ipdna_md.Rd
5 imputed datasets of the first 10 centres of the IPDNa dataset in the micemd package.
data(ipdna_md)
A data frame with 13390 observations on the following 13 variables.
.imp
a numeric vector
.id
a numeric vector
centre
cluster variable
gender
dichotomous
bmi
continuous
age
continuous
sbp
continuous
dbp
continuous
hr
continuous
lvef
dichotomous
bnp
categorical
afib
continuous
bmi_cat
categorical
data(ipdna_md)
## maybe str(ipdna_md)
#summary per study
by(ipdna_md, ipdna_md$centre, summary)
#> ipdna_md$centre: 1
#> .imp .id centre gender bmi
#> Min. :1 Min. : 1.0 Min. :1 0:1015 Min. :11.59
#> 1st Qu.:2 1st Qu.:103.0 1st Qu.:1 1:1035 1st Qu.:24.45
#> Median :3 Median :205.5 Median :1 Median :28.17
#> Mean :3 Mean :205.5 Mean :1 Mean :28.49
#> 3rd Qu.:4 3rd Qu.:308.0 3rd Qu.:1 3rd Qu.:31.67
#> Max. :5 Max. :410.0 Max. :1 Max. :48.18
#> age sbp dbp hr
#> Min. : 50.00 Min. : 71.0 Min. : 16.00 Min. : 30.0
#> 1st Qu.: 64.00 1st Qu.:121.0 1st Qu.: 68.00 1st Qu.: 74.0
#> Median : 72.00 Median :142.0 Median : 81.00 Median : 89.0
#> Mean : 72.15 Mean :143.5 Mean : 81.31 Mean : 92.3
#> 3rd Qu.: 79.00 3rd Qu.:163.0 3rd Qu.: 95.00 3rd Qu.:108.0
#> Max. :100.00 Max. :247.0 Max. :142.00 Max. :194.0
#> lvef bnp afib bmi_cat
#> Min. :0.110 Min. :1.258 0:1618 1:603
#> 1st Qu.:0.320 1st Qu.:2.669 1: 432 2:684
#> Median :0.415 Median :2.989 3:763
#> Mean :0.452 Mean :3.016
#> 3rd Qu.:0.560 3rd Qu.:3.380
#> Max. :1.000 Max. :4.548
#> ------------------------------------------------------------
#> ipdna_md$centre: 2
#> .imp .id centre gender bmi
#> Min. :1 Min. :411 Min. :2 0:1595 Min. : 7.809
#> 1st Qu.:2 1st Qu.:552 1st Qu.:2 1:1240 1st Qu.:24.297
#> Median :3 Median :694 Median :2 Median :28.314
#> Mean :3 Mean :694 Mean :2 Mean :29.055
#> 3rd Qu.:4 3rd Qu.:836 3rd Qu.:2 3rd Qu.:33.261
#> Max. :5 Max. :977 Max. :2 Max. :53.542
#> age sbp dbp hr
#> Min. : 36.00 Min. : 67.0 Min. : 29.0 Min. : 35.00
#> 1st Qu.: 58.00 1st Qu.:125.0 1st Qu.: 66.0 1st Qu.: 68.00
#> Median : 68.00 Median :147.0 Median : 79.0 Median : 80.00
#> Mean : 68.63 Mean :146.7 Mean : 78.7 Mean : 82.25
#> 3rd Qu.: 78.50 3rd Qu.:166.5 3rd Qu.: 92.0 3rd Qu.: 94.00
#> Max. :114.00 Max. :242.0 Max. :136.0 Max. :229.00
#> lvef bnp afib bmi_cat
#> Min. :0.0600 Min. :1.462 0:2165 1: 823
#> 1st Qu.:0.2100 1st Qu.:2.611 1: 670 2: 829
#> Median :0.3000 Median :2.916 3:1183
#> Mean :0.3439 Mean :2.948
#> 3rd Qu.:0.4300 3rd Qu.:3.257
#> Max. :1.0000 Max. :4.463
#> ------------------------------------------------------------
#> ipdna_md$centre: 3
#> .imp .id centre gender bmi age
#> Min. :1 Min. : 978 Min. :3 0:750 Min. :13.27 Min. :43.00
#> 1st Qu.:2 1st Qu.:1030 1st Qu.:3 1:300 1st Qu.:25.16 1st Qu.:61.00
#> Median :3 Median :1082 Median :3 Median :28.09 Median :69.00
#> Mean :3 Mean :1082 Mean :3 Mean :28.57 Mean :70.08
#> 3rd Qu.:4 3rd Qu.:1135 3rd Qu.:3 3rd Qu.:32.08 3rd Qu.:79.00
#> Max. :5 Max. :1187 Max. :3 Max. :44.41 Max. :98.00
#> sbp dbp hr lvef
#> Min. : 70 Min. : 42.00 Min. : 44.00 Min. :0.080
#> 1st Qu.:109 1st Qu.: 68.00 1st Qu.: 71.00 1st Qu.:0.240
#> Median :130 Median : 76.00 Median : 83.00 Median :0.330
#> Mean :129 Mean : 75.41 Mean : 85.52 Mean :0.366
#> 3rd Qu.:147 3rd Qu.: 84.00 3rd Qu.: 99.00 3rd Qu.:0.440
#> Max. :221 Max. :104.00 Max. :160.00 Max. :1.000
#> bnp afib bmi_cat
#> Min. :2.036 0:594 1:257
#> 1st Qu.:2.858 1:456 2:399
#> Median :3.245 3:394
#> Mean :3.294
#> 3rd Qu.:3.674
#> Max. :4.755
#> ------------------------------------------------------------
#> ipdna_md$centre: 4
#> .imp .id centre gender bmi
#> Min. :1 Min. :1188 Min. :4 0:1160 Min. :14.39
#> 1st Qu.:2 1st Qu.:1281 1st Qu.:4 1: 715 1st Qu.:23.18
#> Median :3 Median :1375 Median :4 Median :25.79
#> Mean :3 Mean :1375 Mean :4 Mean :26.72
#> 3rd Qu.:4 3rd Qu.:1469 3rd Qu.:4 3rd Qu.:29.69
#> Max. :5 Max. :1562 Max. :4 Max. :52.27
#> age sbp dbp hr
#> Min. : 41.00 Min. : 57.0 Min. : 29.00 Min. : 40.00
#> 1st Qu.: 66.00 1st Qu.:122.0 1st Qu.: 76.00 1st Qu.: 76.00
#> Median : 73.00 Median :141.0 Median : 88.00 Median : 90.00
#> Mean : 73.42 Mean :141.8 Mean : 87.68 Mean : 94.48
#> 3rd Qu.: 81.00 3rd Qu.:159.5 3rd Qu.:100.00 3rd Qu.:109.00
#> Max. :100.00 Max. :264.0 Max. :163.00 Max. :202.00
#> lvef bnp afib bmi_cat
#> Min. :0.1000 Min. :1.658 0:1190 1:794
#> 1st Qu.:0.2900 1st Qu.:2.636 1: 685 2:639
#> Median :0.3900 Median :2.912 3:442
#> Mean :0.4159 Mean :2.937
#> 3rd Qu.:0.5000 3rd Qu.:3.241
#> Max. :1.0000 Max. :4.771
#> ------------------------------------------------------------
#> ipdna_md$centre: 5
#> .imp .id centre gender bmi
#> Min. :1 Min. :1563 Min. :5 0:295 Min. :17.74
#> 1st Qu.:2 1st Qu.:1589 1st Qu.:5 1:240 1st Qu.:25.99
#> Median :3 Median :1616 Median :5 Median :27.86
#> Mean :3 Mean :1616 Mean :5 Mean :28.75
#> 3rd Qu.:4 3rd Qu.:1643 3rd Qu.:5 3rd Qu.:31.75
#> Max. :5 Max. :1669 Max. :5 Max. :39.11
#> age sbp dbp hr
#> Min. : 41.00 Min. : 86.0 Min. : 45.00 Min. : 45
#> 1st Qu.: 62.00 1st Qu.:134.0 1st Qu.: 74.00 1st Qu.: 83
#> Median : 69.00 Median :153.0 Median : 87.00 Median :101
#> Mean : 69.93 Mean :153.3 Mean : 86.73 Mean :105
#> 3rd Qu.: 79.00 3rd Qu.:163.0 3rd Qu.:100.00 3rd Qu.:126
#> Max. :100.00 Max. :246.0 Max. :131.00 Max. :198
#> lvef bnp afib bmi_cat
#> Min. :0.2100 Min. :1.057 0:240 1: 85
#> 1st Qu.:0.3600 1st Qu.:2.643 1:295 2:261
#> Median :0.4700 Median :2.963 3:189
#> Mean :0.4829 Mean :2.987
#> 3rd Qu.:0.5800 3rd Qu.:3.358
#> Max. :1.0000 Max. :4.664
#> ------------------------------------------------------------
#> ipdna_md$centre: 6
#> .imp .id centre gender bmi
#> Min. :1 Min. :1670 Min. :6 0:750 Min. :-14.12
#> 1st Qu.:2 1st Qu.:1736 1st Qu.:6 1:585 1st Qu.: 22.65
#> Median :3 Median :1803 Median :6 Median : 27.28
#> Mean :3 Mean :1803 Mean :6 Mean : 26.92
#> 3rd Qu.:4 3rd Qu.:1870 3rd Qu.:6 3rd Qu.: 31.37
#> Max. :5 Max. :1936 Max. :6 Max. : 51.20
#> age sbp dbp hr
#> Min. : 44.00 Min. : 74.0 Min. : 39.00 Min. : 35.0
#> 1st Qu.: 66.00 1st Qu.:119.5 1st Qu.: 68.00 1st Qu.: 74.0
#> Median : 72.00 Median :136.0 Median : 78.00 Median : 93.0
#> Mean : 73.19 Mean :143.5 Mean : 84.75 Mean : 96.7
#> 3rd Qu.: 81.00 3rd Qu.:156.0 3rd Qu.: 88.00 3rd Qu.:116.0
#> Max. :101.00 Max. :837.0 Max. :2476.00 Max. :206.0
#> lvef bnp afib bmi_cat
#> Min. :0.1400 Min. :-8.481 0:800 1 :505
#> 1st Qu.:0.2900 1st Qu.: 2.651 1:535 2 :376
#> Median :0.3700 Median : 3.033 3 :453
#> Mean :0.4131 Mean : 3.045 NA's: 1
#> 3rd Qu.:0.5100 3rd Qu.: 3.441
#> Max. :0.9300 Max. :12.776
#> ------------------------------------------------------------
#> ipdna_md$centre: 7
#> .imp .id centre gender bmi
#> Min. :1 Min. :1937 Min. :7 0:485 Min. :16.66
#> 1st Qu.:2 1st Qu.:1987 1st Qu.:7 1:530 1st Qu.:23.06
#> Median :3 Median :2038 Median :7 Median :27.04
#> Mean :3 Mean :2038 Mean :7 Mean :27.36
#> 3rd Qu.:4 3rd Qu.:2089 3rd Qu.:7 3rd Qu.:30.82
#> Max. :5 Max. :2139 Max. :7 Max. :42.73
#> age sbp dbp hr
#> Min. : 36.00 Min. : 55.0 Min. : 25.00 Min. : 40.00
#> 1st Qu.: 60.00 1st Qu.:120.0 1st Qu.: 64.00 1st Qu.: 66.00
#> Median : 69.00 Median :137.0 Median : 78.00 Median : 80.00
#> Mean : 69.74 Mean :140.4 Mean : 76.74 Mean : 85.31
#> 3rd Qu.: 79.00 3rd Qu.:159.0 3rd Qu.: 88.00 3rd Qu.: 98.50
#> Max. :100.00 Max. :238.0 Max. :129.00 Max. :207.00
#> lvef bnp afib bmi_cat
#> Min. :0.1500 Min. :1.165 0:635 1:395
#> 1st Qu.:0.3300 1st Qu.:1.970 1:380 2:307
#> Median :0.4400 Median :2.380 3:313
#> Mean :0.4891 Mean :2.415
#> 3rd Qu.:0.6000 3rd Qu.:2.815
#> Max. :1.0000 Max. :4.525
#> ------------------------------------------------------------
#> ipdna_md$centre: 8
#> .imp .id centre gender bmi
#> Min. :1 Min. :2140 Min. :8 0:1175 Min. :12.82
#> 1st Qu.:2 1st Qu.:2228 1st Qu.:8 1: 595 1st Qu.:23.86
#> Median :3 Median :2316 Median :8 Median :27.66
#> Mean :3 Mean :2316 Mean :8 Mean :27.80
#> 3rd Qu.:4 3rd Qu.:2405 3rd Qu.:8 3rd Qu.:31.05
#> Max. :5 Max. :2493 Max. :8 Max. :47.71
#> age sbp dbp hr
#> Min. : 37.00 Min. : 50.0 Min. : 6.00 Min. : 39.0
#> 1st Qu.: 58.00 1st Qu.:106.0 1st Qu.: 63.25 1st Qu.: 71.0
#> Median : 67.00 Median :124.0 Median : 75.00 Median : 85.0
#> Mean : 68.21 Mean :128.2 Mean : 75.70 Mean : 86.7
#> 3rd Qu.: 78.00 3rd Qu.:149.0 3rd Qu.: 88.00 3rd Qu.: 98.0
#> Max. :110.00 Max. :389.0 Max. :331.00 Max. :261.0
#> lvef bnp afib bmi_cat
#> Min. :0.0900 Min. :1.762 0:962 1:590
#> 1st Qu.:0.2500 1st Qu.:2.753 1:808 2:598
#> Median :0.3400 Median :3.079 3:582
#> Mean :0.3759 Mean :3.097
#> 3rd Qu.:0.4700 3rd Qu.:3.408
#> Max. :1.0000 Max. :4.391
#> ------------------------------------------------------------
#> ipdna_md$centre: 9
#> .imp .id centre gender bmi
#> Min. :1 Min. :2494 Min. :9 0:630 Min. :16.79
#> 1st Qu.:2 1st Qu.:2528 1st Qu.:9 1: 55 1st Qu.:23.18
#> Median :3 Median :2562 Median :9 Median :25.62
#> Mean :3 Mean :2562 Mean :9 Mean :26.17
#> 3rd Qu.:4 3rd Qu.:2596 3rd Qu.:9 3rd Qu.:28.81
#> Max. :5 Max. :2630 Max. :9 Max. :38.70
#> age sbp dbp hr
#> Min. : 43.00 Min. : 42.0 Min. : 19.00 Min. : 47.00
#> 1st Qu.: 61.00 1st Qu.:108.0 1st Qu.: 64.00 1st Qu.: 82.00
#> Median : 72.00 Median :131.0 Median : 79.00 Median : 94.00
#> Mean : 71.97 Mean :134.9 Mean : 77.86 Mean : 99.04
#> 3rd Qu.: 82.00 3rd Qu.:155.0 3rd Qu.: 91.00 3rd Qu.:116.00
#> Max. :107.00 Max. :305.0 Max. :125.00 Max. :188.00
#> lvef bnp afib bmi_cat
#> Min. :0.1500 Min. :1.958 0:345 1:300
#> 1st Qu.:0.3100 1st Qu.:2.630 1:340 2:252
#> Median :0.3700 Median :2.888 3:133
#> Mean :0.3797 Mean :2.927
#> 3rd Qu.:0.4500 3rd Qu.:3.187
#> Max. :0.8000 Max. :4.099
#> ------------------------------------------------------------
#> ipdna_md$centre: 10
#> .imp .id centre gender bmi
#> Min. :1 Min. :2631 Min. :10 0:125 Min. :12.63
#> 1st Qu.:2 1st Qu.:2643 1st Qu.:10 1:115 1st Qu.:24.63
#> Median :3 Median :2654 Median :10 Median :28.80
#> Mean :3 Mean :2654 Mean :10 Mean :29.14
#> 3rd Qu.:4 3rd Qu.:2666 3rd Qu.:10 3rd Qu.:33.14
#> Max. :5 Max. :2678 Max. :10 Max. :52.56
#> age sbp dbp hr
#> Min. : 29.00 Min. : 50.0 Min. : 39.00 Min. : 60.0
#> 1st Qu.: 39.00 1st Qu.:112.8 1st Qu.: 72.00 1st Qu.: 89.0
#> Median : 54.00 Median :142.5 Median : 85.00 Median : 99.0
#> Mean : 56.36 Mean :147.5 Mean : 84.69 Mean :105.2
#> 3rd Qu.: 70.00 3rd Qu.:181.2 3rd Qu.:100.00 3rd Qu.:118.0
#> Max. :130.00 Max. :269.0 Max. :131.00 Max. :175.0
#> lvef bnp afib bmi_cat
#> Min. :0.2100 Min. :0.688 0:180 1: 66
#> 1st Qu.:0.3150 1st Qu.:2.142 1: 60 2: 73
#> Median :0.5050 Median :2.544 3:101
#> Mean :0.5337 Mean :2.567
#> 3rd Qu.:0.6575 3rd Qu.:2.967
#> Max. :1.0000 Max. :4.558