30 48367 11 70 134 25 67 170 18 60 89478 1 7018 21 02631 33 6 72 201 69 75 177 165 91 17207 1 77165 29 04731 29 3 72 186 75 66 167 64 84 70837 1 6764 30 14193 26 72 190 75 70 5 179 07 86 52274 1 7907 26 98265 31 9 74 207 5 70 177 8 94 12041 1 778 29 77284

The Answer is in the image, click to view ...

Question: Use the data below in solving for the questions. For each question, please explain your answers, and provide the formulas and the R Function codes

Use the data below in solving for the questions.

For each question, please explain your answers, and provide the formulas and the R Function codes used.

We will work with two of the dataset variables: CT and bmi. CT, a complex method for determining body fat, is the outcome variable. The explanatory variable is called bmi.

y CT = percent body fat

X BMI = kg/m3

1. Generate a scatterplot of the CT and bmi values in the dataset. Be sure to include the fitted line. Paste your code and output (scatterplot) here.

2. Discuss the overall pattern of association and any unusual points in the scatterplot. Be sure to address the nature of the relationship (positive or negative) as well as the distribution of the points in different areas of the plot. Any exceptional/influential points?

3. Calculate the averages and standard deviations for the CT and bmi variables. Paste your code and output here.

4. Find the Pearson correlation with the cor function in R. Paste your code and output here. What does the Pearson correlation tell us about the CT and bmi values?(hint you should get 0.7447979)

5. Generate the bmi and CT fitted regression using the lm function in R. Paste your code and output (fitted regression) here.

6. Write out the equation for the fitted regression line.

Body Fat Data

CT	age	weight	height	htcm	wtkg	htm	bmi
12.3	23	154.25	67.75	172.085	69.96662	1.72085	23.62679
6.1	22	173.25	72.25	183.515	78.58488	1.83515	23.33436
25.3	22	154	66.25	168.275	69.85323	1.68275	24.66876
10.4	26	184.75	72.25	183.515	83.80119	1.83515	24.88325
28.7	24	184.25	71.25	180.975	83.57439	1.80975	25.51738
20.9	24	210.25	74.75	189.865	95.3678	1.89865	26.45525
19.2	26	181	69.75	177.165	82.10022	1.77165	26.15703
12.4	25	176	72.5	184.15	79.83226	1.8415	23.54155
4.1	25	191	74	187.96	86.63614	1.8796	24.5227
11.7	23	198.25	73.5	186.69	89.92469	1.8669	25.80102
7.1	26	186.25	74.5	189.23	84.48158	1.8923	23.59294
7.8	27	216	76	193.04	97.97595	1.9304	26.29208
20.8	32	180.5	69.5	176.53	81.87342	1.7653	26.27277
21.2	30	205.25	71.25	180.975	93.09983	1.80975	28.42573
22.1	35	187.75	69.5	176.53	85.16196	1.7653	27.32805
20.9	35	162.75	66	167.64	73.82216	1.6764	26.26827
29	34	195.75	71	180.34	88.7907	1.8034	27.3013
22.9	32	209.25	71	180.34	94.9142	1.8034	29.18415
16	28	183.75	67.75	172.085	83.3476	1.72085	28.14537
16.5	33	211.75	73.5	186.69	96.04819	1.8669	27.55796
19.1	28	179	68	172.72	81.19303	1.7272	27.21658
15.2	28	200.5	69.75	177.165	90.94527	1.77165	28.97505
15.6	31	140.25	68.25	173.355	63.61633	1.73355	21.16878
17.7	32	148.75	70	177.8	67.47186	1.778	21.34318
14	28	151.25	67.75	172.085	68.60584	1.72085	23.16728
3.7	27	159.25	71.5	181.61	72.23459	1.8161	21.90109
7.9	34	131.5	67.5	171.45	59.6474	1.7145	20.29161
22.9	31	148	67.5	171.45	67.13167	1.7145	22.83771
3.7	27	133.25	64.75	164.465	60.44118	1.64465	22.34529
8.8	29	160.75	69	175.26	72.91497	1.7526	23.73838
11.9	32	182	73.75	187.325	82.55381	1.87325	23.52587
5.7	29	160.25	71.25	180.975	72.68818	1.80975	22.19354
11.8	27	168	71.25	180.975	76.20352	1.80975	23.26686
21.3	41	218.5	71	180.34	99.10993	1.8034	30.47425
32.3	41	247.25	73.5	186.69	112.1507	1.8669	32.17807
40.1	49	191.75	65	165.1	86.97633	1.651	31.90854
24.2	40	202.25	70	177.8	91.73906	1.778	29.01956
28.4	50	196.75	68.25	173.355	89.2443	1.73355	29.69667
32.6	50	203	67	170.18	92.07925	1.7018	31.79397
34.5	45	262.75	68.75	174.625	119.1814	1.74625	39.08369
31.6	48	217	70	177.8	98.42954	1.778	31.13594
32	41	212	71.5	181.61	96.16158	1.8161	29.15561
7.7	39	125.25	68	172.72	56.81244	1.7272	19.044
13.9	43	164.25	73.25	186.055	74.50255	1.86055	21.52229
10.8	40	133.5	67.5	171.45	60.55458	1.7145	20.60023
5.6	39	148.5	71.25	180.975	67.35847	1.80975	20.56624
13.6	45	135.75	68.5	173.99	61.57516	1.7399	20.34028
4	47	127.5	66.75	169.545	57.83303	1.69545	20.11898
10.2	47	158.25	72.25	183.515	71.78099	1.83515	21.31407
6.6	40	139.25	69	175.26	63.16274	1.7526	20.56342
8	51	137.25	67.75	172.085	62.25555	1.72085	21.02287
6.3	49	152.75	73.5	186.69	69.28623	1.8669	19.87947
3.9	42	136.25	67.5	171.45	61.80196	1.7145	21.02458
22.6	54	198	72	182.88	89.81129	1.8288	26.85335
20.4	58	181.5	68	172.72	82.32702	1.7272	27.5967
28	62	201.25	69.5	176.53	91.28546	1.7653	29.29305
31.5	54	202.5	70.75	179.705	91.85246	1.79705	28.44267
24.6	61	179.75	65.75	167.005	81.53323	1.67005	29.23315
26.1	62	216	73.25	186.055	97.97595	1.86055	28.30328
29.8	56	178.75	68.5	173.99	81.07964	1.7399	26.78324
30.7	54	193.25	70.25	178.435	87.65672	1.78435	27.5312
25.8	61	178	67	170.18	80.73944	1.7018	27.87846
32.3	57	205.5	70	177.8	93.21323	1.778	29.48588
30	55	183.5	67.5	171.45	83.2342	1.7145	28.31567
21.5	54	151.5	70.75	179.705	68.71925	1.79705	21.27934
13.8	55	154.75	71.5	181.61	70.19342	1.8161	21.28222
6.3	54	155.25	69.25	175.895	70.42021	1.75895	22.76095
12.9	55	156.75	71.5	181.61	71.1006	1.8161	21.55727
24.3	62	167.5	71.5	181.61	75.97672	1.8161	23.03568
8.8	55	146.75	68.75	174.625	66.56468	1.74625	21.82886
8.5	56	160.75	73.75	187.325	72.91497	1.87325	20.77903
13.5	55	125	64	162.56	56.69905	1.6256	21.45598
11.8	61	143	65.75	167.005	64.86371	1.67005	23.25642
18.5	61	148.25	67.5	171.45	67.24507	1.7145	22.87629
8.8	57	162.5	69.5	176.53	73.70876	1.7653	23.65277
22.2	69	177.75	68.5	173.99	80.62605	1.7399	26.63341
21.5	81	161.25	70.25	178.435	73.14177	1.78435	22.97235
18.8	66	171.25	69.25	175.895	77.6777	1.75895	25.10668
31.4	67	163.75	67.75	172.085	74.27575	1.72085	25.08193
26.8	64	150.25	67.25	170.815	68.15225	1.70815	23.3576
18.4	64	190.25	72.75	184.785	86.29595	1.84785	25.27301
27	70	170.75	70	177.8	77.4509	1.778	24.49982
27	72	168	69.25	175.895	76.20352	1.75895	24.63021
26.6	67	167	67.5	171.45	75.74992	1.7145	25.76958
14.9	72	157.75	67.25	170.815	71.5542	1.70815	24.52354
23.1	64	160	65.75	167.005	72.57478	1.67005	26.02117
8.3	46	176.75	72.5	184.15	80.17245	1.8415	23.64187
14.1	48	176	73	185.42	79.83226	1.8542	23.22016
20.5	46	177	70	177.8	80.28585	1.778	25.3966
18.2	44	179.75	69.5	176.53	81.53323	1.7653	26.1636
8.5	47	165.25	70.5	179.07	74.95614	1.7907	23.37553
24.9	46	192.5	71.75	182.245	87.31653	1.82245	26.28968
9	47	184.25	74.5	189.23	83.57439	1.8923	23.33959
17.4	53	224.5	77.75	197.485	101.8315	1.97485	26.11042
9.6	38	188.75	73.25	186.055	85.61556	1.86055	24.73262
11.3	50	162.5	66.5	168.91	73.70876	1.6891	25.835
17.8	46	156.5	68.25	173.355	70.98721	1.73355	23.62149
22.2	47	197	72	182.88	89.3577	1.8288	26.71773
21.2	49	198.5	73.5	186.69	90.03809	1.8669	25.83355
20.4	48	173.75	72	182.88	78.81168	1.8288	23.56449
20.1	41	172.75	71.25	180.975	78.35809	1.80975	23.92471
22.3	49	196.75	73.75	187.325	89.2443	1.87325	25.4325
25.4	43	177	69.25	175.895	80.28585	1.75895	25.94968
18	43	165.5	68.5	173.99	75.06953	1.7399	24.79791
19.3	43	200.25	73.5	186.69	90.83187	1.8669	26.06131
18.3	52	203.25	74.25	188.595	92.19265	1.88595	25.92006
17.3	43	194	75.5	191.77	87.99692	1.9177	23.92798
21.4	40	168.5	69.25	175.895	76.43031	1.75895	24.70351
19.7	43	170.75	68.5	173.99	77.4509	1.7399	25.58455
28	43	183.25	70	177.8	83.1208	1.778	26.29337
22.1	47	178.25	70	177.8	80.85284	1.778	25.57595
21.3	42	163	70.25	178.435	73.93555	1.78435	23.22166
26.7	48	175.25	71.75	182.245	79.49207	1.82245	23.93385
16.7	40	158	69.25	175.895	71.66759	1.75895	23.16412
20.1	48	177.25	72.75	184.785	80.39925	1.84785	23.54607
13.9	51	179	72	182.88	81.19303	1.8288	24.27651
25.8	40	191	74	187.96	86.63614	1.8796	24.5227
18.1	44	187.5	72.25	183.515	85.04857	1.83515	25.25363
27.9	52	206.5	74.5	189.23	93.66682	1.8923	26.15808
25.3	44	185.25	71.5	181.61	84.02798	1.8161	25.47677
14.7	40	160.25	68.75	174.625	72.68818	1.74625	23.83696
16	47	151.5	66.75	169.545	68.71925	1.69545	23.90608
13.8	50	161	66.5	168.91	73.02837	1.6891	25.59652
17.5	46	167	67	170.18	75.74992	1.7018	26.15563
27.2	42	177.5	68.75	174.625	80.51264	1.74625	26.40288
17.4	43	152.25	67.75	172.085	69.05944	1.72085	23.32045
20.8	40	192.25	73.25	186.055	87.20313	1.86055	25.19123
14.9	42	165.25	69.75	177.165	74.95614	1.77165	23.88094
18.1	49	171.75	71.5	181.61	77.90449	1.8161	23.62017
22.7	40	171.25	70.5	179.07	77.6777	1.7907	24.22427
23.6	47	197	73.25	186.055	89.3577	1.86055	25.81364
26.1	50	157	66.75	169.545	71.214	1.69545	24.77396
24.4	41	168.25	69.5	176.53	76.31692	1.7653	24.48972
27.1	44	186	69.75	177.165	84.36818	1.77165	26.8796
21.8	39	166.75	70.75	179.705	75.63653	1.79705	23.42131
29.4	43	187.75	74	187.96	85.16196	1.8796	24.10542
22.4	40	168.25	71.25	180.975	76.31692	1.80975	23.30149
20.4	49	212.75	75	190.5	96.50178	1.905	26.59166
24.9	40	176.75	71	180.34	80.17245	1.8034	24.65137
18.3	40	173.25	69.5	176.53	78.58488	1.7653	25.21749
23.3	52	167	67.75	172.085	75.74992	1.72085	25.57974
9.4	23	159.75	72.25	183.515	72.46138	1.83515	21.5161
10.3	23	188.15	77.5	196.85	85.3434	1.9685	22.02415
14.2	24	156	70.75	179.705	70.76041	1.79705	21.91139
19.2	24	208.5	72.75	184.785	94.57401	1.84785	27.69736
29.6	25	206.5	69.75	177.165	93.66682	1.77165	29.84214
5.3	25	143.75	72.5	184.15	65.2039	1.8415	19.22783
25.2	26	223	70.25	178.435	101.1511	1.78435	31.76951
9.4	26	152.25	69	175.26	69.05944	1.7526	22.48317
19.6	26	241.75	74.5	189.23	109.656	1.8923	30.62332
10.1	27	146	72.25	183.515	66.22449	1.83515	19.66416
16.5	27	156.75	67.25	170.815	71.1006	1.70815	24.36808
21	27	200.25	73.5	186.69	90.83187	1.8669	26.06131
17.3	28	171.5	75.25	191.135	77.79109	1.91135	21.29362
31.2	28	205.75	69	175.26	93.32663	1.7526	30.38365
10	28	182.5	72.25	183.515	82.78061	1.83515	24.5802
12.5	30	136.5	68.75	174.625	61.91536	1.74625	20.30418
22.5	31	177.25	71.5	181.61	80.39925	1.8161	24.37656
9.4	31	151.25	72.25	183.515	68.60584	1.83515	20.37126
14.6	33	196	73	185.42	88.90411	1.8542	25.85882
13	33	184.25	68.75	174.625	83.57439	1.74625	27.40693
15.1	34	140	70.5	179.07	63.50293	1.7907	19.80378
27.3	34	218.75	72	182.88	99.22333	1.8288	29.66753
19.2	35	217	73.75	187.325	98.42954	1.87325	28.05007
21.8	35	166.25	68	172.72	75.40973	1.7272	25.27797
20.3	35	224.75	72.25	183.515	101.9449	1.83515	30.27069
34.3	35	228.25	69.5	176.53	103.5325	1.7653	33.22305
16.5	35	172.75	69.5	176.53	78.35809	1.7653	25.14472
3	35	152.25	67.75	172.085	69.05944	1.72085	23.32045
0.7	35	125.75	65.5	166.37	57.03924	1.6637	20.60742
20.5	35	177.25	71	180.34	80.39925	1.8034	24.72111
16.9	36	176.25	71.5	181.61	79.94566	1.8161	24.23904
25.3	36	226.75	71.75	182.245	102.8521	1.82245	30.96719
9.9	37	145.25	69.25	175.895	65.88429	1.75895	21.29486
13.1	37	151	67	170.18	68.49245	1.7018	23.6497
29.9	37	241.25	71.5	181.61	109.4292	1.8161	33.17826
22.5	38	187.25	69.25	175.895	84.93517	1.75895	27.45242
16.9	39	234.75	74.5	189.23	106.4808	1.8923	29.7366
26.6	39	219.25	74.25	188.595	99.45013	1.88595	27.9605
0	40	118.5	68	172.72	53.75069	1.7272	18.01768
11.5	40	145.75	67.25	170.815	66.11109	1.70815	22.65804
12.1	40	159.25	69.75	177.165	72.23459	1.77165	23.01385
17.5	40	170.5	74.25	188.595	77.3375	1.88595	21.74352
8.6	40	167.5	71.5	181.61	75.97672	1.8161	23.03568
23.6	41	232.75	74.25	188.595	105.5736	1.88595	29.68213
20.4	41	210.5	72	182.88	95.48119	1.8288	28.54864
20.5	41	202.25	72.5	184.15	91.73906	1.8415	27.05272
24.4	41	185	68.25	173.355	83.91459	1.73355	27.92317
11.4	41	153	69.25	175.895	69.39964	1.75895	22.43108
38.1	42	244.25	76	193.04	110.7899	1.9304	29.73074
15.9	42	193.5	70.5	179.07	87.77013	1.7907	27.37165
24.7	42	224.75	74.75	189.865	101.9449	1.89865	28.27975
22.8	42	162.75	72.75	184.785	73.82216	1.84785	21.61988
25.5	42	180	68.25	173.355	81.64663	1.73355	27.16849
22	42	156.25	69	175.26	70.87381	1.7526	23.07386
17.7	42	168	71.5	181.61	76.20352	1.8161	23.10444
6.6	42	167.25	72.75	184.785	75.86333	1.84785	22.21766
23.6	43	170.75	67.5	171.45	77.4509	1.7145	26.34823
12.2	43	178.25	70.25	178.435	80.85284	1.78435	25.39424
22.1	43	150	69.25	175.895	68.03886	1.75895	21.99125
28.7	43	200.5	71.5	181.61	90.94527	1.8161	27.57405
6	44	184	74	187.96	83.461	1.8796	23.62396
34.8	44	223	69.75	177.165	101.1511	1.77165	32.22662
16.6	44	208.75	73	185.42	94.68741	1.8542	27.54096
32.9	44	166	65.5	166.37	75.29633	1.6637	27.20344
32.8	47	195	72.5	184.15	88.45052	1.8415	26.08297
9.6	47	160.5	70.25	178.435	72.80157	1.78435	22.8655
10.8	47	159.75	70.75	179.705	72.46138	1.79705	22.43811
7.1	49	140.5	68	172.72	63.72973	1.7272	21.36273
27.2	49	216.25	74.5	189.23	98.08935	1.8923	27.39314
19.5	49	168.25	71.75	182.245	76.31692	1.82245	22.97786
18.7	50	194.75	70.75	179.705	88.33711	1.79705	27.35413
19.5	50	172.75	73	185.42	78.35809	1.8542	22.79138
47.5	51	219	64	162.56	99.33673	1.6256	37.59088
13.6	51	149.25	69.75	177.165	67.69866	1.77165	21.56871
7.5	51	154.5	70	177.8	70.08002	1.778	22.16821
24.5	52	199.25	71.75	182.245	90.37828	1.82245	27.21152
15	53	154.5	69.25	175.895	70.08002	1.75895	22.65099
12.4	54	153.25	70.5	179.07	69.51303	1.7907	21.67807
26	54	230	72.25	183.515	104.3262	1.83515	30.97779
11.5	54	161.75	67.5	171.45	73.36857	1.7145	24.95946
5.2	55	142.25	67.25	170.815	64.52351	1.70815	22.11393
10.9	55	179.75	68.75	174.625	81.53323	1.74625	26.73756
12.5	55	126.5	66.75	169.545	57.37944	1.69545	19.96119
14.8	55	169.5	68.25	173.355	76.8839	1.73355	25.58366
25.2	55	198.5	74.25	188.595	90.03809	1.88595	25.3143
14.9	56	174.5	69.5	176.53	79.15187	1.7653	25.39944
17	56	167.75	68.5	173.99	76.09012	1.7399	25.13504
10.6	57	147.75	65.75	167.005	67.01827	1.67005	24.02892
16.1	57	182.25	71.75	182.245	82.66721	1.82245	24.88984
15.4	58	175.5	71.5	181.61	79.60546	1.8161	24.13589
26.7	58	161.75	67.25	170.815	73.36857	1.70815	25.14537
25.8	60	157.75	67.5	171.45	71.5542	1.7145	24.34222
18.6	62	168.75	67.5	171.45	76.54371	1.7145	26.03961
24.8	62	191.5	72.25	183.515	86.86294	1.83515	25.79238
27.3	63	219.15	69.5	176.53	99.40476	1.7653	31.89849
12.4	64	155.25	69.5	176.53	70.42021	1.7653	22.59749
29.9	65	189.75	65.75	167.005	86.06915	1.67005	30.85948
17	65	127.5	65.75	167.005	57.83303	1.67005	20.73562
35	65	224.5	68.25	173.355	101.8315	1.73355	33.88515
30.4	66	234.25	72	182.88	106.254	1.8288	31.76968
32.6	67	227.75	72.75	184.785	103.3057	1.84785	30.25455
29	67	199.5	68.5	173.99	90.49168	1.7399	29.89235
15.2	68	155.5	69.25	175.895	70.53362	1.75895	22.7976
30.2	69	215.5	70.5	179.07	97.74915	1.7907	30.48367
11	70	134.25	67	170.18	60.89478	1.7018	21.02631
33.6	72	201	69.75	177.165	91.17207	1.77165	29.04731
29.3	72	186.75	66	167.64	84.70837	1.6764	30.14193
26	72	190.75	70.5	179.07	86.52274	1.7907	26.98265
31.9	74	207.5	70	177.8	94.12041	1.778	29.77284

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