Simulation data set
1. Create numerical variables
set.seed(123)
Age <- rnorm(500, 65.3, 9.2)
BMI <- rnorm(500, 23.5, 2.8)
SBP <- rnorm(500, 132.9, 17.5)
DBP <- rnorm(500, 79.7, 10.7)
eGFR <- rnorm(500, 75.1, 10.5)
TG <- runif(500, 70, 279)
Tchol <- rnorm(500, 209.3, 32.5)
HDLc <- rnorm(500, 61.3, 17.7)
LDLc <- rnorm(500, 123.7, 30.68)
LDLp <- rnorm(500, 1308, 306.5)
2. Create categorical variables
set.seed(123) # for reproducibility
# 2.1: Gender
n_participants <- 500
n_male <- 0.4 * n_participants
n_female <- n_participants - n_male
gender <- c(rep("Male", n_male), rep("Female", n_female))
gender <- sample(gender) # shuffle the order of elements
gender <- factor(gender) # convert to factor
# 2.2: For Stroke
n <- 500
st <- 0.056 * n
no_st <- n - st
stroke <- c(rep("Yes", st), rep("No", no_st))
stroke <- sample(stroke)
stroke <- factor(stroke)
# 2.3 For Smoking status
cur <- 0.29 * n
past <- 0.51 * n
never <- n - (cur + past)
smoke <- c(rep("current", cur), rep("past", past), rep("never", never))
smoke <- sample(smoke)
smoke <- factor(smoke)
3. Create the simulation dataset
sim <- data.frame(Age, BMI, SBP, DBP, eGFR, TG, Tchol, LDLc, HDLc, LDLp, gender,
stroke, smoke)
sim
## Age BMI SBP DBP eGFR TG Tchol
## 1 60.14362 21.81470 115.47352 70.91544 69.72816 121.96365 173.0002
## 2 63.18237 20.71764 114.70079 76.41235 77.58785 276.79780 180.3226
## 3 79.64012 26.37500 132.58535 70.04755 69.41331 219.87848 237.6528
## 4 65.94868 25.60297 130.58694 86.40964 87.90189 206.21121 270.0428
## 5 66.48945 19.27433 88.28650 91.68780 76.92843 120.27625 205.2613
## 6 81.07860 23.23359 151.11004 102.46119 68.63968 88.13969 212.7784
## 7 69.54043 20.99135 137.27020 83.61742 56.12762 132.00534 178.4726
## 8 53.66144 17.70190 175.18363 70.33984 68.34135 183.29238 252.0910
## 9 58.98095 23.92034 144.89097 90.66188 96.58320 233.15550 232.7864
## 10 61.19991 23.27821 125.07821 89.38092 69.21199 126.81488 133.5993
## 11 76.56155 23.22737 181.85435 77.15074 66.32201 136.28896 188.3299
## 12 68.61029 24.10523 182.46396 63.03095 81.95595 268.05983 201.6912
## 13 68.98710 25.97090 111.57254 87.84602 79.73358 172.46347 173.2848
## 14 66.31828 24.07567 141.10806 91.78185 82.99211 273.34846 200.4202
## 15 60.18626 21.77398 129.20318 76.54235 72.18126 246.79319 172.4632
## 16 81.73960 21.44256 136.17340 85.43780 86.88787 274.75124 220.9775
## 17 69.88022 23.13095 136.88200 76.74797 62.78761 93.82384 220.2085
## 18 47.20712 24.36805 110.81674 87.00077 74.58679 135.62214 235.6570
## 19 71.75247 20.58890 137.89782 78.44499 67.70653 267.43744 222.8348
## 20 60.95032 22.98394 163.51183 76.01197 82.24797 204.08288 261.1087
## 21 55.47602 26.20835 130.02842 80.89434 76.46507 274.69920 196.7505
## 22 63.29463 23.19682 130.04878 76.66756 86.75193 273.15051 139.3176
## 23 55.86076 21.54442 157.37501 73.37612 96.71426 222.68523 210.1339
## 24 58.59420 22.72735 148.62193 76.31947 76.57688 151.89515 230.4201
## 25 59.54964 26.62102 104.05134 79.61277 69.48653 208.66364 196.2598
## 26 49.78242 25.04012 136.89975 81.92020 66.45307 123.76155 254.8285
## 27 73.00764 26.96269 161.83708 96.09693 72.33814 134.74788 244.8800
## 28 66.71103 23.88947 157.66734 65.16942 74.36918 245.65538 226.7685
## 29 54.82914 24.64877 140.24915 77.56408 96.01392 213.84908 211.5677
## 30 76.83510 21.93632 145.52136 86.45730 63.24435 231.96081 191.3762
## 31 69.22347 25.19504 111.95363 98.55362 63.62122 134.33857 203.5493
## 32 62.58534 22.08227 138.15230 84.25835 70.81635 204.08665 224.5483
## 33 73.53516 19.52242 116.19714 79.55284 81.26937 198.19885 240.7534
## 34 73.37883 23.85838 124.88468 76.40914 83.72167 117.34991 199.6763
## 35 72.85855 28.94838 149.27306 84.13310 65.56669 121.44728 185.6318
## 36 71.63549 25.74256 113.00437 90.28292 76.43391 253.45142 289.7572
## 37 70.39604 26.76271 137.57107 77.73272 74.64962 234.01687 226.1531
## 38 64.73041 24.50480 140.39581 81.45225 87.64967 75.36318 179.9329
## 39 62.48514 21.79604 133.86096 82.02122 86.53652 227.86462 239.5568
## 40 61.79967 22.93373 164.78830 87.50327 71.82105 257.62262 211.3048
## 41 58.90870 22.73491 115.00892 91.59177 75.58293 256.65077 236.1707
## 42 63.38716 22.18764 143.50728 82.68702 81.95359 94.96207 210.9834
## 43 53.65835 25.47167 131.34372 78.88497 57.73833 274.04087 207.4011
## 44 85.25439 20.14738 128.33544 94.62290 71.84215 260.20090 212.2449
## 45 76.41325 25.92583 141.02160 81.46052 81.13617 124.13029 222.7154
## 46 54.96740 25.91963 115.04299 96.58302 69.60606 255.79348 189.4722
## 47 61.59346 20.14386 109.91461 79.03743 74.47086 244.10228 188.0007
## 48 61.00677 25.29058 124.24658 86.26898 74.87942 161.81061 203.2947
## 49 72.47568 30.30463 163.55575 63.15685 67.50164 86.04104 214.8673
## 50 64.53300 21.93980 133.87588 78.49741 64.65796 251.02618 198.9853
## 51 67.63053 25.86573 138.70010 79.46680 73.00139 137.64529 219.6020
## 52 65.03737 21.30983 129.57768 71.58570 71.45621 118.50752 173.4936
## 53 64.90559 26.60999 141.13362 68.61595 83.85800 243.00804 162.7939
## 54 77.89114 24.19951 116.24561 89.84530 91.16376 277.23533 270.7903
## 55 63.22291 28.12536 153.16343 89.48150 74.97482 118.09905 222.2310
## 56 79.25153 19.41488 143.13234 65.80357 79.28606 88.56222 196.3966
## 57 51.05147 23.35637 118.78708 84.24085 74.36064 202.75547 200.2014
## 58 70.67845 22.02461 133.85468 67.79577 81.41428 249.01915 234.8164
## 59 66.43946 22.94766 145.43580 68.45352 77.39420 108.44384 202.4646
## 60 67.28666 21.73718 142.66029 85.32191 77.58425 175.64424 215.5437
## 61 68.79268 21.16524 158.83385 72.35954 86.78561 144.31216 200.6964
## 62 60.67862 25.12042 122.17271 90.33024 64.73208 242.31964 193.0048
## 63 62.23449 20.45477 152.43239 80.11220 90.30257 171.09934 228.8712
## 64 55.92911 27.65529 151.03959 85.43679 78.76568 118.46980 213.8986
## 65 55.43952 20.17862 130.05655 74.09719 76.99863 126.46416 251.6089
## 66 68.09246 23.78302 115.82128 67.38193 69.21746 242.00564 172.7246
## 67 69.42353 24.99237 113.83996 89.48785 73.37929 75.39978 204.9025
## 68 65.78764 25.14286 140.91127 82.24736 79.02369 154.83843 202.5079
## 69 73.78486 22.65511 131.65528 77.14197 53.43100 194.57123 174.3670
## 70 84.16078 23.72261 164.03430 80.44082 68.78402 180.50659 241.7304
## 71 60.78251 26.19154 142.26491 93.88722 81.25291 212.65732 205.8095
## 72 44.05565 19.42190 126.39096 72.22962 72.00794 176.13290 164.2694
## 73 74.55279 21.31113 114.95301 71.68133 66.69446 185.86371 190.0554
## 74 58.77535 24.39713 122.70797 73.07012 68.42521 245.81918 173.3767
## 75 58.97032 22.25461 138.90055 62.74059 77.57536 135.31462 243.0704
## 76 74.73526 27.33601 125.00864 88.47002 57.93426 77.51316 291.9444
## 77 62.68009 25.38511 141.89903 81.75836 84.24791 240.54276 187.4042
## 78 54.06940 23.70207 127.04908 81.91674 52.32619 232.72255 206.3025
## 79 66.96799 19.27828 131.05270 79.23618 69.81494 249.61031 218.3914
## 80 64.02220 23.57308 120.11608 74.24128 66.83458 83.73535 297.3412
## 81 65.35303 22.61404 166.23826 70.88942 61.98970 71.84048 133.6074
## 82 68.84458 23.21343 138.72088 88.81486 63.78197 193.66130 192.5964
## 83 61.88993 20.19163 136.93609 64.43982 77.72581 251.74961 170.2092
## 84 71.22826 24.89624 103.29241 84.41120 73.84237 163.27500 201.9022
## 85 63.27152 20.59092 144.44636 71.21906 71.94105 77.85318 200.3333
## 86 68.35239 22.86658 114.98659 82.72072 50.73198 155.75073 185.5812
## 87 75.39092 24.56799 117.29837 71.77461 61.19463 146.33019 268.9101
## 88 69.30367 21.30616 148.97097 74.10024 73.72128 169.60623 217.6546
## 89 62.30143 25.13238 124.97774 98.63222 65.88063 97.93865 287.0915
## 90 75.86903 19.81377 102.30349 86.85062 66.73393 170.20636 236.0675
## 91 74.44024 15.63263 163.87332 56.74960 86.12018 125.24135 168.1774
## 92 70.34525 24.80191 91.29538 81.05261 76.94368 172.39598 184.8115
## 93 67.49633 25.85351 142.92420 74.86560 64.13963 259.36679 218.1737
## 94 59.52326 22.69963 150.70186 67.53810 70.17869 174.70844 190.5183
## 95 77.81800 24.91155 121.85806 81.94471 72.10851 217.03292 220.8144
## 96 59.77761 20.26343 140.67502 81.09063 67.95690 82.10320 233.1086
## 97 85.42346 23.14398 140.58478 76.18498 64.97744 214.06598 222.9865
## 98 79.40002 18.06375 151.11091 100.80793 74.55606 236.94821 204.9251
## 99 63.13156 26.80731 141.37174 55.63902 82.88254 73.94070 188.3850
## 100 55.85693 28.70775 128.61453 88.66895 77.48195 77.69425 167.3971
## 101 58.76426 26.50723 148.92986 76.60745 72.99846 190.76485 220.3791
## 102 67.66333 23.42343 146.91089 86.72469 79.17211 235.11749 239.2759
## 103 63.03043 23.40668 116.51004 74.84222 83.43614 223.66956 206.7107
## 104 62.10261 19.25501 108.38622 73.34565 73.62460 126.12438 233.7926
## 105 56.54511 25.71308 135.70486 61.39894 79.88595 238.32158 281.6947
## 106 64.88574 22.90994 128.10566 77.45890 63.07148 158.81097 272.1492
## 107 58.07888 21.66112 115.65307 106.22258 72.47867 104.52998 193.2156
## 108 49.95493 19.54633 134.36879 90.28981 70.68687 196.24594 227.0681
## 109 61.80192 22.66067 109.80006 97.62862 77.15448 242.58391 186.4782
## 110 73.75477 21.12263 135.72146 89.49013 78.85185 233.21874 231.7189
## 111 60.00681 22.38831 121.96375 91.94361 73.80201 87.02867 207.4032
## 112 70.89327 20.09072 149.65037 89.36078 67.05475 84.78850 218.3216
## 113 50.41548 28.22525 175.32856 84.78670 65.33800 270.42264 181.3820
## 114 64.78883 23.45519 116.87036 73.46694 78.02447 88.87119 248.4748
## 115 70.07855 26.50985 151.40912 73.99760 89.34679 114.36051 206.5642
## 116 68.07061 16.21524 147.34012 62.57101 66.83508 161.79355 194.8076
## 117 66.27222 22.23105 131.67160 79.63775 71.05961 232.57514 206.8098
## 118 59.40550 21.60865 124.96119 89.32311 78.57215 247.94426 211.7829
## 119 57.48272 20.07581 160.46788 90.74157 69.27649 200.56730 262.4981
## 120 55.87802 27.83051 97.80449 80.71792 76.37651 151.10055 173.2015
## 121 66.38235 19.53721 121.64409 73.84038 74.60024 100.04476 289.2172
## 122 56.58323 24.39149 107.75524 114.90854 66.94936 254.26962 184.1673
## 123 60.78687 25.87002 157.31799 87.58254 83.83013 252.61204 214.9759
## 124 62.94395 23.99893 129.56269 94.90016 83.98623 140.77235 142.4104
## 125 82.26353 21.04928 123.71825 76.08682 85.85346 177.28241 188.0300
## 126 59.30206 26.13526 188.62078 79.29385 88.41396 173.23250 233.0826
## 127 67.46556 23.97765 132.02435 84.50010 69.78320 235.82850 225.7201
## 128 66.01724 20.52221 125.13439 97.63879 70.22294 261.94876 222.6436
## 129 56.45092 19.61346 138.14764 76.36722 77.84279 192.54930 194.1301
## 130 64.64397 29.34281 105.45257 88.83369 81.71585 242.10740 149.3839
## 131 78.58987 21.60019 141.48030 57.28548 71.53393 238.75473 174.4332
## 132 69.45384 18.30440 131.21714 74.27238 70.65488 128.84875 201.8306
## 133 65.67934 24.99313 141.09919 65.87550 68.60815 176.30756 229.5032
## 134 61.41303 24.36864 115.70851 91.61298 90.66312 131.70295 236.5170
## 135 46.41013 19.70926 114.99778 77.94035 48.76425 251.33337 199.4561
## 136 75.70830 18.05972 120.76524 75.52300 73.34043 219.09378 204.3745
## 137 51.86211 23.17435 119.46018 94.34937 75.50124 145.73142 204.0073
## 138 72.10752 26.69031 155.63337 91.64412 63.97410 278.37932 211.1800
## 139 82.86375 25.28115 160.53505 70.09117 79.14697 216.50969 259.2572
## 140 52.01618 22.11978 130.15439 84.27817 54.44558 119.63309 185.6818
## 141 71.75642 21.16427 126.61861 66.55564 85.12717 205.32687 202.6452
## 142 62.88778 24.25899 127.14182 74.61092 57.63471 141.88602 211.8586
## 143 50.83627 23.94059 134.11164 96.99738 51.97128 237.33086 165.8064
## 144 51.36506 25.26319 134.59582 95.21637 67.08258 137.93082 179.3665
## 145 50.56587 22.39177 137.97560 91.56650 76.80184 125.86274 215.8085
## 146 60.41566 26.01819 119.83312 73.59133 68.25854 84.58425 223.1797
## 147 51.85185 21.17373 118.07931 59.56868 69.22749 189.23813 246.3529
## 148 71.62883 22.57447 153.84886 67.12003 78.59865 70.87171 194.1646
## 149 84.62100 25.57428 123.29902 89.89235 63.98154 128.70845 256.5518
## 150 53.45932 26.27192 138.20330 76.59092 74.19858 128.53822 181.2019
## 151 72.54720 18.07219 131.90302 56.56009 80.32830 241.00993 157.4208
## 152 72.37519 23.80013 116.13764 77.77199 92.25689 94.52287 146.0546
## 153 68.35626 25.20458 143.24358 94.78956 80.13424 124.79240 245.1816
## 154 56.02294 19.43769 135.92934 86.58511 93.10501 161.79966 219.2083
## 155 64.20104 24.84575 157.39621 70.91253 79.85818 270.30235 205.0613
## 156 62.72036 21.18111 134.95554 63.15869 75.06597 136.38367 199.7576
## 157 70.47950 26.35671 127.09795 70.85594 51.40638 234.13702 260.8533
## 158 61.87356 25.00775 137.77016 80.06945 62.24109 97.48968 248.3372
## 159 74.28816 25.65335 112.15215 89.20239 71.75089 173.35708 176.6785
## 160 61.85386 23.83801 118.27185 58.94264 82.57884 179.76901 164.0919
## 161 74.98495 25.91822 141.82978 90.64826 71.71361 255.20099 244.5721
## 162 55.64757 27.36544 127.07038 79.75840 80.80831 145.59193 227.5199
## 163 53.70657 29.00549 131.74568 85.79663 63.92998 167.45530 192.6931
## 164 95.11757 23.42049 130.88362 62.01017 72.22164 161.97625 222.1847
## 165 61.46491 17.20266 121.51603 72.56680 77.37856 219.09472 143.5450
## 166 68.04369 23.58827 97.57295 74.90389 71.32645 80.69786 187.6829
## 167 71.15644 24.07557 139.00461 90.86964 76.28473 216.57542 223.4377
## 168 60.84922 23.06503 146.22869 90.70146 68.05715 208.66655 206.9304
## 169 70.05513 25.09121 110.34747 84.35547 79.03062 208.74808 167.6387
## 170 68.69447 26.32990 158.84205 96.86507 74.24892 174.47987 242.2961
## 171 63.31850 22.04965 139.64021 74.18510 74.60598 127.54447 247.0994
## 172 65.90070 22.67653 156.37871 90.53415 54.63774 147.99628 178.7487
## 173 64.98658 24.61396 116.14952 79.31544 68.02648 92.04859 203.2723
## 174 84.88176 21.95937 135.81867 72.55944 59.45874 123.28708 233.0450
## 175 58.47971 23.75555 131.14976 89.58017 58.23996 79.68154 237.3711
## 176 55.21683 18.00722 146.34888 94.47777 69.91423 168.14808 192.1157
## 177 65.64765 20.36428 122.82246 89.09728 73.41162 137.73449 180.7475
## 178 68.15642 19.78228 132.72329 74.24938 78.07780 113.88735 220.5150
## 179 69.31602 21.10985 101.77346 74.67327 86.55826 227.29993 147.0294
## 180 61.08304 21.55875 119.29162 94.44113 79.76620 120.96999 178.4225
## 181 55.51740 24.57045 135.08809 83.47524 85.72674 154.75750 234.4416
## 182 76.92130 26.24992 120.53937 88.57644 69.57374 217.01007 153.9266
## 183 62.08322 21.46333 132.13753 76.07589 71.86768 93.91384 170.2747
## 184 57.33728 20.70885 124.71130 93.19307 86.49427 98.16401 201.4745
## 185 63.12623 20.58327 143.52128 71.04632 75.11268 275.75565 199.4826
## 186 63.48598 22.33915 153.34855 86.39126 57.45743 274.14551 152.2935
## 187 75.51127 22.83072 118.50623 70.95623 66.21117 228.56064 225.8548
## 188 66.07958 24.85413 127.52686 53.35045 85.67972 76.28243 176.1027
## 189 72.23729 22.60029 158.09582 65.33035 68.68726 273.60983 204.1631
## 190 60.70651 17.68023 94.41884 81.15836 78.60116 228.89650 202.9114
## 191 67.27290 23.24398 127.30284 89.14727 75.24934 255.47539 231.9404
## 192 62.31289 26.82412 169.03232 60.96107 69.88825 116.38820 207.1556
## 193 66.17017 26.83648 171.28783 66.30976 71.41674 126.52913 204.9337
## 194 57.06266 21.29090 135.64042 98.58064 79.21307 196.91630 263.0791
## 195 53.24063 19.16623 117.78684 75.05728 77.30058 141.10150 221.3866
## 196 83.67436 30.38257 135.79550 85.11099 88.06404 228.20658 229.5651
## 197 70.82652 23.04522 121.47645 74.06179 73.00189 85.64102 224.7342
## 198 53.78830 23.22714 158.32430 76.50516 65.40632 256.14145 227.8781
## 199 59.67727 24.67761 118.78655 80.63351 76.84198 231.03317 252.7114
## 200 54.39358 18.98069 139.42595 79.81729 82.50601 254.48397 207.4441
## 201 85.52906 21.46099 143.74738 77.63961 99.06065 268.08513 217.1924
## 202 77.37420 19.18676 119.64357 74.67318 70.23133 137.71706 273.3131
## 203 62.86067 21.55934 147.80168 47.08789 71.67329 107.33988 192.0738
## 204 70.29739 23.83278 119.81123 99.69461 84.36618 101.31866 251.2578
## 205 61.48807 19.67881 143.92920 98.85754 88.55350 93.96049 189.5700
## 206 60.91853 25.15195 152.09158 67.91843 68.18384 168.49718 264.8795
## 207 58.04485 24.31016 115.60225 77.90125 82.07799 239.56063 187.6470
## 208 59.82952 20.96820 152.28991 94.41545 69.16585 251.14917 182.8329
## 209 80.48835 24.13371 124.33317 90.38170 64.99713 83.52212 242.9831
## 210 64.80294 25.59463 138.05118 93.35964 81.64529 222.97890 240.6603
## 211 66.39706 26.47107 136.43216 68.23231 76.21823 273.28859 227.2306
## 212 67.54192 22.90402 125.42406 107.27677 79.18797 135.02349 218.1786
## 213 76.63878 23.23782 137.59180 67.57198 69.00471 219.72447 217.1604
## 214 60.55221 23.25720 111.36746 87.76690 93.94727 194.39719 276.0797
## 215 56.16893 27.53609 130.51760 81.21165 82.08552 79.02509 162.7426
## 216 80.71641 26.65020 147.35134 75.38030 71.16877 163.86961 177.2441
## 217 61.24130 25.83632 94.85282 75.64025 82.47886 203.48304 167.7279
## 218 58.64779 22.69545 106.86129 69.09205 62.34760 237.34110 240.5246
## 219 53.92629 24.54508 112.56609 97.06246 73.65362 183.25381 201.3166
## 220 53.48062 24.62921 105.09093 80.65779 89.83526 254.30031 205.0747
## 221 60.01944 20.58331 140.24270 82.47363 73.11719 71.41821 267.2575
## 222 70.98547 18.66075 115.52375 81.94307 84.66015 163.38639 190.4816
## 223 75.51060 25.29712 95.02043 75.68567 72.76982 171.01094 275.0408
## 224 71.80981 19.21793 121.74255 67.56597 50.97072 235.79344 163.4932
## 225 61.95435 23.50471 126.06388 82.41487 65.85777 128.20949 252.1297
## 226 65.84970 24.20069 147.89375 57.29806 77.43872 193.42501 219.8014
## 227 58.81771 25.07883 113.58434 64.52133 90.28880 109.17904 196.6705
## 228 58.70159 24.03039 153.22256 68.18256 68.86928 238.72189 203.6828
## 229 73.43878 21.44801 139.87135 68.15814 77.99778 194.21652 252.8167
## 230 55.95655 26.26182 139.24116 80.84692 64.96940 126.91909 264.6737
## 231 83.28870 28.36817 117.98080 96.80382 64.42721 237.74023 154.7498
## 232 64.46906 25.96730 167.08919 63.48603 66.93818 196.42549 320.4856
## 233 67.27376 18.05778 130.02526 84.34033 89.47515 270.20465 293.0831
## 234 58.50555 27.41881 100.96429 89.32513 84.97326 107.32934 192.2270
## 235 60.01562 23.34304 129.33251 69.11201 81.33348 70.88571 207.2076
## 236 53.18345 24.96976 99.04723 79.13505 86.81236 147.69806 187.7347
## 237 63.61709 25.24169 127.46607 88.51264 70.64354 231.23183 206.2775
## 238 69.15464 23.22928 125.51103 76.96605 83.07556 189.78372 233.3454
## 239 68.28360 23.28926 144.83202 77.33868 77.30111 105.62603 212.6593
## 240 58.10986 26.35364 150.56618 82.99268 64.08444 88.68365 215.5402
## 241 58.04468 25.49249 120.19316 79.05786 66.37385 253.13143 257.3612
## 242 60.67977 26.27273 147.00691 73.75451 75.62556 100.42988 137.6743
## 243 79.06376 30.17219 157.82565 78.21682 77.25912 202.77282 193.3281
## 244 54.83681 25.36036 119.17748 99.84639 71.72574 163.26368 213.9936
## 245 63.65273 24.08067 121.48292 89.04825 64.63684 263.48489 183.8492
## 246 82.80173 17.31023 144.28862 69.91381 53.14563 197.88706 243.7814
## 247 64.37103 31.03680 136.10334 66.37938 79.56497 84.43540 194.8211
## 248 52.78947 22.14850 142.50356 75.84819 71.99965 178.01293 195.3516
## 249 59.18412 30.14926 157.48198 93.91789 80.86619 214.12009 247.9429
## 250 69.76623 24.54900 139.67395 82.83167 58.86814 171.34522 236.4146
## 251 61.84445 27.80760 151.30477 72.19389 61.93997 198.75736 204.4150
## 252 60.13074 23.19281 143.80085 89.13991 73.93102 170.13729 198.6479
## 253 62.13596 24.93212 140.48836 78.27294 60.26546 248.20363 162.2346
## 254 66.13257 24.09908 139.65648 67.70874 54.27898 125.94062 186.6383
## 255 80.00628 22.97886 155.49816 84.63476 83.32775 155.39572 293.7509
## 256 64.48520 23.16290 115.36045 96.00833 84.55913 237.11993 208.0840
## 257 75.24336 26.33594 113.55930 84.34881 64.28538 252.60156 238.9885
## 258 71.10294 22.93592 143.25906 81.75440 72.24340 182.62914 203.3029
## 259 64.25451 17.79449 130.80543 72.67820 63.19328 138.58837 229.1193
## 260 51.19730 22.95151 134.19509 85.78186 78.42248 190.86243 207.5864
## 261 60.50572 25.01141 145.87235 68.24490 74.78838 139.77992 253.6275
## 262 60.79319 25.22608 146.08266 62.01131 65.97067 103.12559 192.9319
## 263 65.73382 25.22639 128.30327 79.23613 66.97072 176.61587 153.7555
## 264 77.26183 18.76212 127.43048 79.32985 63.94815 77.62287 238.5029
## 265 86.39633 24.53248 134.18798 105.00609 79.68193 99.77791 201.5736
## 266 79.53775 26.21001 151.50281 66.68508 81.09559 105.93282 256.8607
## 267 64.07501 27.07442 140.35536 81.52870 79.05299 137.71380 213.3423
## 268 49.13995 22.87011 157.97763 88.31407 66.24966 143.89672 256.5466
## 269 61.72323 22.59870 132.76635 90.94134 56.34522 251.09877 220.6824
## 270 66.12071 27.66595 152.59918 79.58525 80.67419 144.49582 197.9567
## 271 73.07412 18.82980 148.35254 71.74716 73.24088 268.69949 232.8820
## 272 74.15526 22.27688 143.61146 78.99611 74.68638 170.82631 194.3748
## 273 71.59565 24.78089 140.15726 100.45539 85.93734 251.28974 264.0547
## 274 52.46348 18.97023 128.00206 84.86531 65.71808 136.38333 214.0640
## 275 73.11672 24.28296 130.99184 57.82410 87.11216 140.11270 143.3296
## 276 61.19167 28.75802 136.91442 94.93101 70.76149 103.73317 193.9545
## 277 66.90818 23.48863 133.75556 85.48338 67.61153 200.61236 156.2479
## 278 65.98587 22.72033 149.40643 79.34078 72.93967 108.33251 138.5035
## 279 69.23913 24.82975 130.98695 79.50886 79.19521 182.69871 211.2243
## 280 65.52701 22.71860 131.66840 78.09725 72.92424 110.99972 230.3555
## 281 49.95923 25.77752 124.42442 82.44519 65.64467 91.73813 184.5536
## 282 72.07576 26.03242 130.47911 74.30862 72.14295 139.02526 166.1126
## 283 68.85144 23.50754 131.69660 82.66402 48.40972 195.72775 189.7340
## 284 62.85601 20.20526 92.40962 69.73449 69.76063 214.29546 158.9079
## 285 66.38693 19.80898 109.01545 81.84157 79.88765 112.82127 232.1476
## 286 66.53316 21.83961 131.63148 91.54316 73.32277 156.74032 227.9713
## 287 67.33338 25.73267 128.25753 85.14851 82.32744 100.18595 157.4530
## 288 80.39578 18.01703 111.88479 90.76112 80.20282 113.37954 189.0178
## 289 63.28474 18.21829 98.04808 68.02770 81.87929 230.07916 243.3345
## 290 66.84620 21.66942 126.69854 80.28628 81.98847 170.66008 203.8381
## 291 76.04913 24.60431 144.33618 86.30458 56.84490 120.05420 209.6093
## 292 74.99847 20.94202 163.93168 68.27235 75.14368 236.44788 222.8603
## 293 75.83642 25.98290 132.22701 96.45421 92.21571 162.53078 229.6721
## 294 59.98729 24.43344 159.03073 68.62755 70.05491 105.51951 248.5029
## 295 83.72284 23.02221 134.35289 81.46035 79.85443 104.50567 234.4084
## 296 65.91365 25.79272 134.92181 81.32461 76.60563 272.44775 164.5291
## 297 82.47504 24.58742 138.58444 81.00187 80.94863 179.16216 197.5211
## 298 52.87170 22.25138 117.66490 77.44846 72.24368 179.20945 219.1247
## 299 65.49305 24.14712 131.99493 84.51432 68.29286 213.95143 205.7549
## 300 76.79921 25.31304 148.79783 68.66654 75.85559 234.70876 138.4771
## 301 58.71977 24.49759 119.77980 65.90380 77.28206 214.70282 184.6613
## 302 58.37526 21.65757 127.27189 72.69612 73.15401 253.80092 242.2729
## 303 56.66544 25.89457 112.81401 79.08663 75.43013 99.49609 214.4365
## 304 55.61688 26.72822 139.10116 93.14720 79.41920 125.43626 161.4418
## 305 61.27813 24.27357 140.33400 96.68576 66.95007 257.22466 216.3176
## 306 68.34685 23.90349 144.24608 83.11845 87.06662 143.96729 204.1420
## 307 46.76926 23.28825 111.55332 83.78303 98.20798 264.84604 231.1353
## 308 67.25022 29.55196 134.77661 77.09300 90.61066 138.36908 277.7632
## 309 76.67741 24.27368 116.37899 80.21417 70.32861 204.88702 160.0332
## 310 84.04568 23.05678 132.89327 64.67136 55.95968 178.96066 192.8854
## 311 77.27082 16.47783 156.39592 82.80229 75.66908 187.57641 204.7902
## 312 72.26233 19.11721 124.08831 73.96958 84.34287 174.25190 139.8733
## 313 49.41408 23.28252 145.44196 83.28106 83.27012 180.94234 208.2854
## 314 59.76614 24.07762 119.78080 75.99800 62.18766 150.07564 190.0220
## 315 62.06117 24.27524 124.52576 72.62071 63.41194 195.73886 281.9571
## 316 71.77242 25.80022 140.57763 77.35551 76.50432 125.00478 114.4658
## 317 64.32782 22.95637 121.01554 75.77412 81.67385 205.16009 257.6672
## 318 53.72043 26.90085 103.09812 91.41199 84.26578 209.20562 242.0608
## 319 80.79681 20.91976 155.04045 81.93853 83.67212 185.87271 233.1905
## 320 73.68480 20.11636 139.20625 84.32766 64.93626 134.41623 214.0714
## 321 67.48436 20.05884 122.68631 66.42287 61.31765 225.36791 186.1990
## 322 76.50660 25.57843 98.00362 95.71599 53.96854 247.03340 245.2330
## 323 52.98328 23.26782 166.18867 81.40526 80.40179 147.02125 180.5132
## 324 71.37955 25.71149 192.23149 70.53779 83.79517 162.21989 231.8798
## 325 60.48921 22.75042 136.53091 83.00680 78.62643 251.96038 222.3858
## 326 71.59046 21.84270 147.77162 89.01364 63.97919 155.44916 244.2777
## 327 64.74044 22.46861 154.32981 64.89465 91.56103 171.35879 189.9122
## 328 71.12324 18.31267 120.61842 97.78414 71.21346 175.27579 190.4179
## 329 77.58676 20.22508 126.75407 78.00907 93.77990 78.27020 219.1175
## 330 65.36707 19.46230 102.67538 91.69653 80.88972 152.61438 219.2348
## 331 74.66154 26.45210 120.00988 80.47320 87.59826 166.19918 253.9549
## 332 54.36641 21.82748 143.79217 76.14308 78.57132 186.39817 225.0755
## 333 58.66124 25.71049 127.81247 60.06636 74.42115 210.56710 214.0073
## 334 79.27680 27.74617 129.15130 67.92816 64.46825 212.59637 236.6851
## 335 68.77197 22.96303 130.93021 79.25766 69.23560 256.14739 191.6327
## 336 46.41955 24.29486 100.28583 88.55802 74.60537 209.20175 244.8216
## 337 52.75086 18.59701 147.55852 59.56604 78.06178 179.51725 176.0674
## 338 63.45281 21.20772 107.63887 94.41722 74.75120 135.00487 220.2898
## 339 73.26517 23.65740 129.25002 94.66920 73.23129 75.47280 153.8275
## 340 64.36267 24.33744 125.22514 67.46652 77.02660 97.17868 217.3096
## 341 71.04252 21.37369 129.07461 84.75362 69.59409 174.90287 158.3412
## 342 74.12285 31.01761 158.44940 68.64006 69.47266 176.78309 201.7767
## 343 80.67370 22.21651 122.71395 78.36036 59.81510 94.08156 152.1827
## 344 65.81535 23.67988 119.19579 89.63669 83.98585 123.53197 188.5124
## 345 64.82177 25.31942 106.30606 88.99123 75.59279 104.38176 184.0746
## 346 49.17022 23.42715 118.80028 70.61383 74.22195 128.39383 227.3302
## 347 66.21381 21.69801 112.49177 75.56299 67.32035 101.87954 190.3810
## 348 60.03898 26.42686 140.03906 69.25505 72.49837 159.64177 184.3207
## 349 56.33911 28.02353 117.79743 83.33312 63.68878 114.32460 248.9993
## 350 63.64486 23.41686 138.22074 63.01790 64.08238 86.30109 263.5480
## 351 74.63748 25.07435 130.33752 51.56622 54.95101 252.30189 244.8381
## 352 46.96671 23.22725 107.81266 95.42699 85.40784 114.76310 160.8346
## 353 61.36903 26.34607 119.06436 104.02616 76.42262 112.39303 250.7912
## 354 66.37306 20.26273 148.38947 74.83114 63.37385 136.15976 169.3725
## 355 57.08249 29.99841 148.70383 87.84380 87.31976 139.03438 206.9616
## 356 68.37191 21.81011 167.99753 79.61972 81.65821 230.76897 233.1699
## 357 69.08516 19.41522 132.83734 95.47516 82.89501 189.76981 202.3487
## 358 64.99607 22.51743 106.72303 85.62934 72.72941 103.88268 204.4122
## 359 42.61374 23.91078 119.45270 81.87920 70.65984 239.99411 213.3749
## 360 88.95741 28.04614 140.04855 60.44924 74.07044 262.69129 223.2054
## 361 63.41125 26.05139 166.15239 91.28763 79.34925 122.76838 222.6689
## 362 71.29098 23.89888 134.82516 75.94587 83.49910 227.04945 153.1933
## 363 67.81865 19.60945 152.85677 64.68266 91.78943 112.70676 203.5914
## 364 74.72699 21.07509 146.34142 77.54078 69.75476 243.31185 218.6223
## 365 72.82247 23.04280 112.45840 78.34347 64.43657 133.12100 228.4991
## 366 63.36990 30.64847 129.90553 91.03351 76.15902 230.22120 198.9858
## 367 68.77914 18.29136 155.74208 67.20886 106.83209 95.21690 186.4638
## 368 56.60224 26.66695 148.23168 73.73321 70.59953 246.53214 164.8534
## 369 73.18369 22.02374 141.01643 95.62288 87.12965 241.63547 185.6138
## 370 61.05845 28.16477 141.24950 94.23772 72.54747 248.46297 205.3504
## 371 87.53431 20.31024 124.30041 92.14640 70.07530 73.04227 188.6558
## 372 50.11035 23.90215 109.81076 97.47831 67.64062 77.92655 228.6278
## 373 61.03132 20.42126 155.56995 81.88313 72.88193 132.46102 221.2438
## 374 72.89349 26.02985 108.04616 73.47384 92.33874 138.27832 157.0160
## 375 69.99322 27.65458 116.46932 85.64068 78.26939 85.62747 219.6133
## 376 59.87677 28.96202 143.90689 91.02834 80.21696 217.98918 226.9054
## 377 56.12962 25.73328 110.81160 105.52588 83.90673 75.26395 200.8069
## 378 66.62918 28.66115 123.24227 58.67469 96.85329 242.22864 208.4389
## 379 65.16837 26.98999 112.20101 82.62362 83.24400 176.88916 195.2523
## 380 48.82941 23.13075 143.76161 86.70630 60.11533 230.24190 199.7649
## 381 65.61787 24.83570 140.71048 79.11579 64.24813 266.04294 176.5712
## 382 67.05012 20.77842 140.28298 63.03130 58.41072 183.26985 223.1192
## 383 66.90748 22.98143 140.64313 87.63406 45.19026 268.32799 169.4935
## 384 55.59384 26.91870 142.65180 71.36378 88.65271 136.24144 190.1099
## 385 69.68043 25.01560 144.08874 85.11272 69.91590 129.93987 179.6068
## 386 77.98285 24.78060 98.44842 89.41080 79.24719 272.39155 180.9952
## 387 69.49737 20.59323 130.29571 93.43834 87.50699 120.76929 197.3219
## 388 54.85259 21.80736 134.86812 63.03086 69.72576 237.14453 193.5293
## 389 61.29206 21.35910 145.58183 91.27464 73.68284 131.69898 186.5512
## 390 68.48415 24.60683 112.11899 71.60030 78.77769 215.62819 201.0634
## 391 59.34718 20.72658 124.15700 65.90749 77.47173 229.08706 157.7908
## 392 45.44965 25.07372 114.11125 93.76323 66.96969 127.20963 212.9087
## 393 73.43511 20.37403 151.40170 91.96498 82.77356 71.08850 229.8350
## 394 57.66881 28.61989 155.28377 77.10436 80.82917 158.21889 167.5993
## 395 60.02325 24.78966 146.68434 87.82709 72.07128 194.94374 163.3742
## 396 79.13589 21.53719 111.50794 70.49451 62.26500 162.41298 281.8399
## 397 58.17787 24.17493 140.80916 78.08396 81.75000 141.59090 217.0840
## 398 73.08073 22.51313 153.03286 78.69716 90.08896 177.97910 211.0288
## 399 53.70172 24.53921 135.83897 76.69608 89.59543 117.74748 202.8485
## 400 62.03821 24.18189 122.99309 87.55486 84.26266 130.48878 225.3111
## 401 64.62328 20.66048 113.89293 96.14940 70.02708 74.68614 210.5103
## 402 54.54841 21.28432 121.25720 74.82325 69.52086 180.42860 191.5579
## 403 59.46032 24.33886 145.40985 79.35055 68.92931 157.45882 195.2445
## 404 65.03466 28.08935 125.34593 97.21330 70.77717 273.73277 198.1042
## 405 71.47040 26.53693 136.88326 76.17925 82.54645 80.35971 198.9107
## 406 50.11497 21.75121 155.56155 51.83679 77.79217 203.44676 184.8698
## 407 62.08226 25.81258 143.02086 85.19963 55.60821 173.22370 244.2083
## 408 72.25894 23.36401 156.78177 70.21479 55.56383 70.98361 212.3492
## 409 60.34296 24.34368 103.12235 69.01564 74.86024 108.75274 184.1753
## 410 67.39109 24.22901 127.98817 94.90274 76.67436 202.55844 228.5156
## 411 69.82850 30.71126 134.03869 105.89358 50.87152 178.36071 220.6824
## 412 67.76408 20.18119 143.02531 68.57433 66.52730 256.36098 204.8287
## 413 71.30997 23.78258 112.43888 90.73197 75.38939 211.61885 222.3287
## 414 64.17108 18.51606 147.00823 78.69262 90.44875 177.37751 179.8427
## 415 61.49418 25.15154 138.27933 81.21734 53.96488 134.20950 202.8377
## 416 40.98303 26.57050 137.51661 92.77793 61.91784 153.05437 176.8275
## 417 64.44494 27.54785 141.79848 81.98632 63.75678 102.03890 170.8262
## 418 69.25862 18.10959 130.86373 70.59039 76.94166 149.38007 198.5295
## 419 70.22567 24.65575 149.09706 74.66663 78.57381 126.50402 214.7608
## 420 60.19144 27.96144 144.24402 87.04165 71.73276 267.56556 179.6273
## 421 81.67143 22.34076 130.27134 54.70536 58.17055 122.72242 203.6106
## 422 67.93510 22.90598 151.10660 91.41911 68.47920 223.76787 149.8105
## 423 66.46211 23.39770 138.01978 62.93149 69.21490 84.14564 194.7810
## 424 77.00485 24.52205 144.60315 79.93466 72.97290 147.49908 247.3467
## 425 58.69011 25.36245 122.50189 77.66316 92.14029 115.46033 171.8790
## 426 61.15688 27.18990 160.55756 93.53584 67.99391 253.70718 170.5297
## 427 87.35656 23.23263 132.83019 81.72069 75.90078 158.47406 202.1545
## 428 65.40239 24.04958 147.73725 80.79075 67.69332 137.09643 226.6768
## 429 80.32883 30.46639 131.14796 87.17005 62.07761 156.23572 249.4735
## 430 52.06574 24.70708 128.00648 70.85094 81.77745 102.68676 295.5466
## 431 63.54725 24.02851 146.62767 77.60388 64.06840 201.48752 235.3290
## 432 68.78150 19.74172 105.16921 92.30015 103.81970 230.80389 231.1222
## 433 68.06035 23.50800 141.27141 87.01317 76.07191 258.47618 275.2075
## 434 56.04815 22.88029 139.78741 66.05219 75.73266 197.52140 199.5200
## 435 65.47719 23.46907 85.73174 86.52613 74.40128 201.81339 202.3661
## 436 55.38773 21.88883 139.34660 64.95979 94.45828 208.37141 217.5313
## 437 71.85687 21.57692 94.95269 73.29807 82.07123 264.36988 163.1471
## 438 75.27993 21.48183 144.44658 92.65685 72.46460 277.37949 149.6483
## 439 44.83011 22.89939 124.95651 55.61382 62.85501 124.02993 268.0207
## 440 76.66838 27.33077 120.73861 60.66455 64.19336 130.78623 190.6126
## 441 53.88239 26.43744 132.78019 93.62469 66.85761 260.52423 194.4189
## 442 69.48388 22.49207 156.92841 70.98172 87.85696 148.02121 177.0289
## 443 71.37110 18.77943 121.78185 93.00767 73.11569 221.22116 213.9824
## 444 63.46101 21.13517 142.66681 77.89972 67.14941 245.55420 228.5121
## 445 59.36495 22.21827 138.87026 84.27720 83.41662 94.38773 201.8701
## 446 66.82095 23.79019 112.25842 88.40208 89.22439 246.51000 209.7779
## 447 69.33713 21.64470 102.43211 72.73203 67.80742 207.15017 240.2203
## 448 73.42639 29.11871 98.02975 76.44088 70.42821 71.93966 208.9500
## 449 46.41850 22.73765 142.54730 75.25846 78.72548 92.55423 191.0563
## 450 50.24531 20.10096 132.29201 109.83210 75.04913 159.27794 207.3302
## 451 78.45970 23.10447 165.28500 81.04977 79.36685 243.10203 181.9244
## 452 74.92899 20.68494 142.93931 84.75896 93.09908 140.07087 212.6114
## 453 69.30466 23.93724 147.76968 76.05394 74.46594 131.58939 180.1174
## 454 71.87964 24.15417 156.25171 77.11284 72.15263 259.51507 254.6026
## 455 73.73801 24.49565 124.13742 94.45267 80.19685 154.99478 128.4880
## 456 40.81951 18.95880 141.82671 76.07394 74.58188 188.63963 222.3421
## 457 75.51455 24.11799 148.10388 79.91546 81.69153 121.91539 193.4391
## 458 60.83811 24.36926 156.86365 83.73350 72.74830 98.06160 273.8823
## 459 67.42167 19.52090 146.24640 75.08056 79.75699 111.18503 201.6799
## 460 62.58455 26.17502 140.27008 100.66199 58.68072 180.79388 224.9597
## 461 73.32208 25.69568 117.70608 64.41548 75.24599 269.72780 221.8741
## 462 62.09405 29.93893 145.66731 101.22083 69.67973 157.77338 217.3494
## 463 70.07023 23.93877 141.65465 75.93797 62.59930 245.42489 226.1389
## 464 61.70570 23.63085 143.99938 94.22118 70.76277 86.65709 274.2159
## 465 55.24636 23.77044 140.31379 58.30880 79.00595 226.79803 239.4440
## 466 76.43210 23.69535 129.36783 89.93006 76.06960 125.60874 215.6838
## 467 72.11628 18.32428 131.55485 89.07781 82.38158 180.63281 267.4837
## 468 81.16321 18.82084 144.92887 66.09798 84.97944 79.41995 228.2539
## 469 65.89942 23.28289 135.90355 71.47893 83.79887 230.77037 230.4358
## 470 75.65003 21.87301 118.37310 81.77072 71.69286 260.30022 249.7635
## 471 83.47386 23.65326 127.82222 91.93904 61.15436 225.89777 214.5360
## 472 62.71036 17.58862 109.81530 71.50381 72.15648 90.35913 232.8784
## 473 53.12885 19.30364 115.97694 77.30185 87.38138 267.62833 200.3794
## 474 63.09797 20.41585 130.36931 96.51341 73.82450 107.31238 213.3572
## 475 63.33082 26.26096 101.43268 67.63738 57.90844 237.69084 210.5884
## 476 66.69546 20.42423 103.35051 89.84140 80.25952 210.29505 188.5087
## 477 81.05321 21.26136 152.19489 84.50182 78.05910 157.42922 275.4262
## 478 62.29948 23.72365 122.80917 67.86778 70.89366 227.48316 191.1358
## 479 68.73164 22.59631 100.49539 72.55381 76.92030 156.71941 197.7372
## 480 63.20531 23.90997 130.92489 88.08107 89.47857 194.15259 252.3436
## 481 65.48815 29.95417 156.01871 82.36387 88.74156 136.85207 208.6298
## 482 68.18933 20.35111 144.48945 94.94855 70.30888 205.11458 247.2641
## 483 77.51958 22.64469 140.62421 73.26091 75.21198 144.82756 189.5609
## 484 66.41613 22.05307 153.61555 61.35498 59.83206 252.21579 208.8826
## 485 71.85815 27.73471 119.39872 90.91175 67.45859 154.94826 201.1446
## 486 72.46551 21.34544 145.66956 73.18775 96.18652 165.26845 177.8038
## 487 73.71591 23.27016 122.62600 80.98764 90.82910 255.86634 199.4424
## 488 60.01557 25.70397 132.91337 98.09375 72.69283 206.28533 188.0038
## 489 80.26731 20.53595 171.65314 77.02057 67.82912 72.07882 237.1670
## 490 61.79520 28.13449 149.86510 96.28024 60.75046 207.01181 199.8430
## 491 64.32679 25.39213 146.34013 67.96061 97.42354 120.45002 206.6096
## 492 78.21726 20.49222 113.50426 89.60297 76.30361 271.79970 182.3950
## 493 77.20557 24.77282 119.14087 82.34075 68.86354 163.45307 216.2940
## 494 55.27207 22.90274 172.87204 71.81654 86.41971 209.74390 156.9121
## 495 57.26775 24.37704 113.76724 66.00390 63.55435 90.83746 113.4292
## 496 52.80567 23.24807 136.65339 80.52009 82.72892 113.20561 270.4035
## 497 66.97299 26.49744 148.51999 82.43026 90.22914 267.98302 233.9110
## 498 66.81654 19.71692 150.72826 82.66868 72.89321 188.71870 229.9287
## 499 68.64986 22.03667 151.95946 85.44436 90.33845 155.17012 136.6135
## 500 70.37985 22.80227 130.04524 74.77280 81.83629 191.17726 231.3067
## LDLc HDLc LDLp gender stroke smoke
## 1 80.03333 70.500713 1368.7469 Female No never
## 2 155.06428 59.925506 1403.1867 Female No past
## 3 144.80217 75.903186 1469.3182 Male No past
## 4 114.26728 81.134072 1525.9358 Male No past
## 5 123.09410 59.137704 1433.7602 Male No past
## 6 138.68406 95.732466 1400.3788 Female No never
## 7 143.96416 78.794020 1278.7507 Female No past
## 8 71.11315 82.971621 1445.5450 Male No current
## 9 168.45773 55.722418 918.9764 Female No current
## 10 80.50577 58.979125 1508.5338 Female No past
## 11 59.84988 44.970238 1144.0503 Female No past
## 12 152.97606 68.510433 2024.4526 Female No never
## 13 77.32435 65.973002 1125.2224 Female No current
## 14 116.82329 62.915719 422.9415 Male No current
## 15 82.38849 49.251833 1728.5441 Male No never
## 16 68.64215 57.194140 1124.5130 Male No past
## 17 110.13594 96.436479 1489.7395 Female No past
## 18 143.55340 44.853879 1377.1899 Male No current
## 19 133.39179 54.112203 1644.0196 Female No past
## 20 103.98890 36.459244 1031.1490 Female No never
## 21 123.21657 39.339096 943.5526 Female No past
## 22 120.67203 56.224256 1634.4130 Male No never
## 23 122.97827 54.374215 1014.1991 Female No past
## 24 110.01555 50.380842 837.9228 Female No never
## 25 134.77394 47.602956 1546.4477 Female No past
## 26 90.48269 57.819703 1287.9983 Male No never
## 27 135.28223 81.372164 2006.2696 Male No past
## 28 113.28697 54.966919 1413.3163 Female No current
## 29 113.40384 38.587292 1199.7771 Female No current
## 30 145.35407 42.377783 1115.7679 Female No current
## 31 110.58210 25.823047 1824.3326 Female No past
## 32 93.46945 31.023861 935.6246 Female No current
## 33 86.79078 48.070663 1497.0989 Male No past
## 34 144.22592 44.017446 1480.1549 Male No past
## 35 52.11474 40.962238 1132.4350 Male No current
## 36 110.90903 96.509613 1778.6975 Female No past
## 37 129.26708 92.295020 1078.8436 Female No past
## 38 81.51621 106.690045 1302.0319 Female Yes past
## 39 123.91362 75.043977 1426.8081 Male No past
## 40 144.26296 58.445901 2020.0381 Male No past
## 41 67.72653 42.834286 1496.5442 Male No current
## 42 96.48028 41.816437 1838.7195 Female No past
## 43 177.76621 52.505331 1084.6956 Female No past
## 44 103.61612 83.965220 773.0225 Female No current
## 45 94.06022 73.096529 1580.5879 Female No past
## 46 97.38519 77.044153 808.8743 Male No current
## 47 110.37508 57.987951 896.6125 Female No past
## 48 129.40402 33.800637 1495.2011 Female Yes past
## 49 102.11149 67.077327 1290.9045 Female No past
## 50 129.88876 57.501368 1567.6114 Male No past
## 51 145.23591 55.919938 1747.2681 Female No past
## 52 134.01405 99.959866 1587.7563 Female No past
## 53 146.70465 76.693536 1425.1841 Female No current
## 54 99.12893 57.257210 1477.1937 Male No past
## 55 119.93429 27.608998 1352.3894 Female No never
## 56 144.08037 56.226446 1831.6222 Female No never
## 57 125.38611 78.829884 1324.0573 Male No past
## 58 130.22548 67.898932 1555.3896 Male No past
## 59 125.26041 66.116300 1019.8544 Male No current
## 60 129.31189 79.798157 1320.0277 Male No current
## 61 122.94303 58.308523 695.7272 Male No current
## 62 89.97068 55.179304 1350.5206 Female No never
## 63 129.03830 56.804799 851.8432 Female No past
## 64 109.72935 74.300879 1267.2740 Female No never
## 65 167.74970 56.532538 1234.4042 Female No past
## 66 107.45217 74.757330 1605.9239 Female No past
## 67 128.36800 39.561150 1111.1561 Female No current
## 68 63.16034 38.802149 1104.4293 Male No never
## 69 103.48560 63.554690 703.2713 Female No current
## 70 98.28307 74.758782 1498.1470 Female No past
## 71 161.48866 54.084543 1641.6779 Female No past
## 72 119.06468 51.079642 1238.7073 Female No current
## 73 128.14726 11.043042 1761.6929 Male No past
## 74 132.91311 67.925479 1182.4098 Male No past
## 75 107.40550 45.319467 1000.7883 Male No current
## 76 132.92594 68.425576 1378.2331 Female No past
## 77 169.92323 86.561647 1518.3462 Female No never
## 78 142.62934 52.522233 850.2360 Male No current
## 79 145.61779 73.632039 806.6784 Female No never
## 80 98.09684 58.599940 1322.2277 Male No past
## 81 129.19318 67.824302 1455.2534 Male No past
## 82 132.69987 40.842351 589.4149 Female No never
## 83 103.60148 68.695478 785.0535 Female No past
## 84 127.30246 84.397819 1402.3315 Female No past
## 85 184.24784 93.101800 1580.3971 Female No past
## 86 93.80132 40.283362 1191.2432 Male No past
## 87 140.66443 70.746225 1675.9295 Male No never
## 88 90.75517 52.307972 1119.8745 Male No never
## 89 134.49926 70.552155 1256.9077 Female No current
## 90 91.73682 58.141190 1721.6962 Female No past
## 91 141.81197 56.909811 1283.0027 Female Yes past
## 92 84.78426 73.373161 1315.9301 Female No past
## 93 124.32825 74.507767 1032.1896 Female No current
## 94 164.85158 66.239664 1328.5388 Female No never
## 95 116.87449 69.513674 1110.5326 Male No current
## 96 120.43572 67.998749 756.4718 Male No current
## 97 166.78056 66.227220 1010.5442 Female No past
## 98 186.17358 62.914774 1234.8541 Female No past
## 99 199.88166 77.506301 1358.1531 Female No past
## 100 111.62358 73.865217 1635.3530 Female No current
## 101 91.32841 75.352611 1319.8107 Female No current
## 102 143.67742 80.893342 1268.9498 Male No past
## 103 137.06407 71.023271 1647.0299 Male No never
## 104 163.13019 58.591930 2048.2148 Male No past
## 105 128.30855 42.016374 1281.8133 Male No past
## 106 128.63394 52.661826 1669.0526 Male Yes never
## 107 170.14211 45.901798 1457.0150 Male No past
## 108 128.66988 56.016398 1284.6919 Male No past
## 109 144.63097 52.002286 719.2487 Female No current
## 110 138.56500 57.818661 1011.4451 Female No current
## 111 122.33560 43.176971 1137.3580 Male No past
## 112 107.29199 50.285253 967.7215 Male No past
## 113 113.34403 67.593893 952.0769 Male No current
## 114 63.91919 65.080825 1181.4383 Male No never
## 115 162.92300 54.147967 1599.7541 Male No never
## 116 74.76200 79.226955 1025.9647 Male No past
## 117 105.57731 32.252009 1344.2207 Female No past
## 118 112.33824 69.844827 1245.7827 Female No current
## 119 160.68561 89.086001 1551.0851 Male No current
## 120 125.47486 54.081095 1319.7809 Female No past
## 121 152.66883 68.160253 1256.4580 Female No past
## 122 114.67297 51.418302 1128.9459 Male No past
## 123 174.97758 60.910334 1581.3669 Female No never
## 124 138.64109 75.736181 1657.2056 Male No never
## 125 140.49099 45.121944 1313.9591 Female No past
## 126 150.62265 51.479672 2310.8014 Female No past
## 127 78.22511 70.720353 1307.0826 Female No past
## 128 123.37712 68.658062 2204.1520 Female No never
## 129 130.27854 75.581408 1266.9659 Female Yes past
## 130 100.17675 83.473643 826.5783 Female No current
## 131 124.07339 74.926394 871.3090 Female No past
## 132 101.56928 42.225903 1040.8945 Female No never
## 133 130.44185 64.021930 1761.1320 Female No past
## 134 68.94147 54.236153 1830.0686 Male No past
## 135 132.42569 61.196322 1429.8670 Male No never
## 136 104.17913 77.537314 1402.5538 Female No current
## 137 152.51895 66.187951 1143.4232 Male No past
## 138 63.16497 64.046834 1100.5989 Male No never
## 139 125.00431 59.173969 1087.9627 Female No past
## 140 116.92249 68.327228 1041.1764 Male No past
## 141 152.55526 40.438334 1142.5138 Male No current
## 142 75.22526 53.838600 1117.1456 Male No past
## 143 106.86493 89.913396 1469.9967 Female No current
## 144 145.53991 72.205374 1544.2559 Female No current
## 145 142.50296 44.276246 1799.3749 Female No current
## 146 134.63233 39.554547 557.4976 Female No never
## 147 132.55334 44.319855 1459.7542 Female No past
## 148 72.50914 71.568776 1210.3894 Male No never
## 149 149.81059 68.966914 1226.3513 Female No past
## 150 130.32001 51.236093 804.8177 Female No current
## 151 68.02479 54.774287 1297.9229 Female No past
## 152 118.37851 78.614637 1070.1538 Female Yes never
## 153 152.96159 55.864797 1417.0403 Female No never
## 154 145.29220 60.266156 966.9240 Female No never
## 155 104.33218 67.539847 2364.1965 Female No past
## 156 151.54492 58.072801 1068.2867 Female No past
## 157 111.52117 48.290033 1221.5047 Male No never
## 158 135.41850 53.990939 931.3832 Male No past
## 159 152.18738 42.166292 1208.3345 Male No current
## 160 135.68287 69.606833 1962.1490 Male Yes never
## 161 103.67509 84.877110 1189.4176 Female No past
## 162 148.85706 65.623449 1495.0275 Male No past
## 163 169.02756 75.685307 1019.9575 Female No past
## 164 95.19225 49.774910 1779.5084 Male No current
## 165 118.11028 58.816535 1451.5498 Female No past
## 166 154.49224 58.890815 1088.3520 Female No past
## 167 97.56089 35.977661 1378.6295 Female No past
## 168 70.94955 62.873405 1189.4263 Female No past
## 169 108.52263 69.782499 1463.9191 Male No past
## 170 156.41991 73.396294 1059.9199 Female No past
## 171 81.91851 84.587077 1449.9757 Male No current
## 172 116.08204 35.234105 1793.2442 Male No never
## 173 153.21201 72.232431 1695.0364 Male No never
## 174 125.13973 73.992211 1401.4802 Male No past
## 175 141.09308 57.582543 1410.2719 Male No never
## 176 173.52371 71.963530 1437.1907 Female No past
## 177 151.33566 36.262775 1583.3534 Male No never
## 178 141.83773 65.094786 1426.2867 Male No past
## 179 138.76346 5.915139 1493.7666 Female No past
## 180 88.15978 66.823432 1503.4892 Female No past
## 181 149.44656 89.647673 1377.8188 Female No current
## 182 140.33183 88.593170 1528.8177 Male No past
## 183 136.08308 14.223852 1325.7278 Female No never
## 184 125.45491 70.769975 1617.9593 Female No current
## 185 84.70425 55.109938 1176.7410 Male No past
## 186 128.41226 60.857357 1367.3908 Female No current
## 187 162.20205 22.074438 1317.9503 Male No past
## 188 104.93265 68.115217 978.7716 Female No current
## 189 68.44995 51.977044 1675.4402 Female No past
## 190 180.09070 67.917844 951.7142 Female No never
## 191 106.38795 57.915438 1708.0221 Female No past
## 192 158.68614 43.149755 980.5150 Male No past
## 193 142.84596 67.197575 1006.9914 Male No never
## 194 174.55934 71.832723 1571.8623 Male No past
## 195 122.40866 62.261451 1282.9452 Female No never
## 196 114.48236 71.337698 742.4490 Male No current
## 197 176.84567 53.087012 1768.7983 Female No current
## 198 189.86233 84.040974 545.2663 Female Yes never
## 199 133.47216 54.963891 1095.7408 Male No current
## 200 128.91091 51.040162 842.0160 Male No current
## 201 146.47528 79.736192 1133.9180 Female No current
## 202 103.06657 81.033415 1335.1808 Male No past
## 203 138.97331 73.347605 1205.7698 Male No past
## 204 93.33870 65.202968 1130.5812 Female No past
## 205 114.57333 89.529482 1257.7966 Female No past
## 206 148.08703 43.411656 1390.4992 Female No past
## 207 100.29259 81.438529 1045.7097 Male No never
## 208 149.80440 91.644771 672.0566 Female No past
## 209 139.10685 62.266589 1024.2282 Male No past
## 210 167.68722 71.667279 724.3143 Female No past
## 211 190.14254 72.091729 1502.7313 Female No past
## 212 106.04747 82.426402 1881.2035 Female No past
## 213 135.68480 46.099055 956.9159 Female No current
## 214 171.51980 77.154000 1036.6140 Female No past
## 215 129.80671 31.051637 1039.6489 Female No past
## 216 103.64102 98.061193 1549.6417 Female Yes current
## 217 93.09453 51.187286 1317.6071 Female No never
## 218 166.66563 55.703420 1457.8625 Female No past
## 219 203.45241 65.882268 1544.4555 Male No past
## 220 91.56883 39.169477 1383.9613 Male No current
## 221 127.09128 56.646761 1445.2604 Female No past
## 222 75.59164 62.388328 951.6737 Female No past
## 223 125.83751 55.282575 1289.0619 Male No never
## 224 114.27572 97.165405 1119.1643 Male No current
## 225 123.33021 29.674336 908.0698 Female No never
## 226 212.51413 59.434625 949.7063 Male No never
## 227 80.78848 82.165597 1595.3773 Female No never
## 228 136.95724 46.499883 909.3823 Female No past
## 229 179.92594 58.840565 1184.0735 Male Yes past
## 230 104.95383 95.696143 1609.1562 Female No current
## 231 98.56257 28.247983 1408.9180 Female No past
## 232 125.18213 47.076318 1507.9444 Female No current
## 233 163.60092 40.088168 1409.5678 Female No current
## 234 113.17293 72.442529 1262.3697 Female No current
## 235 92.22872 45.969525 633.7866 Female No past
## 236 125.86443 69.580159 1121.3910 Female No never
## 237 61.79330 49.869227 885.5486 Male No current
## 238 78.43304 58.600298 1192.1172 Female No past
## 239 157.03268 76.455003 1937.5838 Male No current
## 240 137.77646 63.724966 1350.3661 Male No past
## 241 57.00179 26.949513 1087.5817 Female No current
## 242 142.64847 51.814792 1580.3842 Male No current
## 243 52.98888 73.930633 1458.6058 Male No past
## 244 109.98700 94.224625 1283.3727 Female No current
## 245 132.88837 41.567577 1238.2310 Female No past
## 246 79.87440 57.253408 1263.4087 Female No current
## 247 162.58682 59.855859 1286.1098 Male No past
## 248 160.96104 48.333573 1497.8860 Male No current
## 249 102.99542 36.827399 1347.1268 Female Yes past
## 250 158.09295 93.846700 1115.7091 Female No never
## 251 129.73015 87.466520 1563.7349 Female No current
## 252 143.64547 36.399875 1093.9392 Female No current
## 253 144.28641 27.953693 1709.2822 Female No past
## 254 84.30204 56.390618 1007.5756 Male No past
## 255 61.53896 68.918572 1537.2574 Male No current
## 256 191.35940 59.020476 1693.5147 Male No past
## 257 130.79904 81.287983 1682.5992 Female No past
## 258 135.22470 56.936446 1273.6227 Female No current
## 259 87.09973 40.669804 1520.1593 Female No past
## 260 158.44663 88.201917 652.8129 Male No current
## 261 180.13515 57.157727 1444.1583 Female No past
## 262 170.57505 56.273668 1274.5036 Male No past
## 263 61.61512 56.642098 1491.8463 Female No past
## 264 91.77721 62.291276 1341.3347 Male No current
## 265 126.70025 20.259685 1704.8552 Female Yes current
## 266 145.07908 73.394359 1255.6955 Male No past
## 267 107.01350 74.065805 1532.8912 Male No past
## 268 97.35971 72.437640 1275.5245 Male No never
## 269 130.74983 54.023077 1508.9912 Female No never
## 270 94.77971 63.057759 930.6169 Female No never
## 271 186.39471 35.902046 1493.9136 Female No never
## 272 67.69380 67.668112 1188.5905 Female No past
## 273 139.30974 46.838120 1429.0108 Female No never
## 274 62.45268 84.609005 1039.7149 Male No current
## 275 108.53417 44.912923 1474.0129 Female No past
## 276 169.23947 24.854189 2224.9025 Female No current
## 277 158.11586 64.356068 1780.1695 Male No current
## 278 80.75228 32.439156 1608.4861 Female No current
## 279 78.41331 44.877115 1118.2719 Male No never
## 280 125.48269 75.531372 1407.5697 Female No past
## 281 94.46268 94.440272 1259.4693 Male No past
## 282 136.14903 56.650598 699.5580 Female Yes never
## 283 93.51277 78.498228 1234.3885 Female No never
## 284 74.30143 36.920660 1210.9811 Female No past
## 285 110.50242 91.929873 1280.5283 Female No never
## 286 86.14122 61.209957 1144.9399 Female No past
## 287 157.03818 47.496120 1507.7856 Female No past
## 288 113.42816 68.336527 1896.0449 Female No never
## 289 122.53905 46.976294 1662.2089 Female No past
## 290 166.05654 62.190718 1510.3468 Female No current
## 291 180.69796 63.101365 1324.8787 Female No past
## 292 122.07549 81.993487 1331.2120 Female No past
## 293 133.92675 51.271338 1662.7807 Female Yes current
## 294 163.86312 54.656477 1700.8254 Female No past
## 295 118.34750 63.494686 1126.5683 Female No current
## 296 91.68156 77.183528 1599.1147 Male No past
## 297 154.20207 94.852067 945.3769 Female No current
## 298 76.92421 89.304700 942.4501 Male No never
## 299 116.17563 78.296520 1797.1076 Male No current
## 300 111.36188 27.615538 1319.3219 Male No past
## 301 107.66220 78.067648 1318.3542 Male No never
## 302 39.21928 74.635541 1608.0706 Female No past
## 303 105.69390 48.948991 1247.7248 Female No past
## 304 162.55048 51.300735 1048.4974 Female No past
## 305 109.31505 37.066039 1350.4065 Male No never
## 306 104.70776 61.077919 784.3039 Female Yes past
## 307 103.26284 62.904151 1163.1891 Female No current
## 308 96.86300 30.262157 1259.9591 Female No past
## 309 128.17995 33.310324 865.8545 Female No past
## 310 141.88651 64.388386 1364.6303 Male No past
## 311 168.14629 43.124154 1083.4173 Male No current
## 312 75.65232 56.003871 1649.4648 Female No current
## 313 135.82944 79.136585 1221.8606 Female No past
## 314 118.99878 53.761372 973.6084 Male Yes past
## 315 132.45258 63.549038 1381.3218 Male No past
## 316 92.04691 72.199147 1291.6888 Female No current
## 317 125.09629 41.393559 1320.3574 Male No current
## 318 88.30713 83.295383 1374.0369 Female No never
## 319 143.93970 77.531172 1187.2326 Female No past
## 320 94.67090 83.831486 1207.8999 Female No past
## 321 125.64963 53.756240 1506.6132 Male No past
## 322 58.43650 35.381543 1806.5949 Female No past
## 323 133.73134 70.347584 717.7749 Female No never
## 324 157.68494 72.248021 1266.4140 Female No never
## 325 147.20588 106.264525 1608.2726 Female No never
## 326 156.02669 91.735025 946.5715 Male No current
## 327 82.09967 53.071575 1665.6283 Female No past
## 328 118.50583 43.480042 1191.7668 Male No past
## 329 121.56157 72.291505 1524.9260 Female No current
## 330 145.79560 96.580392 1759.7092 Female No past
## 331 118.55245 40.358529 1583.4138 Female No current
## 332 117.46340 47.485122 1680.1876 Male No past
## 333 175.18497 92.234201 631.3010 Female No current
## 334 157.16989 93.818210 917.7143 Female No past
## 335 69.81228 64.743649 1486.2195 Female No never
## 336 111.90014 32.621924 1028.8457 Female No past
## 337 93.26059 51.696502 1138.8505 Male No past
## 338 214.86823 81.963313 1732.2641 Male No past
## 339 108.53382 99.421084 1343.7054 Female No never
## 340 158.92186 61.018985 1321.8899 Female No past
## 341 126.65360 50.123421 1232.7280 Female No past
## 342 127.03891 66.703585 818.2450 Female No past
## 343 138.89387 63.864351 731.6041 Female No current
## 344 119.32370 45.204765 1241.2546 Female No never
## 345 149.25451 71.776350 1416.7274 Male No past
## 346 140.87539 85.910864 903.7434 Female No past
## 347 72.00126 61.532232 753.9154 Female No current
## 348 106.65381 72.375779 1698.9436 Female Yes never
## 349 107.64353 65.761905 1463.3950 Female No never
## 350 108.17272 69.469720 1455.7621 Male No current
## 351 156.38294 57.518871 1589.0901 Female No past
## 352 169.32199 82.502406 1478.0289 Female No never
## 353 95.41915 65.402915 984.4884 Male No past
## 354 140.31124 52.399706 1691.1725 Female No current
## 355 87.81152 72.459091 916.4891 Female No current
## 356 106.60877 78.244166 1161.3127 Female No past
## 357 132.85692 59.981653 1410.2471 Female No never
## 358 117.90385 13.896490 1394.1260 Male No current
## 359 102.82379 90.260110 1488.6313 Male No current
## 360 85.12148 48.013839 1576.6755 Female No never
## 361 114.13500 55.120153 1059.8354 Male No current
## 362 125.31064 89.949764 913.4038 Female No never
## 363 140.94933 27.704694 950.0898 Male No never
## 364 96.82994 41.714165 1484.0791 Female Yes past
## 365 141.70167 48.034722 1166.1658 Female No past
## 366 87.99340 38.062000 1434.5576 Male No past
## 367 106.94528 80.828203 1670.5839 Male Yes past
## 368 137.51757 83.681582 1102.1135 Male No never
## 369 102.45363 70.165508 1591.4202 Male No never
## 370 99.78199 53.522517 1110.3404 Male No past
## 371 122.24783 53.800864 1497.0535 Female No current
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## 425 139.61323 87.561516 1426.9661 Female No current
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## 442 108.58312 57.633467 1445.0015 Female No never
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## 447 124.52604 80.543514 1077.6493 Male No never
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## 495 125.23601 71.199560 974.2825 Female No current
## 496 128.48579 42.821847 1485.2797 Male No never
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## 498 125.37375 62.593355 1457.9129 Female No current
## 499 127.14440 74.075347 1028.5160 Female No current
## 500 101.52353 80.666836 1802.8373 Male No past