library(hash)
source('temporalMICEGP.R')
fncf='mimicConfig_release.R'
source(fncf)
pts.tr = read.csv(sprintf('%s/pts.tr.csv', dnroot), header=F)[,1]
## load(sprintf('%s/tgt.tr.RData', dnroot))
tgt.tr = list()
dn.tgt = sprintf('%s/train_groundtruth', dnroot)
for (i in pts.tr) {
fn = sprintf('%s/%d.csv', dn.tgt, i)
tgt.tr[[i]] = t(read.csv(fn))
}
names(tgt.tr) = as.character(1:length(tgt.tr))
## load(sprintf('%s/tnagt.tr.RData', dnroot))
tnagt.tr = list()
dn.tnagt = sprintf('%s/train_with_missing', dnroot)
for (i in pts.tr) {
fn = sprintf('%s/%d.csv', dn.tnagt, i)
tnagt.tr[[i]] = t(read.csv(fn))
}
names(tnagt.tr) = as.character(1:length(tnagt.tr))
naidx = read.csv(sprintf('%s/naidx.csv', dnroot), stringsAsFactors=F)
h = hash()
h[['t']] = tgt.tr
h[['tna']] = tnagt.tr
h[['naidx']] = naidx
## nimp specifies how many MICE imputation to perform, ncores specifies how many cores to parallel the multiple imputations. nimp should be a multiply of ncores. You can set ncores to higher or lower values depending on the machine capacity. On a 20 core machine, this code should run in less than a day.
rmicegp.tr = temporalMICEGP(h, m=2, trte='tr', nimp=8, ncores=4, fncf=fncf)
## [1] "CHARTTIME"
## na tensor len 8267
## self normalizing
## done
## MICE cross sectional initialization
## #na in x (199695 x 13) 300876
## Class: mids
## Number of multiple imputations: 8
## Imputation methods:
## PCL PK PLCO2 PNA HCT HGB MCV PLT WBC RDW PBUN PCRE
## "pmm" "pmm" "pmm" "pmm" "pmm" "pmm" "pmm" "pmm" "pmm" "pmm" "pmm" "pmm"
## PGLU
## "pmm"
## PredictorMatrix:
## PCL PK PLCO2 PNA HCT HGB MCV PLT WBC RDW PBUN PCRE PGLU
## PCL 0 1 1 1 1 1 1 1 1 1 1 1 1
## PK 1 0 1 1 1 1 1 1 1 1 1 1 1
## PLCO2 1 1 0 1 1 1 1 1 1 1 1 1 1
## PNA 1 1 1 0 1 1 1 1 1 1 1 1 1
## HCT 1 1 1 1 0 1 1 1 1 1 1 1 1
## HGB 1 1 1 1 1 0 1 1 1 1 1 1 1
## self denormalizing
## done
## CI self denormalizing
## done
## [1] "PCL" "PK" "PLCO2" "PNA" "HCT" "HGB" "MCV" "PLT"
## [9] "WBC" "RDW" "PBUN" "PCRE" "PGLU"
## pt 2947, v HCT, t 5, err 0.682040, gt 40.900000, imp 33.880213
## pt 2947, v HGB, t 5, err 0.637129, gt 14.800000, imp 12.245747
## pt 3976, v MCV, t 9, err 0.644459, gt 77.000000, imp 71.380524
## pt 6612, v PGLU, t 1, err 0.633490, gt 569.000000, imp 206.060066
## pt 1347, v PGLU, t 25, err 0.745651, gt 144.000000, imp 63.693476
## pt 5947, v PCRE, t 13, err 0.682709, gt 1.600000, imp 0.938990
## pt 5166, v PBUN, t 18, err 0.628330, gt 22.000000, imp 7.731889
## pt 3791, v PCRE, t 1, err 0.895125, gt 3.800000, imp 2.097001
## pt 4904, v PGLU, t 1, err 0.607667, gt 367.000000, imp 123.007200
## pt 4890, v PBUN, t 4, err 0.757958, gt 9.000000, imp 14.223647
## pt 5242, v PLT, t 2, err 0.652478, gt 181.000000, imp 145.458518
## pt 1422, v PCRE, t 15, err 0.618161, gt 2.400000, imp 1.771014
## pt 6658, v MCV, t 1, err 0.845873, gt 95.000000, imp 90.401433
## pt 5621, v PBUN, t 1, err 0.600763, gt 78.000000, imp 99.702493
## pt 752, v PGLU, t 6, err 0.646339, gt 131.000000, imp 91.606335
## pt 3841, v WBC, t 1, err 0.638825, gt 5.000000, imp 7.237942
## pt 2081, v PLT, t 11, err 0.782041, gt 343.000000, imp 99.808988
## pt 1927, v PGLU, t 4, err 0.614868, gt 171.000000, imp 102.780249
## pt 5054, v PGLU, t 4, err 0.674837, gt 223.000000, imp 89.097992
## pt 8233, v WBC, t 14, err 0.667828, gt 31.800000, imp 10.389168
## pt 8233, v PGLU, t 21, err 0.700389, gt 210.000000, imp 95.345741
## pt 5009, v PBUN, t 9, err 0.689871, gt 7.000000, imp 19.458775
## pt 4787, v PBUN, t 1, err 0.644253, gt 21.000000, imp 46.684911
## pt 4809, v WBC, t 2, err 0.671074, gt 12.400000, imp 6.010311
## pt 7492, v PGLU, t 3, err 0.657016, gt 160.000000, imp 97.586475
## pt 5624, v PLT, t 10, err 0.788822, gt 316.000000, imp 238.730384
## pt 7507, v PGLU, t 5, err 0.662311, gt 171.000000, imp 118.101380
## pt 2578, v RDW, t 1, err 0.672735, gt 18.000000, imp 16.441612
## pt 5574, v WBC, t 21, err 0.800381, gt 29.500000, imp 6.507744
## pt 1186, v PLCO2, t 12, err 0.743404, gt 22.000000, imp 18.551165
## pt 2157, v PLT, t 7, err 0.648472, gt 340.000000, imp 246.587765
## pt 5124, v PGLU, t 9, err 0.626276, gt 163.000000, imp 84.653744
## pt 8254, v RDW, t 6, err 0.713182, gt 19.000000, imp 19.337800
## pt 6510, v WBC, t 1, err 0.610158, gt 16.100000, imp 9.147976
## pt 1271, v PGLU, t 9, err 0.655035, gt 189.000000, imp 112.921807
## pt 1939, v MCV, t 6, err 0.612524, gt 91.000000, imp 93.347917
## pt 640, v PCRE, t 4, err 0.662332, gt 0.900000, imp 0.655849
## pt 2896, v PGLU, t 17, err 0.646822, gt 237.000000, imp 113.949355
## pt 3456, v WBC, t 1, err 0.623877, gt 25.000000, imp 14.810821
## pt 605, v PGLU, t 7, err 0.620037, gt 150.000000, imp 84.643786
## pt 3689, v PGLU, t 14, err 0.664556, gt 256.000000, imp 120.676316
## pt 1045, v PK, t 14, err 0.670441, gt 5.200000, imp 4.053674
## pt 6422, v PLCO2, t 3, err 0.646684, gt 25.000000, imp 19.370833
## pt 2522, v RDW, t 1, err 0.879794, gt 14.800000, imp 18.551894
## pt 6059, v RDW, t 2, err 0.618793, gt 19.300000, imp 17.333416
## pt 749, v PCRE, t 1, err 0.723814, gt 0.800000, imp 0.544768
## pt 2832, v PBUN, t 13, err 0.727650, gt 38.000000, imp 25.204641
## pt 6712, v MCV, t 7, err 0.661087, gt 85.000000, imp 88.252289
## pt 1526, v PK, t 1, err 0.633708, gt 3.100000, imp 4.214481
## pt 1399, v MCV, t 9, err 0.616225, gt 94.000000, imp 90.075000
## pt 5575, v PBUN, t 16, err 0.747899, gt 60.000000, imp 47.027828
## pt 6230, v PBUN, t 6, err 0.798704, gt 38.000000, imp 13.870030
## pt 6468, v PCRE, t 4, err 0.626421, gt 0.800000, imp 0.641706
## pt 3386, v MCV, t 13, err 0.719467, gt 81.000000, imp 82.696429
## pt 6379, v MCV, t 21, err 0.652655, gt 88.000000, imp 92.847222
## pt 6379, v RDW, t 6, err 0.774513, gt 11.800000, imp 12.152026
## pt 146, v MCV, t 1, err 0.634471, gt 90.000000, imp 86.813853
## pt 7813, v PLCO2, t 9, err 0.616327, gt 20.000000, imp 25.495455
## pt 4795, v PCRE, t 7, err 0.686859, gt 1.600000, imp 0.854107
## pt 594, v PGLU, t 12, err 0.682267, gt 143.000000, imp 76.920415
## pt 361, v PBUN, t 8, err 0.799549, gt 21.000000, imp 11.164077
## pt 2960, v PK, t 5, err 0.607324, gt 4.700000, imp 3.764828
## pt 2960, v PGLU, t 1, err 0.626638, gt 246.000000, imp 109.052348
## pt 2280, v PGLU, t 22, err 0.722738, gt 1159.000000, imp 241.698924
## pt 1085, v PCRE, t 23, err 0.895484, gt 3.900000, imp 0.682579
## pt 7779, v PK, t 1, err 0.618116, gt 2.500000, imp 4.465509
## pt 938, v PBUN, t 6, err 0.782026, gt 26.000000, imp 10.082203
## pt 938, v PCRE, t 7, err 0.939702, gt 0.800000, imp 1.381629
## pt 128, v PGLU, t 3, err 0.679249, gt 406.000000, imp 138.970423
## pt 6387, v PCRE, t 3, err 0.644800, gt 1.000000, imp 0.678802
## pt 6387, v PGLU, t 5, err 0.687096, gt 162.000000, imp 83.253316
## pt 1794, v PGLU, t 12, err 0.692388, gt 144.000000, imp 79.928426
## pt 6765, v WBC, t 1, err 0.625748, gt 7.900000, imp 4.577623
## pt 6765, v PGLU, t 1, err 0.732064, gt 333.000000, imp 108.830791
## pt 6453, v MCV, t 6, err 0.731636, gt 89.000000, imp 93.276786
## pt 8266, v RDW, t 1, err 0.648935, gt 14.500000, imp 13.533322
## pt 4112, v PGLU, t 5, err 0.870314, gt 146.000000, imp 90.958549
## pt 3009, v PGLU, t 7, err 0.622261, gt 135.000000, imp 93.191733
## pt 1024, v PGLU, t 2, err 0.617055, gt 178.000000, imp 109.659017
## pt 6613, v RDW, t 7, err 0.657969, gt 16.000000, imp 14.053233
## pt 2752, v PLT, t 11, err 0.628458, gt 95.000000, imp 383.562193
## pt 7545, v PCL, t 7, err 0.698276, gt 100.000000, imp 105.849405
## pt 1044, v PGLU, t 4, err 0.708064, gt 155.000000, imp 94.414474
## pt 297, v PGLU, t 2, err 0.849115, gt 203.000000, imp 115.459956
## pt 4758, v PGLU, t 3, err 0.623942, gt 200.000000, imp 124.169625
## pt 1522, v PNA, t 1, err 0.660732, gt 145.000000, imp 139.310020
## pt 1031, v MCV, t 14, err 0.721227, gt 87.000000, imp 81.904495
## pt 5047, v PLT, t 9, err 0.637017, gt 138.000000, imp 90.111980
## pt 5461, v PLT, t 1, err 0.690697, gt 272.000000, imp 81.682307
## pt 5461, v WBC, t 3, err 0.654916, gt 30.000000, imp 11.386823
## pt 4215, v WBC, t 4, err 0.655476, gt 18.000000, imp 10.227698
## pt 1028, v PK, t 1, err 0.810367, gt 5.900000, imp 3.829531
## pt 1028, v WBC, t 2, err 0.740672, gt 11.400000, imp 21.985660
## pt 4275, v HCT, t 1, err 0.608262, gt 43.100000, imp 34.286999
## pt 4275, v HGB, t 1, err 0.646096, gt 14.000000, imp 11.025937
## pt 254, v PLCO2, t 9, err 0.742946, gt 19.000000, imp 25.033604
## pt 1958, v PLT, t 3, err 0.644572, gt 111.000000, imp 272.373390
## pt 4604, v HGB, t 1, err 0.671489, gt 8.800000, imp 12.077778
## pt 6903, v PGLU, t 9, err 0.631565, gt 44.000000, imp 78.172554
## pt 253, v PGLU, t 2, err 0.685303, gt 152.000000, imp 99.018849
## pt 2490, v WBC, t 9, err 0.695508, gt 5.400000, imp 11.487991
## pt 1336, v PGLU, t 4, err 0.658287, gt 440.000000, imp 159.273206
## pt 1504, v PCRE, t 7, err 0.613038, gt 1.000000, imp 0.686813
## pt 565, v WBC, t 1, err 0.635324, gt 6.200000, imp 2.294345
## pt 2700, v PCRE, t 5, err 0.724590, gt 0.400000, imp 0.314877
## pt 5946, v PCRE, t 2, err 0.714427, gt 0.600000, imp 0.769048
## pt 3823, v PBUN, t 6, err 0.625698, gt 34.000000, imp 16.597769
## pt 7157, v PNA, t 1, err 0.623665, gt 144.000000, imp 138.471928
## pt 7157, v WBC, t 2, err 0.616279, gt 3.500000, imp 10.643814
## pt 4404, v PLT, t 1, err 0.641756, gt 477.000000, imp 363.244250
## pt 150, v PGLU, t 5, err 0.611143, gt 135.000000, imp 84.967580
## pt 3698, v RDW, t 13, err 0.617834, gt 17.300000, imp 14.155903
## pt 1213, v MCV, t 10, err 0.611398, gt 89.000000, imp 92.127679
## pt 7366, v PLT, t 6, err 0.739475, gt 584.000000, imp 249.488347
## pt 7378, v PGLU, t 1, err 0.635870, gt 163.000000, imp 100.004270
## pt 3924, v PCRE, t 13, err 0.631457, gt 1.400000, imp 0.923214
## pt 1325, v PGLU, t 3, err 0.752421, gt 284.000000, imp 88.830086
## pt 2427, v WBC, t 1, err 0.652600, gt 25.700000, imp 7.846804
## pt 3185, v WBC, t 5, err 0.601664, gt 10.700000, imp 7.830020
## pt 145, v PCRE, t 11, err 0.668988, gt 0.600000, imp 0.845375
## pt 774, v PLCO2, t 13, err 0.638703, gt 32.000000, imp 24.807298
## pt 7537, v PLT, t 1, err 0.715883, gt 584.000000, imp 384.320662
## pt 4298, v PGLU, t 15, err 0.875047, gt 249.000000, imp 110.554923
## pt 4684, v MCV, t 10, err 0.657557, gt 90.000000, imp 90.810899
## pt 7269, v RDW, t 1, err 0.866576, gt 15.100000, imp 13.796739
## pt 2602, v PGLU, t 9, err 0.681091, gt 121.000000, imp 94.590969
## pt 5340, v PCRE, t 1, err 0.670120, gt 1.300000, imp 0.808835
## pt 133, v WBC, t 5, err 0.835620, gt 15.300000, imp 8.901141
## pt 6548, v MCV, t 4, err 0.615340, gt 95.000000, imp 91.077820
## pt 7451, v PGLU, t 6, err 0.901723, gt 633.000000, imp 133.515122
## pt 3754, v PK, t 1, err 0.691506, gt 6.900000, imp 4.072666
## pt 5650, v PGLU, t 2, err 0.741522, gt 176.000000, imp 93.332787
## pt 6686, v PGLU, t 1, err 0.622959, gt 180.000000, imp 128.696953
## pt 3561, v PLT, t 4, err 0.640252, gt 314.000000, imp 229.183307
## pt 7443, v MCV, t 11, err 0.621387, gt 86.000000, imp 89.153125
## pt 7443, v WBC, t 8, err 0.688039, gt 18.000000, imp 7.465587
## pt 8216, v PLT, t 13, err 0.638388, gt 395.000000, imp 180.071206
## pt 6620, v RDW, t 6, err 0.614434, gt 15.600000, imp 13.797125
## pt 3688, v PGLU, t 12, err 0.604385, gt 158.000000, imp 101.248205
## pt 7957, v PCRE, t 7, err 0.735284, gt 0.500000, imp 0.328503
## pt 6851, v WBC, t 12, err 0.627287, gt 11.100000, imp 7.535934
## pt 108, v MCV, t 1, err 0.678868, gt 98.000000, imp 88.112790
## pt 2601, v PLT, t 20, err 0.670723, gt 146.000000, imp 796.267644
## pt 8066, v PNA, t 13, err 0.604071, gt 132.000000, imp 135.886100
## pt 1398, v PGLU, t 10, err 0.728880, gt 215.000000, imp 101.451976
## pt 6994, v PLCO2, t 10, err 0.610407, gt 29.000000, imp 21.968432
## pt 3581, v WBC, t 12, err 0.635088, gt 25.300000, imp 11.991370
## pt 4846, v PK, t 2, err 0.630410, gt 8.900000, imp 4.850685
## pt 7493, v PBUN, t 16, err 0.651741, gt 81.000000, imp 58.395463
## pt 4403, v PCL, t 7, err 0.647039, gt 104.000000, imp 97.564900
## pt 6676, v RDW, t 1, err 0.639399, gt 15.100000, imp 15.739699
## pt 6126, v PLCO2, t 1, err 0.625708, gt 25.000000, imp 29.746104
## pt 6237, v PCRE, t 16, err 0.787293, gt 0.400000, imp 0.666189
## pt 7971, v PK, t 8, err 0.638004, gt 5.300000, imp 4.501249
## pt 7222, v PCRE, t 2, err 0.656274, gt 1.100000, imp 0.694946
## pt 203, v PGLU, t 14, err 0.677126, gt 230.000000, imp 116.443030
## pt 1290, v PLT, t 15, err 0.636776, gt 415.000000, imp 236.251888
## pt 529, v PK, t 2, err 0.646966, gt 6.500000, imp 3.684804
## pt 846, v PGLU, t 6, err 0.629417, gt 132.000000, imp 78.051646
## pt 5511, v PBUN, t 4, err 0.604673, gt 46.000000, imp 26.559823
## pt 6439, v RDW, t 10, err 0.603423, gt 14.700000, imp 15.476803
## pt 2293, v PGLU, t 7, err 0.692327, gt 167.000000, imp 100.435069
## pt 4785, v PCRE, t 2, err 0.739062, gt 0.600000, imp 0.342094
## pt 1962, v RDW, t 4, err 0.639522, gt 14.200000, imp 13.880120
## pt 2985, v MCV, t 11, err 0.629094, gt 101.000000, imp 96.241071
## pt 2985, v PCRE, t 11, err 0.726081, gt 0.800000, imp 0.544369
## pt 1237, v WBC, t 13, err 0.617978, gt 16.500000, imp 12.412196
## pt 5552, v PCRE, t 1, err 0.786101, gt 0.900000, imp 0.456688
## pt 3958, v PGLU, t 13, err 0.747504, gt 389.000000, imp 129.625146
## pt 5345, v PLCO2, t 25, err 0.636773, gt 27.000000, imp 32.585866
## pt 6803, v RDW, t 1, err 0.704147, gt 13.200000, imp 12.360865
## pt 7924, v RDW, t 9, err 0.666944, gt 13.700000, imp 14.680000
## pt 3929, v RDW, t 10, err 0.604174, gt 18.200000, imp 14.313568
## pt 5920, v MCV, t 5, err 0.632722, gt 77.000000, imp 76.204562
## pt 276, v RDW, t 8, err 0.693805, gt 15.200000, imp 13.867280
## pt 5833, v PK, t 1, err 0.602502, gt 5.100000, imp 4.090927
## pt 5901, v PCRE, t 1, err 0.615266, gt 1.300000, imp 0.907805
## pt 2234, v RDW, t 5, err 0.605945, gt 16.200000, imp 14.020410
## pt 2336, v PBUN, t 1, err 0.649724, gt 58.000000, imp 13.666988
## pt 2336, v PCRE, t 1, err 0.669287, gt 2.600000, imp 0.963801
## pt 5323, v PLT, t 1, err 0.702168, gt 231.000000, imp 124.579765
## pt 5913, v PLT, t 18, err 0.640266, gt 686.000000, imp 427.546298
## pt 2697, v PGLU, t 28, err 0.705515, gt 749.000000, imp 161.875452
## pt 6567, v WBC, t 13, err 0.756001, gt 17.400000, imp 9.487705
## pt 2375, v PK, t 11, err 0.626074, gt 5.600000, imp 4.096628
## pt 3208, v PCL, t 18, err 0.650032, gt 87.000000, imp 99.093689
## pt 2294, v WBC, t 3, err 0.666497, gt 9.800000, imp 5.962955
## pt 6836, v WBC, t 10, err 0.614866, gt 28.500000, imp 11.170639
## pt 4044, v MCV, t 1, err 0.617131, gt 128.000000, imp 123.286538
## pt 1574, v PGLU, t 3, err 0.669982, gt 295.000000, imp 115.743179
## pt 1162, v PK, t 8, err 0.620474, gt 4.300000, imp 3.669838
## pt 2486, v PGLU, t 1, err 0.648988, gt 135.000000, imp 97.942493
## pt 4851, v PGLU, t 9, err 0.619532, gt 136.000000, imp 97.431913
## pt 4337, v MCV, t 1, err 0.637379, gt 92.000000, imp 88.806559
## pt 7739, v WBC, t 5, err 0.638781, gt 19.500000, imp 11.987165
## pt 2022, v PLCO2, t 16, err 0.656216, gt 18.000000, imp 26.100716
## pt 6874, v PLT, t 15, err 0.720527, gt 320.000000, imp 160.418394
## pt 8231, v PGLU, t 2, err 0.690248, gt 665.000000, imp 210.546077
## pt 3388, v PCRE, t 1, err 0.690977, gt 0.700000, imp 0.533750
## pt 3749, v PGLU, t 3, err 0.778584, gt 227.000000, imp 98.173413
## pt 768, v PCRE, t 16, err 0.795069, gt 0.400000, imp 0.667500
## pt 619, v WBC, t 2, err 0.615224, gt 6.000000, imp 3.803786
## pt 5701, v PCRE, t 3, err 0.847347, gt 0.500000, imp 0.315897
## pt 5892, v PBUN, t 8, err 0.609100, gt 45.000000, imp 34.854167
## pt 1311, v WBC, t 2, err 0.686004, gt 23.700000, imp 10.447942
## pt 76, v PGLU, t 5, err 0.787719, gt 133.000000, imp 99.273660
## pt 3727, v PGLU, t 6, err 0.866710, gt 679.000000, imp 126.933240
## pt 496, v PLCO2, t 1, err 0.662640, gt 30.000000, imp 25.115838
## pt 496, v PCRE, t 2, err 0.631515, gt 1.000000, imp 0.682128
## pt 4590, v PCRE, t 3, err 0.941832, gt 0.900000, imp 0.511808
## pt 3434, v RDW, t 13, err 0.689603, gt 18.700000, imp 17.620449
## pt 5868, v PCL, t 3, err 0.618632, gt 107.000000, imp 101.494279
## pt 5718, v RDW, t 3, err 0.738438, gt 14.600000, imp 14.342203
## pt 7293, v PLT, t 1, err 0.618776, gt 212.000000, imp 118.391857
## pt 475, v PK, t 2, err 0.665104, gt 5.100000, imp 4.039799
## pt 1479, v PCRE, t 1, err 0.635286, gt 0.800000, imp 0.560886
## pt 5376, v PGLU, t 20, err 0.794053, gt 145.000000, imp 70.147903
## pt 4152, v WBC, t 12, err 0.600109, gt 28.100000, imp 16.015191
## pt 1110, v PLCO2, t 1, err 0.678201, gt 27.000000, imp 22.882353
## pt 1110, v WBC, t 2, err 0.615377, gt 12.000000, imp 9.411283
## pt 2159, v PGLU, t 3, err 0.710915, gt 394.000000, imp 120.816857
## pt 6574, v PGLU, t 18, err 0.652613, gt 141.000000, imp 95.760701
## pt 3507, v PGLU, t 1, err 0.843595, gt 296.000000, imp 99.446511
## pt 7144, v PGLU, t 7, err 0.753036, gt 206.000000, imp 94.056826
## pt 4141, v PLT, t 10, err 0.610076, gt 267.000000, imp 181.081921
## pt 2154, v PNA, t 3, err 0.800386, gt 136.000000, imp 141.367857
## pt 4497, v PCRE, t 1, err 0.674377, gt 0.900000, imp 0.571518
## pt 6693, v PLCO2, t 7, err 0.628937, gt 22.000000, imp 25.172222
## pt 1774, v PGLU, t 1, err 0.639009, gt 225.000000, imp 121.080558
## pt 1694, v WBC, t 16, err 0.611613, gt 26.200000, imp 12.279385
## pt 1864, v WBC, t 8, err 0.675966, gt 12.300000, imp 7.202537
## pt 8005, v PBUN, t 13, err 0.761464, gt 19.000000, imp 34.707143
## pt 7744, v PCRE, t 3, err 0.665705, gt 0.800000, imp 0.636819
## pt 5473, v RDW, t 15, err 0.697371, gt 20.500000, imp 16.658597
## pt 4693, v PLT, t 11, err 0.772084, gt 881.000000, imp 509.317142
## pt 2767, v PGLU, t 17, err 0.680591, gt 379.000000, imp 119.131416
## pt 2239, v PCRE, t 15, err 0.601230, gt 1.200000, imp 0.889844
## pt 2961, v PGLU, t 2, err 0.637983, gt 258.000000, imp 99.051076
## pt 3969, v PK, t 3, err 0.773674, gt 6.100000, imp 3.461237
## pt 8074, v PGLU, t 2, err 0.633022, gt 169.000000, imp 122.058031
## pt 1215, v MCV, t 11, err 0.697249, gt 87.000000, imp 90.340057
## pt 6956, v PGLU, t 15, err 0.630545, gt 208.000000, imp 99.212559
## pt 406, v PCRE, t 19, err 0.733370, gt 1.000000, imp 0.743089
## pt 1876, v WBC, t 9, err 0.746765, gt 9.800000, imp 6.343377
## pt 3504, v HGB, t 1, err 0.708249, gt 7.800000, imp 13.101923
## pt 8148, v PLT, t 14, err 0.812905, gt 340.000000, imp 238.117819
## pt 1610, v PLCO2, t 6, err 0.668826, gt 22.000000, imp 26.906906
## pt 8017, v PGLU, t 2, err 0.609598, gt 262.000000, imp 139.419494
## pt 4729, v PGLU, t 2, err 0.649185, gt 236.000000, imp 110.307681
## pt 8251, v PNA, t 2, err 0.640694, gt 147.000000, imp 135.793929
## pt 5991, v PK, t 5, err 0.660722, gt 5.900000, imp 4.599443
## pt 7075, v RDW, t 18, err 0.604033, gt 16.200000, imp 14.334730
## pt 7439, v MCV, t 9, err 0.611042, gt 87.000000, imp 83.091540
## pt 3780, v PBUN, t 7, err 0.743627, gt 15.000000, imp 10.688309
## pt 1542, v PCRE, t 8, err 0.634132, gt 0.800000, imp 0.640735
## pt 6778, v PGLU, t 8, err 0.676630, gt 318.000000, imp 109.065950
## pt 885, v PLCO2, t 9, err 0.768670, gt 23.000000, imp 30.890647
## pt 948, v PK, t 2, err 0.656915, gt 3.200000, imp 4.658905
## pt 3283, v PGLU, t 9, err 0.600263, gt 223.000000, imp 148.622405
## pt 4815, v PK, t 8, err 0.713422, gt 8.800000, imp 3.901069
## pt 2970, v MCV, t 15, err 0.639710, gt 88.000000, imp 95.198370
## pt 4322, v PCRE, t 4, err 0.645600, gt 0.800000, imp 0.558952
## pt 3032, v PBUN, t 13, err 0.752845, gt 17.000000, imp 6.588006
## pt 6835, v PGLU, t 1, err 0.772048, gt 536.000000, imp 162.568466
## pt 7373, v PCRE, t 12, err 0.835087, gt 0.500000, imp 0.408617
## pt 4161, v PLT, t 36, err 0.616921, gt 954.000000, imp 339.783487
## pt 295, v PK, t 1, err 0.706511, gt 6.900000, imp 3.874049
## pt 295, v WBC, t 1, err 0.717269, gt 5.500000, imp 9.141744
## pt 1951, v MCV, t 20, err 0.605344, gt 93.000000, imp 89.109809
## pt 3224, v PLT, t 12, err 0.707491, gt 406.000000, imp 271.420012
## pt 3346, v PNA, t 11, err 0.624015, gt 140.000000, imp 134.470378
## pt 1760, v PGLU, t 4, err 0.867328, gt 451.000000, imp 107.348675
## pt 7314, v PBUN, t 1, err 0.671910, gt 57.000000, imp 34.048366
## pt 1912, v RDW, t 7, err 0.764244, gt 17.800000, imp 16.663526
## pt 1912, v PCRE, t 2, err 0.601436, gt 1.100000, imp 0.867343
## pt 1912, v PGLU, t 2, err 0.720576, gt 154.000000, imp 92.032692
## pt 569, v RDW, t 3, err 0.680732, gt 15.300000, imp 16.290077
## pt 3415, v PLCO2, t 7, err 0.654424, gt 17.000000, imp 21.044823
## pt 5484, v PGLU, t 1, err 0.747490, gt 205.000000, imp 111.625909
## pt 2926, v PLCO2, t 1, err 0.655552, gt 29.000000, imp 25.761354
## pt 4271, v PLT, t 1, err 0.645673, gt 226.000000, imp 136.807333
## pt 683, v PCRE, t 9, err 0.684165, gt 0.400000, imp 0.565429
## pt 643, v PGLU, t 7, err 0.629320, gt 217.000000, imp 104.351798
## pt 5505, v PLCO2, t 7, err 0.878784, gt 22.000000, imp 26.687174
## pt 5956, v WBC, t 9, err 0.662208, gt 17.600000, imp 6.532844
## pt 3033, v RDW, t 1, err 0.683979, gt 15.300000, imp 15.796218
## pt 681, v MCV, t 2, err 0.637917, gt 94.000000, imp 88.409120
## pt 4718, v PBUN, t 15, err 0.602287, gt 20.000000, imp 9.134995
## pt 5526, v PLT, t 3, err 0.602157, gt 110.000000, imp 81.288464
## pt 2079, v PCRE, t 5, err 0.612940, gt 0.800000, imp 1.113162
## pt 2867, v WBC, t 16, err 0.621480, gt 10.300000, imp 6.988971
## pt 7250, v PLT, t 1, err 0.663582, gt 315.000000, imp 194.438437
## pt 3332, v PBUN, t 15, err 0.611506, gt 11.000000, imp 25.857785
## pt 1252, v PCRE, t 4, err 0.612544, gt 0.700000, imp 0.543470
## pt 8249, v PBUN, t 1, err 0.669370, gt 15.000000, imp 19.908901
## pt 8249, v PCRE, t 2, err 0.631453, gt 1.100000, imp 0.702680
## pt 7550, v PGLU, t 1, err 0.634137, gt 163.000000, imp 79.385651
## pt 1278, v WBC, t 13, err 0.610426, gt 3.900000, imp 2.259275
## pt 1245, v PGLU, t 6, err 0.790003, gt 271.000000, imp 79.014613
## pt 1622, v PGLU, t 14, err 0.654852, gt 310.000000, imp 127.114175
## pt 2456, v MCV, t 6, err 0.900317, gt 88.000000, imp 85.153448
## pt 7232, v RDW, t 1, err 0.694413, gt 16.100000, imp 15.016691
## pt 2671, v PLCO2, t 13, err 0.643427, gt 27.000000, imp 23.791443
## pt 1964, v PLCO2, t 9, err 0.776362, gt 24.000000, imp 27.524457
## pt 2971, v PGLU, t 5, err 0.741731, gt 170.000000, imp 107.129626
## pt 657, v PCRE, t 13, err 0.653767, gt 0.800000, imp 0.638288
## pt 5472, v MCV, t 15, err 0.617815, gt 76.000000, imp 72.069940
## pt 2874, v PCRE, t 2, err 0.624531, gt 0.600000, imp 0.362918
## pt 5579, v WBC, t 1, err 0.684528, gt 15.300000, imp 7.357325
## pt 8092, v PGLU, t 39, err 0.721334, gt 221.000000, imp 114.835737
## pt 307, v WBC, t 5, err 0.603512, gt 11.200000, imp 5.218177
## pt 307, v PGLU, t 6, err 0.753188, gt 180.000000, imp 99.288631
## pt 1433, v PLT, t 9, err 0.606093, gt 167.000000, imp 213.711188
## pt 7116, v PGLU, t 29, err 0.736948, gt 352.000000, imp 106.481425
## pt 2933, v PGLU, t 9, err 0.704129, gt 132.000000, imp 103.469782
## pt 5978, v WBC, t 16, err 0.606820, gt 19.000000, imp 7.860496
## pt 832, v PGLU, t 5, err 0.816599, gt 576.000000, imp 96.157113
## pt 7974, v WBC, t 8, err 0.619046, gt 15.100000, imp 8.805641
## pt 4709, v WBC, t 6, err 0.725053, gt 60.200000, imp 22.223072
## pt 8081, v PCRE, t 13, err 0.600170, gt 0.800000, imp 1.032412
## pt 1543, v WBC, t 8, err 0.630202, gt 15.700000, imp 7.920245
## pt 7877, v RDW, t 7, err 0.617498, gt 15.700000, imp 15.228514
## pt 7901, v PCRE, t 17, err 0.604784, gt 0.700000, imp 0.311161
## pt 2707, v PGLU, t 14, err 0.652884, gt 247.000000, imp 104.789830
## pt 5689, v PGLU, t 16, err 0.775014, gt 230.000000, imp 96.186981
## pt 5911, v RDW, t 14, err 0.642927, gt 20.600000, imp 18.435066
## pt 1216, v RDW, t 11, err 0.650420, gt 15.200000, imp 13.667676
## pt 3742, v PLT, t 1, err 0.623136, gt 224.000000, imp 98.487039
## pt 4307, v PLT, t 1, err 0.611036, gt 309.000000, imp 147.190588
## pt 4582, v WBC, t 4, err 0.819499, gt 34.800000, imp 13.164243
## pt 4151, v RDW, t 1, err 0.663460, gt 19.900000, imp 16.804784
## pt 5656, v PGLU, t 10, err 0.616626, gt 202.000000, imp 116.407164
## pt 4331, v PLCO2, t 2, err 0.624709, gt 15.000000, imp 30.017320
## pt 6593, v PNA, t 18, err 0.646106, gt 153.000000, imp 137.727667
## pt 1809, v PLT, t 12, err 0.679771, gt 482.000000, imp 356.678686
## pt 7481, v PCRE, t 15, err 0.722737, gt 0.900000, imp 0.644958
## pt 5451, v WBC, t 1, err 0.659041, gt 15.700000, imp 10.829120
## pt 52, v PGLU, t 21, err 0.618470, gt 144.000000, imp 93.668568
## pt 1950, v MCV, t 1, err 0.628662, gt 96.000000, imp 89.656944
## pt 6502, v PK, t 8, err 0.630481, gt 4.800000, imp 3.688360
## pt 7662, v MCV, t 1, err 0.909991, gt 62.000000, imp 82.986553
## pt 4691, v PK, t 7, err 0.688494, gt 4.900000, imp 3.489416
## pt 7695, v PK, t 4, err 0.607521, gt 5.300000, imp 3.429353
## pt 8010, v PBUN, t 2, err 0.618751, gt 11.000000, imp 5.493750
## pt 937, v PK, t 8, err 0.625693, gt 4.900000, imp 4.029891
## pt 937, v PCRE, t 16, err 0.624461, gt 1.000000, imp 0.841954
## pt 937, v PGLU, t 1, err 0.607889, gt 175.000000, imp 108.727868
## pt 552, v PGLU, t 12, err 0.604069, gt 223.000000, imp 133.619809
## pt 3227, v PK, t 4, err 0.631107, gt 5.500000, imp 3.752271
## pt 2626, v WBC, t 1, err 0.605167, gt 11.400000, imp 7.199208
## pt 7208, v PLCO2, t 1, err 0.621732, gt 30.000000, imp 25.269003
## pt 7602, v PGLU, t 1, err 0.614153, gt 173.000000, imp 103.252536
## pt 7937, v WBC, t 26, err 0.799536, gt 15.800000, imp 2.029818
## pt 5211, v PGLU, t 6, err 0.907123, gt 866.000000, imp 123.104413
## pt 2514, v PCL, t 11, err 0.911143, gt 82.000000, imp 98.227148
## pt 95, v WBC, t 2, err 0.659672, gt 25.300000, imp 10.924023
## pt 3432, v RDW, t 10, err 0.689728, gt 14.600000, imp 13.437302
## pt 3432, v PBUN, t 1, err 0.659317, gt 11.000000, imp 28.051647
## pt 4826, v PLCO2, t 3, err 0.710563, gt 23.000000, imp 28.057692
## pt 4826, v MCV, t 9, err 0.617815, gt 79.000000, imp 75.855952
## pt 7051, v PCRE, t 12, err 0.624877, gt 0.800000, imp 0.641902
## pt 7945, v WBC, t 9, err 0.757322, gt 13.800000, imp 9.535812
## pt 5831, v RDW, t 1, err 0.632961, gt 21.400000, imp 19.490588
## pt 5831, v PCRE, t 6, err 0.664791, gt 0.800000, imp 0.555396
## pt 626, v PK, t 1, err 0.689513, gt 4.900000, imp 3.820520
## pt 5654, v PCRE, t 14, err 0.910901, gt 0.400000, imp 1.640735
## pt 5229, v PK, t 4, err 0.788917, gt 7.500000, imp 4.035980
## pt 7791, v PLT, t 19, err 0.863592, gt 559.000000, imp 167.766152
## pt 2529, v PCL, t 7, err 0.735284, gt 112.000000, imp 97.422718
## pt 5116, v RDW, t 1, err 0.628909, gt 16.500000, imp 15.865570
## pt 1518, v PNA, t 5, err 0.607069, gt 132.000000, imp 140.570606
## pt 4717, v MCV, t 7, err 0.621094, gt 98.000000, imp 101.940476
## pt 8041, v RDW, t 8, err 0.604977, gt 16.000000, imp 17.477826
## pt 331, v WBC, t 1, err 0.706077, gt 21.000000, imp 9.404085
## pt 5804, v MCV, t 3, err 0.710743, gt 81.000000, imp 84.372222
## pt 7972, v PCRE, t 4, err 0.672191, gt 1.200000, imp 0.954038
## pt 5022, v WBC, t 11, err 0.759971, gt 15.500000, imp 8.351541
## pt 1796, v PNA, t 4, err 0.711610, gt 133.000000, imp 138.904987
## pt 3905, v PGLU, t 5, err 0.601655, gt 298.000000, imp 152.950827
## pt 5979, v PGLU, t 20, err 0.912346, gt 368.000000, imp 70.942721
## pt 5971, v PBUN, t 14, err 0.621180, gt 69.000000, imp 37.474000
## pt 810, v PCRE, t 5, err 0.629409, gt 0.600000, imp 0.520665
## pt 3429, v PGLU, t 20, err 0.667288, gt 173.000000, imp 97.847299
## pt 6003, v PLCO2, t 5, err 0.644205, gt 8.000000, imp 23.249851
## pt 8174, v PBUN, t 1, err 0.636221, gt 54.000000, imp 23.689881
## pt 6416, v PLT, t 1, err 0.614620, gt 1163.000000, imp 550.713994
## pt 3942, v WBC, t 10, err 0.702385, gt 23.900000, imp 11.747777
## pt 842, v PGLU, t 10, err 0.618549, gt 175.000000, imp 112.868194
## pt 576, v RDW, t 8, err 0.645869, gt 13.700000, imp 14.342928
## pt 3400, v HGB, t 1, err 0.712378, gt 5.800000, imp 9.429308
## pt 2955, v WBC, t 1, err 0.696828, gt 5.400000, imp 2.812236
## pt 5408, v PGLU, t 29, err 0.694930, gt 396.000000, imp 105.065036
## pt 6573, v PGLU, t 3, err 0.655032, gt 273.000000, imp 120.034613
## pt 7958, v PK, t 1, err 0.850209, gt 5.000000, imp 3.801312
## pt 1586, v PCL, t 11, err 0.601247, gt 111.000000, imp 97.818182
## pt 1134, v WBC, t 3, err 0.732982, gt 15.000000, imp 7.123478
## pt 1598, v PLT, t 14, err 0.646171, gt 340.000000, imp 123.764963
## pt 1598, v PGLU, t 3, err 0.618632, gt 375.000000, imp 146.905769
## pt 5028, v RDW, t 32, err 0.690754, gt 16.200000, imp 14.537768
## pt 19, v PCRE, t 5, err 0.732327, gt 0.500000, imp 0.414424
## pt 888, v WBC, t 1, err 0.626384, gt 19.200000, imp 11.760423
## pt 5258, v PBUN, t 8, err 0.744587, gt 15.000000, imp 8.096846
## pt 8025, v PGLU, t 8, err 0.761123, gt 288.000000, imp 69.021655
## pt 3505, v HGB, t 1, err 0.606162, gt 13.800000, imp 9.673611
## pt 3505, v MCV, t 3, err 0.816148, gt 89.000000, imp 86.289773
## pt 2516, v PLT, t 16, err 0.660637, gt 308.000000, imp 128.372143
## pt 42, v PGLU, t 15, err 0.814661, gt 145.000000, imp 99.870706
## pt 1629, v PBUN, t 16, err 0.796632, gt 28.000000, imp 7.471522
## pt 1196, v WBC, t 30, err 0.672717, gt 14.800000, imp 5.695858
## pt 682, v PLT, t 3, err 0.860487, gt 214.000000, imp 50.738108
## pt 48, v RDW, t 7, err 0.868263, gt 14.100000, imp 12.422748
## pt 5479, v RDW, t 4, err 0.696658, gt 20.800000, imp 19.464544
## pt 436, v PGLU, t 2, err 0.750038, gt 148.000000, imp 83.912518
## pt 7130, v PGLU, t 4, err 0.828426, gt 509.000000, imp 93.958376
## pt 3387, v PK, t 10, err 0.668645, gt 5.400000, imp 4.418751
## pt 3676, v PGLU, t 20, err 0.636863, gt 191.000000, imp 113.590431
## pt 6804, v WBC, t 14, err 0.624554, gt 27.700000, imp 9.997558
## pt 2115, v WBC, t 1, err 0.611378, gt 12.300000, imp 6.513892
## pt 689, v RDW, t 6, err 0.646943, gt 13.500000, imp 14.223895
## pt 3906, v WBC, t 4, err 0.707811, gt 21.000000, imp 11.745533
## pt 3068, v PLT, t 1, err 0.651729, gt 130.000000, imp 92.864320
## pt 676, v PLT, t 3, err 0.797122, gt 536.000000, imp 149.410259
## pt 434, v WBC, t 40, err 0.602289, gt 35.400000, imp 13.747561
## pt 348, v PBUN, t 10, err 0.612256, gt 13.000000, imp 7.522726
## pt 5727, v PCRE, t 10, err 0.632544, gt 1.300000, imp 1.061402
## pt 8028, v PCRE, t 9, err 0.626659, gt 0.900000, imp 0.662515
## pt 3714, v PLT, t 13, err 0.650946, gt 131.000000, imp 227.817478
## pt 6478, v RDW, t 70, err 0.635876, gt 21.800000, imp 16.297816
## pt 6904, v PK, t 12, err 0.750177, gt 5.600000, imp 3.521294
## pt 3007, v MCV, t 12, err 0.842052, gt 93.000000, imp 96.670536
## pt 7536, v PK, t 1, err 0.806644, gt 4.600000, imp 3.791680
## pt 8255, v PLT, t 21, err 0.641444, gt 641.000000, imp 288.603225
## pt 3587, v PCRE, t 22, err 0.855472, gt 1.000000, imp 0.722525
## pt 2215, v PCRE, t 7, err 0.779579, gt 0.900000, imp 0.635119
## pt 691, v MCV, t 22, err 0.611314, gt 94.000000, imp 87.745076
## pt 7149, v MCV, t 7, err 0.649632, gt 91.000000, imp 88.582008
## pt 5422, v PGLU, t 10, err 0.725482, gt 422.000000, imp 157.104974
## pt 4379, v PCRE, t 7, err 0.657430, gt 0.700000, imp 0.537836
## pt 3292, v PGLU, t 1, err 0.600996, gt 309.000000, imp 179.535012
## pt 3447, v PK, t 1, err 0.632492, gt 4.600000, imp 3.645648
## pt 1992, v PLCO2, t 10, err 0.675154, gt 14.000000, imp 18.930065
## pt 1992, v PLT, t 1, err 0.654540, gt 168.000000, imp 91.950571
## pt 2350, v PBUN, t 5, err 0.622784, gt 34.000000, imp 12.692503
## pt 5481, v PCRE, t 9, err 0.677828, gt 0.400000, imp 0.811652
## pt 1789, v PGLU, t 11, err 0.604220, gt 154.000000, imp 98.810575
## pt 3037, v PGLU, t 8, err 0.641033, gt 164.000000, imp 97.546412
## pt 6209, v PGLU, t 3, err 0.880909, gt 173.000000, imp 90.406055
## pt 4288, v PGLU, t 7, err 0.622316, gt 380.000000, imp 137.816846
## pt 7491, v WBC, t 1, err 0.606794, gt 17.200000, imp 9.410303
## pt 6757, v WBC, t 1, err 0.607375, gt 24.200000, imp 9.314558
## pt 3851, v PLT, t 2, err 0.649238, gt 439.000000, imp 273.820679
## pt 6064, v PK, t 3, err 0.646177, gt 2.800000, imp 4.488087
## pt 6064, v WBC, t 2, err 0.743431, gt 21.400000, imp 6.138625
## pt 4764, v PK, t 8, err 0.738636, gt 3.600000, imp 4.287552
## pt 270, v PLT, t 9, err 0.656948, gt 476.000000, imp 360.905678
## pt 5455, v WBC, t 5, err 0.631462, gt 15.000000, imp 6.338363
## pt 1008, v PLT, t 2, err 0.611015, gt 87.000000, imp 45.571248
## pt 1941, v WBC, t 7, err 0.750268, gt 12.100000, imp 6.383212
## pt 8015, v PLT, t 1, err 0.662404, gt 66.000000, imp 17.980945
## pt 968, v PLCO2, t 7, err 0.622304, gt 24.000000, imp 28.733173
## pt 4547, v PGLU, t 6, err 0.605112, gt 203.000000, imp 112.764787
## pt 3630, v PLT, t 1, err 0.635451, gt 469.000000, imp 320.729753
## pt 2581, v PNA, t 8, err 0.758150, gt 141.000000, imp 137.517127
## pt 881, v PGLU, t 13, err 0.746282, gt 213.000000, imp 92.057308
## pt 6589, v WBC, t 1, err 0.691500, gt 10.600000, imp 4.862203
## pt 2015, v PGLU, t 58, err 0.632013, gt 152.000000, imp 88.400618
## pt 3775, v WBC, t 12, err 0.686575, gt 15.600000, imp 9.468372
## pt 6037, v PNA, t 11, err 0.665408, gt 134.000000, imp 139.710079
## pt 8062, v PBUN, t 5, err 0.709606, gt 8.000000, imp 15.581430
## pt 2611, v PNA, t 2, err 0.726981, gt 143.000000, imp 138.736842
## pt 2611, v PGLU, t 2, err 0.792190, gt 244.000000, imp 99.811842
## pt 6968, v PCL, t 6, err 0.613502, gt 108.000000, imp 101.733891
## pt 6828, v PCRE, t 1, err 0.700794, gt 1.000000, imp 0.748860
## pt 7447, v PGLU, t 21, err 0.849789, gt 1071.000000, imp 174.971317
## pt 4079, v PLCO2, t 1, err 0.627585, gt 16.000000, imp 22.337623
## pt 4699, v PGLU, t 9, err 0.651991, gt 170.000000, imp 105.403227
## pt 4528, v PGLU, t 2, err 0.871661, gt 237.000000, imp 93.221349
## pt 3491, v PCRE, t 6, err 0.608772, gt 1.500000, imp 0.797786
## pt 158, v PCRE, t 9, err 0.841436, gt 0.300000, imp 0.575189
## pt 7524, v RDW, t 15, err 0.798103, gt 15.200000, imp 14.038624
## pt 4517, v PK, t 8, err 0.670823, gt 8.400000, imp 3.813388
## pt 2457, v PGLU, t 2, err 0.689440, gt 237.000000, imp 85.050429
## pt 5098, v PBUN, t 11, err 0.722374, gt 35.000000, imp 12.901928
## pt 2043, v PGLU, t 12, err 0.640093, gt 158.000000, imp 106.796292
## pt 8038, v RDW, t 14, err 0.633595, gt 14.600000, imp 13.644816
## pt 4767, v PCL, t 6, err 1.000000, gt 113.000000, imp 104.000000
## pt 4767, v PLCO2, t 2, err 0.653494, gt 15.000000, imp 18.233559
## pt 4767, v PCRE, t 2, err 0.749356, gt 1.600000, imp 0.820912
## pt 7155, v PBUN, t 1, err 0.624853, gt 9.000000, imp 20.066667
## pt 2988, v WBC, t 2, err 0.690255, gt 23.200000, imp 12.316315
## pt 7438, v RDW, t 8, err 0.625670, gt 16.000000, imp 13.310624
## pt 5076, v PK, t 4, err 0.601491, gt 6.100000, imp 4.005992
## pt 1288, v WBC, t 9, err 0.783437, gt 9.500000, imp 5.959520
## pt 7233, v PGLU, t 15, err 0.671235, gt 239.000000, imp 103.817302
## pt 214, v PGLU, t 9, err 0.717879, gt 131.000000, imp 103.039842
## pt 3671, v WBC, t 8, err 0.604588, gt 25.400000, imp 12.959156
## pt 7239, v PCRE, t 4, err 0.652276, gt 0.800000, imp 0.638473
## pt 6349, v PCRE, t 20, err 0.612948, gt 1.500000, imp 2.517783
## pt 1709, v WBC, t 13, err 0.645394, gt 7.900000, imp 3.561835
## pt 6419, v MCV, t 11, err 0.612223, gt 92.000000, imp 88.087766
## pt 1230, v PBUN, t 15, err 0.707190, gt 19.000000, imp 12.272433
## pt 4, v PCRE, t 17, err 0.627656, gt 0.500000, imp 0.658450
## pt 1645, v MCV, t 9, err 0.605015, gt 92.000000, imp 82.666071
## pt 3845, v PLT, t 13, err 0.786507, gt 576.000000, imp 347.192080
## pt 6443, v PBUN, t 9, err 0.638607, gt 24.000000, imp 15.209583
## pt 5050, v PLT, t 13, err 0.800832, gt 273.000000, imp 196.039296
## pt 5941, v PGLU, t 5, err 0.623183, gt 283.000000, imp 104.591213
## pt 4257, v PK, t 8, err 0.785464, gt 8.100000, imp 3.402801
## pt 351, v WBC, t 9, err 0.698394, gt 17.200000, imp 9.260850
## pt 2994, v PGLU, t 5, err 0.604459, gt 271.000000, imp 134.942777
## pt 3148, v RDW, t 4, err 0.664355, gt 17.600000, imp 21.593891
## pt 3148, v PCRE, t 4, err 0.667764, gt 0.700000, imp 0.454849
## pt 4985, v PCL, t 1, err 0.611739, gt 117.000000, imp 110.742900
## pt 850, v PLT, t 20, err 0.685480, gt 615.000000, imp 320.254261
## pt 6227, v WBC, t 8, err 0.640879, gt 22.700000, imp 12.613078
## pt 1761, v WBC, t 1, err 0.610209, gt 8.800000, imp 4.034932
## pt 8013, v PGLU, t 5, err 0.664691, gt 222.000000, imp 129.057385
## pt 4662, v PK, t 1, err 0.604635, gt 5.400000, imp 4.000351
## pt 3476, v PGLU, t 11, err 0.658065, gt 200.000000, imp 110.766695
## pt 449, v PCRE, t 11, err 0.848001, gt 1.000000, imp 0.815826
## pt 3260, v PK, t 1, err 0.645692, gt 6.300000, imp 3.808996
## pt 862, v PGLU, t 5, err 0.752518, gt 177.000000, imp 100.661955
## pt 6858, v WBC, t 1, err 0.700160, gt 12.800000, imp 4.934498
## pt 6456, v PGLU, t 12, err 0.890661, gt 558.000000, imp 102.169449
## pt 3696, v WBC, t 11, err 0.623838, gt 11.300000, imp 7.745746
## pt 51, v WBC, t 12, err 0.623098, gt 7.800000, imp 18.772184
## pt 530, v PK, t 6, err 0.635784, gt 7.500000, imp 4.071348
## pt 530, v RDW, t 2, err 0.602505, gt 16.100000, imp 14.469955
## pt 5613, v PCRE, t 8, err 0.647293, gt 0.600000, imp 0.439091
## pt 5613, v PGLU, t 11, err 0.653626, gt 134.000000, imp 73.364632
## pt 1149, v PLCO2, t 10, err 0.722831, gt 25.000000, imp 16.498056
## pt 7090, v PGLU, t 1, err 0.643960, gt 292.000000, imp 141.135418
## pt 7622, v PCRE, t 1, err 0.820357, gt 1.300000, imp 0.937706
## pt 141, v PLT, t 11, err 0.736036, gt 291.000000, imp 187.191054
## pt 7505, v WBC, t 1, err 0.676942, gt 20.100000, imp 10.309097
## pt 3143, v PGLU, t 10, err 0.717053, gt 229.000000, imp 134.159509
## pt 7105, v PBUN, t 4, err 0.769656, gt 25.000000, imp 15.349697
## pt 4304, v PBUN, t 4, err 0.798367, gt 5.000000, imp 11.254597
## pt 118, v PNA, t 1, err 0.613611, gt 137.000000, imp 133.866667
## pt 1048, v PLCO2, t 12, err 0.630377, gt 31.000000, imp 25.442262
## pt 6224, v PCRE, t 13, err 0.624676, gt 0.900000, imp 0.583854
## pt 5837, v PCRE, t 11, err 0.747108, gt 1.300000, imp 1.040694
## pt 4071, v PCRE, t 11, err 0.834907, gt 0.400000, imp 0.674120
## pt 6888, v PGLU, t 1, err 0.852094, gt 198.000000, imp 88.152333
## pt 4572, v PGLU, t 1, err 0.646629, gt 210.000000, imp 121.545421
## pt 5661, v PK, t 2, err 0.635733, gt 4.000000, imp 3.282404
## pt 5661, v PGLU, t 1, err 0.611315, gt 190.000000, imp 86.011761
## pt 3255, v PCRE, t 1, err 0.828317, gt 1.100000, imp 0.917976
## pt 4217, v PLT, t 15, err 0.604234, gt 696.000000, imp 341.539908
## pt 2365, v PK, t 4, err 0.611458, gt 5.100000, imp 3.848868
## pt 7162, v WBC, t 4, err 0.774353, gt 17.900000, imp 9.540253
## pt 5997, v RDW, t 14, err 0.719627, gt 14.100000, imp 13.675846
## pt 7123, v MCV, t 23, err 0.823430, gt 89.000000, imp 2.794118
## pt 7943, v RDW, t 3, err 0.641274, gt 17.600000, imp 15.678090
## pt 374, v WBC, t 3, err 0.646673, gt 9.200000, imp 6.305024
## pt 4093, v PK, t 14, err 0.604370, gt 4.600000, imp 3.744846
## pt 1074, v PNA, t 4, err 0.856676, gt 137.000000, imp 139.776705
## pt 1464, v WBC, t 1, err 0.600521, gt 20.600000, imp 9.983422
## pt 2073, v MCV, t 5, err 0.777412, gt 84.000000, imp 86.645130
## pt 6047, v PGLU, t 8, err 0.684800, gt 183.000000, imp 74.594033
## pt 2949, v PLCO2, t 7, err 0.662885, gt 19.000000, imp 24.699242
## pt 5467, v RDW, t 1, err 0.681211, gt 13.700000, imp 13.122252
## pt 1412, v PCRE, t 3, err 0.800247, gt 0.300000, imp 0.210543
## pt 2788, v MCV, t 1, err 0.730256, gt 71.000000, imp 78.690950
## pt 5623, v PCRE, t 6, err 0.651744, gt 0.800000, imp 0.719269
## pt 1231, v RDW, t 13, err 0.738291, gt 16.800000, imp 16.112609
## pt 3744, v PLT, t 1, err 0.609980, gt 215.000000, imp 125.183568
## pt 7593, v PGLU, t 11, err 0.605386, gt 150.000000, imp 102.538012
## pt 1236, v PGLU, t 5, err 0.740308, gt 140.000000, imp 98.700260
## pt 902, v PLCO2, t 14, err 0.747188, gt 22.000000, imp 31.508405
## pt 902, v PLT, t 12, err 0.690193, gt 290.000000, imp 191.137342
## pt 6614, v PLT, t 1, err 0.602243, gt 91.000000, imp 298.203554
## pt 4587, v PK, t 1, err 0.745676, gt 2.600000, imp 5.449633
## pt 257, v WBC, t 1, err 0.640794, gt 28.400000, imp 11.749677
## pt 3895, v PK, t 3, err 0.792401, gt 6.900000, imp 2.983257
## pt 7884, v PGLU, t 5, err 0.770194, gt 217.000000, imp 54.642709
## pt 6093, v MCV, t 1, err 0.649565, gt 90.000000, imp 81.940442
## pt 6145, v PCRE, t 5, err 0.604153, gt 1.100000, imp 0.866818
## pt 1463, v PGLU, t 13, err 0.833978, gt 697.000000, imp 139.933549
## pt 2588, v PCRE, t 16, err 0.907421, gt 1.500000, imp 0.928448
## pt 7143, v PGLU, t 13, err 0.811175, gt 161.000000, imp 90.749083
## pt 3446, v PCRE, t 5, err 0.713469, gt 1.300000, imp 0.877665
## pt 7426, v PGLU, t 6, err 0.694428, gt 164.000000, imp 102.334083
## pt 3352, v WBC, t 21, err 0.656301, gt 7.500000, imp 4.826591
## pt 1556, v RDW, t 1, err 0.783002, gt 12.100000, imp 15.020085
## pt 4667, v PGLU, t 3, err 0.749969, gt 228.000000, imp 109.356935
## pt 7108, v PCRE, t 27, err 0.621166, gt 0.500000, imp 0.342372
## pt 2284, v PBUN, t 12, err 0.609219, gt 9.000000, imp 22.268920
## pt 5164, v PLT, t 12, err 0.651200, gt 358.000000, imp 207.096625
## pt 5164, v PBUN, t 1, err 0.665852, gt 35.000000, imp 14.600068
## pt 678, v PGLU, t 11, err 0.812056, gt 212.000000, imp 72.323099
## pt 1873, v PLT, t 11, err 0.750611, gt 405.000000, imp 255.116622
## pt 1264, v PGLU, t 1, err 0.606956, gt 196.000000, imp 126.662411
## pt 882, v PGLU, t 1, err 0.693869, gt 290.000000, imp 157.554923
## pt 3451, v PGLU, t 3, err 0.682879, gt 150.000000, imp 79.758974
## pt 7604, v PK, t 13, err 0.603378, gt 3.300000, imp 3.921419
## pt 7611, v PGLU, t 2, err 0.716959, gt 154.000000, imp 98.115526
## pt 7693, v PGLU, t 11, err 0.669750, gt 282.000000, imp 113.413146
## pt 731, v RDW, t 1, err 0.741603, gt 18.000000, imp 22.650285
## pt 4722, v WBC, t 1, err 0.608344, gt 21.600000, imp 10.758496
## pt 501, v PGLU, t 9, err 0.618645, gt 308.000000, imp 153.838234
## pt 1142, v PCRE, t 11, err 0.623422, gt 0.800000, imp 0.563129
## pt 8099, v PGLU, t 3, err 0.692398, gt 225.000000, imp 139.293250
## pt 6181, v PLT, t 6, err 0.638390, gt 254.000000, imp 376.245936
## pt 6217, v PCL, t 2, err 0.874705, gt 102.000000, imp 106.676282
## pt 1475, v MCV, t 2, err 0.738525, gt 73.000000, imp 79.875000
## pt 5554, v PCRE, t 1, err 0.751667, gt 0.600000, imp 0.773397
## pt 7543, v PK, t 9, err 0.673542, gt 4.000000, imp 3.015165
## pt 1602, v MCV, t 15, err 0.892174, gt 89.000000, imp 86.166352
## pt 3674, v WBC, t 1, err 0.616772, gt 31.700000, imp 12.301892
## pt 6802, v PLCO2, t 13, err 0.633448, gt 21.000000, imp 26.571259
## pt 6802, v RDW, t 8, err 0.617996, gt 14.600000, imp 14.128324
## pt 2063, v PLT, t 7, err 0.701047, gt 309.000000, imp 187.593596
## pt 3180, v RDW, t 1, err 0.721282, gt 13.300000, imp 16.612204
## pt 4656, v PK, t 14, err 0.656717, gt 4.700000, imp 3.565467
## pt 3014, v PNA, t 4, err 0.687099, gt 145.000000, imp 140.026515
## pt 733, v PK, t 25, err 0.687200, gt 9.600000, imp 4.211660
## pt 4108, v WBC, t 1, err 0.651464, gt 17.000000, imp 8.525104
## pt 8184, v WBC, t 11, err 0.615659, gt 20.100000, imp 11.547431
## pt 6487, v PGLU, t 1, err 0.609655, gt 244.000000, imp 129.221785
## PCL nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0270 0.0557 0.0844 0.1150 0.1503 0.1892 0.2343 0.2888 0.3779 1.0000
## PK nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0386 0.0782 0.1180 0.1617 0.2053 0.2570 0.3138 0.3830 0.4881 0.9221
## PLCO2 nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0362 0.0731 0.1077 0.1473 0.1900 0.2370 0.2922 0.3572 0.4583 0.9374
## PNA nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0284 0.0573 0.0865 0.1190 0.1537 0.1938 0.2371 0.2929 0.3908 0.9256
## HCT nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0127 0.0249 0.0383 0.0539 0.0702 0.0904 0.1185 0.1570 0.2332 0.8259
## HGB nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0112 0.0236 0.0371 0.0523 0.0678 0.0867 0.1124 0.1518 0.2304 0.8440
## MCV nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0433 0.0861 0.1300 0.1785 0.2268 0.2806 0.3417 0.4204 0.5258 0.9539
## PLT nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0480 0.0976 0.1443 0.1928 0.2446 0.2995 0.3603 0.4265 0.5269 0.9293
## WBC nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0413 0.0864 0.1303 0.1759 0.2225 0.2779 0.3343 0.4106 0.5350 0.9141
## RDW nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0565 0.1068 0.1607 0.2164 0.2729 0.3318 0.3925 0.4592 0.5488 0.9380
## PBUN nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0426 0.0842 0.1280 0.1700 0.2148 0.2604 0.3177 0.3833 0.4892 0.8942
## PCRE nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0384 0.0769 0.1164 0.1546 0.1964 0.2443 0.3042 0.3774 0.4946 0.9705
## PGLU nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0397 0.0776 0.1200 0.1670 0.2127 0.2635 0.3214 0.3910 0.5223 0.9552
## MICE init tr nRMSE
## PCL PK PLCO2 PNA HCT HGB MCV
## 0.2305854 0.2962183 0.2754176 0.2377822 0.1507888 0.1480696 0.3170384
## PLT WBC RDW PBUN PCRE PGLU
## 0.3264772 0.3197396 0.3448665 0.2982959 0.2969033 0.3147194
## iter=1, conf int quantile
## 0% 25% 50% 75% 100%
## 0.0000 0.4088 0.5273 0.6247 1.0477
## iter=1, #na in x (199695 x 13) 283693
## Class: mids
## Number of multiple imputations: 8
## Imputation methods:
## PCL PK PLCO2 PNA HCT HGB MCV PLT WBC RDW PBUN PCRE
## "pmm" "pmm" "pmm" "pmm" "pmm" "pmm" "pmm" "pmm" "pmm" "pmm" "pmm" "pmm"
## PGLU
## "pmm"
## PredictorMatrix:
## PCL PK PLCO2 PNA HCT HGB MCV PLT WBC RDW PBUN PCRE PGLU
## PCL 0 1 1 1 1 1 1 1 1 1 1 1 1
## PK 1 0 1 1 1 1 1 1 1 1 1 1 1
## PLCO2 1 1 0 1 1 1 1 1 1 1 1 1 1
## PNA 1 1 1 0 1 1 1 1 1 1 1 1 1
## HCT 1 1 1 1 0 1 1 1 1 1 1 1 1
## HGB 1 1 1 1 1 0 1 1 1 1 1 1 1
## iter=1, gp
## iter=1, PCL diff
## 0% 25% 50% 75% 100%
## 1.166e-05 7.644e-02 1.603e-01 2.755e-01 1.293e+00
## iter=1, PK diff
## 0% 25% 50% 75% 100%
## 3.348e-06 5.967e-02 1.267e-01 2.219e-01 8.858e-01
## iter=1, PLCO2 diff
## 0% 25% 50% 75% 100%
## 7.734e-05 7.153e-02 1.545e-01 2.655e-01 8.569e-01
## iter=1, PNA diff
## 0% 25% 50% 75% 100%
## 2.616e-05 7.012e-02 1.532e-01 2.610e-01 1.040e+00
## iter=1, HCT diff
## 0% 25% 50% 75% 100%
## 2.975e-05 6.711e-02 1.427e-01 2.508e-01 1.261e+00
## iter=1, HGB diff
## 0% 25% 50% 75% 100%
## 5.675e-06 6.727e-02 1.441e-01 2.553e-01 1.097e+00
## iter=1, MCV diff
## 0% 25% 50% 75% 100%
## 0.0000 0.0753 0.1612 0.2786 1.3076
## iter=1, PLT diff
## 0% 25% 50% 75% 100%
## 1.397e-05 9.444e-02 1.979e-01 3.302e-01 2.383e+00
## iter=1, WBC diff
## 0% 25% 50% 75% 100%
## 1.268e-05 7.442e-02 1.595e-01 2.775e-01 1.230e+00
## iter=1, RDW diff
## 0% 25% 50% 75% 100%
## 2.409e-06 9.254e-02 1.990e-01 3.384e-01 1.132e+00
## iter=1, PBUN diff
## 0% 25% 50% 75% 100%
## 6.805e-06 9.072e-02 1.888e-01 3.163e-01 9.928e-01
## iter=1, PCRE diff
## 0% 25% 50% 75% 100%
## 6.316e-06 8.207e-02 1.677e-01 2.892e-01 1.897e+00
## iter=1, PGLU diff
## 0% 25% 50% 75% 100%
## 1.659e-06 5.667e-02 1.204e-01 2.094e-01 1.086e+00
## self denormalizing
## done
## self denormalizing
## done
## self denormalizing
## done
## CI self denormalizing
## done
## [1] "PCL" "PK" "PLCO2" "PNA" "HCT" "HGB" "MCV" "PLT"
## [9] "WBC" "RDW" "PBUN" "PCRE" "PGLU"
## pt 421, v RDW, t 2, err 0.868588, gt 18.100000, imp 18.534294, v1 18.514687, v2 18.540062, sd1 0.173091, sd2 0.050924
## pt 5389, v PGLU, t 16, err 0.816334, gt 120.000000, imp 492.248291, v1 267.865288, v2 528.957165, sd1 0.299818, sd2 0.049050
## pt 8078, v PCRE, t 2, err 0.857311, gt 0.700000, imp 0.785731, v1 0.732245, v2 0.801383, sd1 0.299143, sd2 0.087541
## pt 2613, v PLT, t 1, err 0.816226, gt 320.000000, imp 176.344279, v1 207.206976, v2 155.900610, sd1 0.273903, sd2 0.181435
## pt 3791, v PCRE, t 1, err 0.796909, gt 3.800000, imp 2.365563, v1 2.260417, v2 2.456740, sd1 0.300671, sd2 0.260724
## pt 6924, v PGLU, t 1, err 0.871125, gt 207.000000, imp 98.980528, v1 97.818761, v2 101.734764, sd1 0.115458, sd2 0.273720
## pt 1422, v PLT, t 8, err 0.811496, gt 168.000000, imp 115.252742, v1 111.611324, v2 129.420043, sd1 0.086676, sd2 0.337223
## pt 3841, v WBC, t 1, err 0.799265, gt 5.000000, imp 7.237942, v1 7.237942, v2 7.237942, sd1 0.000000, sd2 0.000000
## pt 4809, v WBC, t 2, err 0.796117, gt 12.400000, imp 6.190285, v1 5.333863, v2 6.773446, sd1 0.292366, sd2 0.199080
## pt 4408, v PGLU, t 2, err 0.796030, gt 154.000000, imp 84.745387, v1 82.430947, v2 88.692308, sd1 0.155436, sd2 0.265073
## pt 2578, v RDW, t 1, err 0.887145, gt 18.000000, imp 16.314425, v1 16.310957, v2 16.316077, sd1 0.373364, sd2 0.177775
## pt 5574, v WBC, t 21, err 0.785963, gt 29.500000, imp 9.300752, v1 10.344373, v2 9.143807, sd1 0.335595, sd2 0.050469
## pt 5308, v PLCO2, t 8, err 0.793745, gt 17.000000, imp 21.762467, v1 21.089127, v2 21.980766, sd1 0.255873, sd2 0.082955
## pt 8008, v PGLU, t 14, err 0.819894, gt 152.000000, imp 100.346695, v1 96.950170, v2 109.366816, sd1 0.105742, sd2 0.280819
## pt 1271, v PGLU, t 9, err 0.808592, gt 189.000000, imp 112.992310, v1 108.214917, v2 118.818182, sd1 0.219739, sd2 0.267964
## pt 2512, v PK, t 1, err 0.850027, gt 4.000000, imp 7.485109, v1 5.106358, v2 8.738337, sd1 0.213605, sd2 0.112536
## pt 2522, v RDW, t 1, err 0.865428, gt 14.800000, imp 18.261713, v1 17.671562, v2 18.475157, sd1 0.301437, sd2 0.109022
## pt 634, v WBC, t 2, err 0.820978, gt 2.500000, imp 13.008525, v1 10.786144, v2 14.140927, sd1 0.259973, sd2 0.132468
## pt 2832, v PBUN, t 13, err 0.853024, gt 38.000000, imp 25.204641, v1 25.204641, v2 25.204641, sd1 0.000000, sd2 0.000000
## pt 4207, v PGLU, t 1, err 0.790191, gt 197.000000, imp 98.226132, v1 97.935866, v2 98.408407, sd1 0.246778, sd2 0.154967
## pt 5425, v WBC, t 9, err 0.803663, gt 13.900000, imp 7.631431, v1 9.340148, v2 7.059897, sd1 0.357082, sd2 0.119437
## pt 2308, v PGLU, t 7, err 0.799905, gt 252.000000, imp 96.018545, v1 84.496889, v2 109.933333, sd1 0.224482, sd2 0.271109
## pt 6379, v RDW, t 6, err 0.870527, gt 11.800000, imp 12.148211, v1 12.141814, v2 12.157727, sd1 0.259959, sd2 0.386740
## pt 2710, v PGLU, t 28, err 0.801177, gt 174.000000, imp 94.683518, v1 91.501021, v2 100.451613, sd1 0.165814, sd2 0.300529
## pt 3635, v WBC, t 10, err 0.789849, gt 14.700000, imp 10.197862, v1 10.441081, v2 9.953757, sd1 0.198341, sd2 0.199063
## pt 4795, v PCRE, t 7, err 0.785245, gt 1.600000, imp 0.893280, v1 0.938819, v2 0.823077, sd1 0.199809, sd2 0.308021
## pt 4146, v PK, t 1, err 0.913040, gt 6.300000, imp 3.743487, v1 4.239944, v2 3.603140, sd1 0.371821, sd2 0.105113
## pt 2280, v PGLU, t 22, err 0.876774, gt 1159.000000, imp 212.960384, v1 321.163222, v2 146.189189, sd1 0.255918, sd2 0.157925
## pt 1085, v PCRE, t 23, err 0.949724, gt 3.900000, imp 0.670937, v1 0.690654, v2 0.600000, sd1 0.072509, sd2 0.260870
## pt 7779, v PGLU, t 2, err 0.913954, gt 113.000000, imp 1714.248155, v1 530.646392, v2 1768.192865, sd1 0.227318, sd2 0.010360
## pt 938, v PBUN, t 6, err 0.884322, gt 26.000000, imp 10.082203, v1 10.082203, v2 10.082203, sd1 0.000000, sd2 0.000000
## pt 938, v PCRE, t 7, err 0.969382, gt 0.800000, imp 1.381629, v1 1.381629, v2 1.381629, sd1 0.000000, sd2 0.000000
## pt 2903, v RDW, t 14, err 0.853626, gt 14.900000, imp 13.534199, v1 13.485798, v2 13.608333, sd1 0.203855, sd2 0.312240
## pt 128, v PGLU, t 3, err 0.848643, gt 406.000000, imp 131.039581, v1 126.125771, v2 137.600000, sd1 0.214762, sd2 0.286728
## pt 1482, v PCRE, t 3, err 0.923251, gt 1.300000, imp 1.115350, v1 1.194147, v2 1.074022, sd1 0.240761, sd2 0.126275
## pt 6765, v WBC, t 1, err 0.777323, gt 7.900000, imp 4.635242, v1 4.574171, v2 4.726826, sd1 0.226022, sd2 0.338950
## pt 1392, v PGLU, t 8, err 0.807645, gt 225.000000, imp 122.429041, v1 121.370466, v2 123.705882, sd1 0.216521, sd2 0.261166
## pt 7655, v PCRE, t 2, err 0.888754, gt 0.200000, imp 0.822128, v1 0.576924, v2 0.863833, sd1 0.186131, sd2 0.031658
## pt 8266, v RDW, t 1, err 0.779994, gt 14.500000, imp 13.564007, v1 13.511054, v2 13.622222, sd1 0.317629, sd2 0.349189
## pt 4112, v PGLU, t 5, err 0.880234, gt 146.000000, imp 94.066182, v1 94.882378, v2 93.315624, sd1 0.294456, sd2 0.270776
## pt 297, v PGLU, t 2, err 0.906584, gt 203.000000, imp 116.874521, v1 117.385916, v2 116.581745, sd1 0.327753, sd2 0.187640
## pt 1522, v PNA, t 1, err 0.786707, gt 145.000000, imp 139.493052, v1 138.671131, v2 140.888889, sd1 0.170053, sd2 0.288794
## pt 3459, v PGLU, t 8, err 0.872486, gt 130.000000, imp 757.317774, v1 392.187142, v2 780.930194, sd1 0.366182, sd2 0.023680
## pt 5461, v WBC, t 3, err 0.804234, gt 30.000000, imp 11.502620, v1 12.634159, v2 10.333333, sd1 0.292764, sd2 0.302531
## pt 4215, v WBC, t 4, err 0.809615, gt 18.000000, imp 10.227698, v1 10.227698, v2 10.227698, sd1 0.000000, sd2 0.000000
## pt 1028, v PK, t 1, err 0.776345, gt 5.900000, imp 4.114406, v1 4.334835, v2 4.059828, sd1 0.168374, sd2 0.041690
## pt 1958, v PGLU, t 13, err 0.810931, gt 158.000000, imp 51.768104, v1 43.651088, v2 79.333333, sd1 0.097843, sd2 0.332272
## pt 4604, v HGB, t 1, err 0.819444, gt 8.800000, imp 12.077778, v1 12.077778, v2 12.077778, sd1 0.000000, sd2 0.000000
## pt 6903, v PGLU, t 9, err 0.791560, gt 44.000000, imp 78.037077, v1 76.248423, v2 79.468263, sd1 0.421284, sd2 0.337089
## pt 1336, v PGLU, t 4, err 0.838111, gt 440.000000, imp 150.013540, v1 124.370631, v2 176.886792, sd1 0.204809, sd2 0.214636
## pt 7468, v PGLU, t 8, err 0.774874, gt 176.000000, imp 102.386999, v1 95.491997, v2 109.101702, sd1 0.305558, sd2 0.297568
## pt 565, v WBC, t 1, err 0.866961, gt 6.200000, imp 1.951889, v1 2.158966, v2 1.766667, sd1 0.374541, sd2 0.335013
## pt 5946, v PCRE, t 2, err 0.818158, gt 0.600000, imp 0.763632, v1 0.773553, v2 0.747087, sd1 0.205301, sd2 0.342358
## pt 5818, v PGLU, t 9, err 0.833060, gt 193.000000, imp 98.864256, v1 103.473274, v2 92.470588, sd1 0.162279, sd2 0.225115
## pt 4305, v PK, t 13, err 0.842712, gt 6.100000, imp 3.908949, v1 4.086632, v2 3.761574, sd1 0.246886, sd2 0.204774
## pt 7755, v RDW, t 20, err 0.801185, gt 16.700000, imp 14.616918, v1 14.602910, v2 14.652161, sd1 0.342841, sd2 0.862569
## pt 4668, v PBUN, t 1, err 0.898162, gt 27.000000, imp 18.916540, v1 20.824253, v2 18.036502, sd1 0.312412, sd2 0.144117
## pt 4298, v PGLU, t 15, err 0.898813, gt 249.000000, imp 115.975640, v1 115.633974, v2 116.272727, sd1 0.318484, sd2 0.276930
## pt 7269, v RDW, t 1, err 0.930901, gt 15.100000, imp 13.796739, v1 13.796739, v2 13.796739, sd1 0.000000, sd2 0.000000
## pt 6548, v MCV, t 4, err 0.789760, gt 95.000000, imp 91.051200, v1 90.710994, v2 91.444444, sd1 0.312303, sd2 0.360992
## pt 7451, v PGLU, t 6, err 0.899160, gt 633.000000, imp 160.041953, v1 124.496218, v2 162.534299, sd1 0.321261, sd2 0.022526
## pt 3754, v PK, t 1, err 0.788103, gt 6.900000, imp 4.220450, v1 3.967007, v2 4.425880, sd1 0.234042, sd2 0.189705
## pt 6686, v PGLU, t 1, err 0.778113, gt 180.000000, imp 129.422644, v1 128.865428, v2 130.000000, sd1 0.311818, sd2 0.323088
## pt 2634, v PLT, t 12, err 0.778702, gt 850.000000, imp 374.991729, v1 373.630864, v2 376.590270, sd1 0.328265, sd2 0.385597
## pt 7443, v MCV, t 11, err 0.825014, gt 86.000000, imp 89.300056, v1 89.318939, v2 89.272727, sd1 0.270514, sd2 0.391495
## pt 6631, v WBC, t 1, err 0.792115, gt 18.800000, imp 12.621503, v1 15.427151, v2 12.115884, sd1 0.302619, sd2 0.054536
## pt 108, v MCV, t 1, err 0.814706, gt 98.000000, imp 88.223523, v1 88.191063, v2 88.250378, sd1 0.317847, sd2 0.262967
## pt 6844, v WBC, t 2, err 0.864685, gt 33.800000, imp 14.171657, v1 13.427995, v2 15.890476, sd1 0.138544, sd2 0.320216
## pt 79, v PCRE, t 2, err 0.946885, gt 4.000000, imp 8.450359, v1 6.641713, v2 8.673962, sd1 0.379376, sd2 0.046902
## pt 6237, v PGLU, t 2, err 0.782615, gt 143.000000, imp 85.086513, v1 82.125483, v2 86.244256, sd1 0.145753, sd2 0.056988
## pt 7971, v PK, t 8, err 0.780073, gt 5.300000, imp 4.519927, v1 4.539786, v2 4.500000, sd1 0.334508, sd2 0.335653
## pt 529, v PK, t 2, err 0.781043, gt 6.500000, imp 3.766349, v1 3.638962, v2 3.789524, sd1 0.185048, sd2 0.033664
## pt 457, v PGLU, t 2, err 0.782958, gt 134.000000, imp 101.115783, v1 100.887284, v2 101.400000, sd1 0.242383, sd2 0.301485
## pt 2990, v PCL, t 4, err 0.790196, gt 114.000000, imp 102.937252, v1 103.616653, v2 102.275654, sd1 0.342013, sd2 0.333051
## pt 1846, v WBC, t 21, err 0.829288, gt 20.200000, imp 8.921684, v1 14.943126, v2 8.921684, sd1 0.353230, sd2 -0.000000
## pt 5552, v PCRE, t 1, err 0.784758, gt 0.900000, imp 0.507621, v1 0.508079, v2 0.506667, sd1 0.191466, sd2 0.398516
## pt 463, v PCL, t 1, err 0.780479, gt 86.000000, imp 99.268138, v1 98.521008, v2 101.500651, sd1 0.082090, sd2 0.245296
## pt 2401, v PK, t 2, err 0.812395, gt 3.300000, imp 5.574707, v1 4.528012, v2 5.857431, sd1 0.333231, sd2 0.090010
## pt 5920, v MCV, t 5, err 0.969737, gt 77.000000, imp 76.030263, v1 76.520544, v2 75.720119, sd1 0.321840, sd2 0.203590
## pt 5573, v WBC, t 4, err 0.822350, gt 9.300000, imp 5.517189, v1 5.360404, v2 5.955556, sd1 0.129092, sd2 0.360939
## pt 4885, v PGLU, t 9, err 0.774791, gt 173.000000, imp 97.070446, v1 89.357517, v2 104.793208, sd1 0.248624, sd2 0.248941
## pt 5901, v PCRE, t 1, err 0.787982, gt 1.300000, imp 0.906009, v1 0.909018, v2 0.903448, sd1 0.332308, sd2 0.282762
## pt 6969, v PLT, t 1, err 0.793350, gt 347.000000, imp 209.750378, v1 215.027705, v2 203.350310, sd1 0.202107, sd2 0.245104
## pt 2336, v PCRE, t 1, err 0.827894, gt 2.600000, imp 0.944212, v1 1.048127, v2 0.868421, sd1 0.314106, sd2 0.229098
## pt 2094, v RDW, t 1, err 0.791736, gt 15.200000, imp 16.387604, v1 16.180457, v2 16.454934, sd1 0.305863, sd2 0.099416
## pt 2094, v PBUN, t 17, err 0.813569, gt 15.000000, imp 4.423599, v1 4.194641, v2 4.865992, sd1 0.147701, sd2 0.285387
## pt 1968, v PBUN, t 14, err 0.799245, gt 35.000000, imp 26.208300, v1 25.665447, v2 26.974151, sd1 0.235190, sd2 0.331803
## pt 3290, v PCRE, t 12, err 0.798231, gt 0.500000, imp 0.739469, v1 0.781479, v2 0.621739, sd1 0.101063, sd2 0.283226
## pt 400, v MCV, t 3, err 0.979867, gt 90.000000, imp 87.060399, v1 88.428025, v2 86.916373, sd1 0.220224, sd2 0.023192
## pt 2697, v PGLU, t 28, err 0.844283, gt 749.000000, imp 158.846523, v1 182.527174, v2 158.846523, sd1 0.278143, sd2 -0.000000
## pt 2592, v WBC, t 2, err 0.849763, gt 17.300000, imp 5.913180, v1 5.615045, v2 6.289597, sd1 0.231392, sd2 0.292150
## pt 1823, v PCRE, t 10, err 0.837901, gt 0.800000, imp 0.967580, v1 0.846394, v2 1.010741, sd1 0.314167, sd2 0.111891
## pt 2375, v PK, t 11, err 0.807901, gt 5.600000, imp 4.064988, v1 4.169323, v2 3.969231, sd1 0.331552, sd2 0.304292
## pt 2294, v WBC, t 3, err 0.802363, gt 9.800000, imp 6.028892, v1 6.080494, v2 5.990710, sd1 0.355187, sd2 0.262819
## pt 6248, v MCV, t 9, err 0.783761, gt 93.000000, imp 89.081193, v1 89.022706, v2 89.132867, sd1 0.280624, sd2 0.247940
## pt 813, v PGLU, t 9, err 0.805353, gt 113.000000, imp 195.145995, v1 152.558566, v2 201.310683, sd1 0.280458, sd2 0.040597
## pt 8231, v PGLU, t 2, err 0.806719, gt 665.000000, imp 223.724977, v1 261.609675, v2 185.454546, sd1 0.337750, sd2 0.341189
## pt 2618, v PLCO2, t 1, err 0.796812, gt 11.000000, imp 16.577685, v1 16.562261, v2 16.600000, sd1 0.246438, sd2 0.356526
## pt 3749, v PGLU, t 3, err 0.872812, gt 227.000000, imp 99.569385, v1 101.985080, v2 97.454545, sd1 0.337515, sd2 0.295480
## pt 4580, v MCV, t 7, err 0.850136, gt 91.000000, imp 100.351497, v1 94.943452, v2 100.897866, sd1 0.424668, sd2 0.042904
## pt 4580, v PCRE, t 1, err 0.844416, gt 0.700000, imp 0.446675, v1 0.455000, v2 0.435714, sd1 0.376702, sd2 0.495975
## pt 5701, v PCRE, t 3, err 0.809306, gt 0.500000, imp 0.338139, v1 0.328603, v2 0.366667, sd1 0.166101, sd2 0.496904
## pt 5892, v PBUN, t 8, err 0.780449, gt 45.000000, imp 34.854167, v1 34.854167, v2 34.854167, sd1 0.000000, sd2 0.000000
## pt 1311, v WBC, t 2, err 0.821007, gt 23.700000, imp 10.563894, v1 9.951853, v2 11.260000, sd1 0.289640, sd2 0.329423
## pt 2061, v PK, t 8, err 0.790305, gt 4.000000, imp 7.951526, v1 5.657091, v2 8.440734, sd1 0.283809, sd2 0.060512
## pt 3727, v PGLU, t 6, err 0.926809, gt 679.000000, imp 129.402397, v1 132.242911, v2 126.944444, sd1 0.279999, sd2 0.242289
## pt 4590, v PCRE, t 3, err 0.880437, gt 0.900000, imp 0.547825, v1 0.552797, v2 0.539427, sd1 0.196054, sd2 0.331158
## pt 3950, v PBUN, t 5, err 0.873843, gt 37.000000, imp 13.406227, v1 30.772817, v2 10.147116, sd1 0.170364, sd2 0.031971
## pt 7612, v WBC, t 29, err 0.775375, gt 26.400000, imp 11.047575, v1 11.995043, v2 10.285714, sd1 0.249379, sd2 0.200526
## pt 7322, v WBC, t 1, err 0.906778, gt 17.300000, imp 4.695789, v1 7.388418, v2 4.464805, sd1 0.240882, sd2 0.020664
## pt 804, v MCV, t 1, err 0.804333, gt 101.000000, imp 90.543674, v1 90.742560, v2 90.240769, sd1 0.245201, sd2 0.373445
## pt 5376, v PGLU, t 20, err 0.891096, gt 145.000000, imp 70.147903, v1 70.147903, v2 70.147903, sd1 0.000000, sd2 0.000000
## pt 8035, v WBC, t 1, err 0.778646, gt 3.500000, imp 6.380990, v1 5.462711, v2 7.040416, sd1 0.323331, sd2 0.232188
## pt 2159, v PGLU, t 3, err 0.868067, gt 394.000000, imp 112.746372, v1 115.357648, v2 110.266667, sd1 0.257363, sd2 0.244396
## pt 2704, v PLT, t 1, err 0.850134, gt 38.000000, imp 90.708327, v1 83.757697, v2 91.879536, sd1 0.422352, sd2 0.071168
## pt 3507, v PGLU, t 1, err 0.862546, gt 296.000000, imp 111.415187, v1 103.016620, v2 117.295584, sd1 0.281922, sd2 0.197392
## pt 7144, v PGLU, t 7, err 0.817142, gt 206.000000, imp 100.588721, v1 91.113213, v2 103.599895, sd1 0.208407, sd2 0.066229
## pt 2154, v PK, t 4, err 0.841360, gt 4.000000, imp 3.074503, v1 3.300246, v2 3.009035, sd1 0.332767, sd2 0.096506
## pt 6693, v MCV, t 1, err 0.784143, gt 94.000000, imp 97.136572, v1 97.321429, v2 97.019368, sd1 0.342559, sd2 0.217192
## pt 1774, v PGLU, t 1, err 0.794597, gt 225.000000, imp 121.702391, v1 112.604576, v2 133.537416, sd1 0.206243, sd2 0.268294
## pt 4017, v PCRE, t 4, err 0.821182, gt 0.800000, imp 0.717882, v1 0.714956, v2 0.721397, sd1 0.227193, sd2 0.272928
## pt 2767, v PGLU, t 17, err 0.806774, gt 379.000000, imp 124.866338, v1 120.518381, v2 128.157895, sd1 0.317281, sd2 0.240193
## pt 3969, v PK, t 3, err 0.818592, gt 6.100000, imp 3.644225, v1 3.604477, v2 3.677365, sd1 0.293806, sd2 0.244960
## pt 2224, v PGLU, t 18, err 0.964156, gt 1563.000000, imp 84.948962, v1 831.857240, v2 39.875132, sd1 0.296568, sd2 0.017897
## pt 6956, v PGLU, t 15, err 0.798727, gt 208.000000, imp 98.574342, v1 89.537674, v2 113.187500, sd1 0.177658, sd2 0.287291
## pt 3504, v HGB, t 1, err 0.841575, gt 7.800000, imp 13.101923, v1 13.101923, v2 13.101923, sd1 0.000000, sd2 0.000000
## pt 7660, v PGLU, t 13, err 0.775947, gt 171.000000, imp 107.372322, v1 114.963194, v2 105.153537, sd1 0.295136, sd2 0.086267
## pt 5558, v PK, t 9, err 0.786131, gt 5.300000, imp 4.042191, v1 3.943017, v2 4.192857, sd1 0.169088, sd2 0.256881
## pt 3462, v PNA, t 2, err 0.814921, gt 143.000000, imp 139.740315, v1 142.398770, v2 138.835492, sd1 0.194372, sd2 0.066156
## pt 3242, v PCL, t 3, err 0.882336, gt 90.000000, imp 104.999716, v1 98.056985, v2 105.327404, sd1 0.192758, sd2 0.009098
## pt 1208, v PCRE, t 3, err 0.777604, gt 1.200000, imp 0.888959, v1 1.016786, v2 0.835738, sd1 0.249921, sd2 0.104054
## pt 4729, v PGLU, t 2, err 0.861439, gt 236.000000, imp 101.615543, v1 109.552198, v2 93.400000, sd1 0.280315, sd2 0.290165
## pt 5991, v PK, t 5, err 0.816515, gt 5.900000, imp 4.593577, v1 4.560359, v2 4.627085, sd1 0.222685, sd2 0.224634
## pt 18, v HCT, t 1, err 0.802253, gt 39.800000, imp 28.568454, v1 28.513476, v2 28.706490, sd1 0.124376, sd2 0.312277
## pt 18, v HGB, t 1, err 0.827067, gt 13.800000, imp 9.995491, v1 9.906115, v2 10.157726, sd1 0.169707, sd2 0.308048
## pt 6778, v PGLU, t 8, err 0.837133, gt 318.000000, imp 105.368267, v1 101.525083, v2 111.411765, sd1 0.154585, sd2 0.243088
## pt 7657, v HCT, t 10, err 0.823997, gt 46.000000, imp 28.613663, v1 30.442243, v2 26.488093, sd1 0.200817, sd2 0.233433
## pt 7657, v HGB, t 10, err 0.812161, gt 14.800000, imp 9.439739, v1 10.118943, v2 8.721847, sd1 0.221926, sd2 0.234566
## pt 7657, v PGLU, t 7, err 0.785929, gt 163.000000, imp 99.339729, v1 104.468388, v2 94.785714, sd1 0.289614, sd2 0.257164
## pt 119, v RDW, t 14, err 0.812096, gt 17.800000, imp 16.987904, v1 17.128934, v2 16.907900, sd1 0.254233, sd2 0.144223
## pt 3195, v MCV, t 3, err 0.860364, gt 87.000000, imp 89.581092, v1 88.060714, v2 89.962675, sd1 0.250306, sd2 0.062822
## pt 4815, v PK, t 8, err 0.858361, gt 8.800000, imp 3.821504, v1 3.725702, v2 3.839467, sd1 0.249076, sd2 0.046701
## pt 2468, v RDW, t 1, err 0.812579, gt 16.100000, imp 18.131447, v1 18.066463, v2 18.245334, sd1 0.190437, sd2 0.333753
## pt 6835, v PGLU, t 1, err 0.850931, gt 536.000000, imp 174.354533, v1 175.996874, v2 172.515332, sd1 0.318349, sd2 0.356508
## pt 3941, v RDW, t 2, err 0.846577, gt 14.000000, imp 14.931235, v1 14.755817, v2 14.985387, sd1 0.366815, sd2 0.113237
## pt 4512, v WBC, t 2, err 0.777912, gt 11.000000, imp 5.710198, v1 6.967539, v2 4.605004, sd1 0.334491, sd2 0.294015
## pt 1159, v PGLU, t 6, err 0.797465, gt 144.000000, imp 104.126745, v1 100.341693, v2 113.266667, sd1 0.109308, sd2 0.263951
## pt 295, v PK, t 1, err 0.860443, gt 6.900000, imp 3.802406, v1 3.876947, v2 3.700000, sd1 0.254212, sd2 0.349243
## pt 295, v WBC, t 1, err 0.846917, gt 5.500000, imp 9.141744, v1 9.141744, v2 9.141744, sd1 0.000000, sd2 0.000000
## pt 2916, v MCV, t 10, err 0.792284, gt 81.000000, imp 77.830866, v1 78.050446, v2 77.555556, sd1 0.267856, sd2 0.335839
## pt 6072, v PLT, t 13, err 0.800272, gt 543.000000, imp 318.123606, v1 337.503385, v2 318.123606, sd1 0.282341, sd2 -0.000000
## pt 6627, v PLCO2, t 12, err 0.808641, gt 7.000000, imp 18.320971, v1 17.645838, v2 20.242216, sd1 0.133759, sd2 0.380641
## pt 1760, v PGLU, t 4, err 0.929894, gt 451.000000, imp 107.869294, v1 108.788086, v2 107.380952, sd1 0.405352, sd2 0.215446
## pt 1793, v WBC, t 1, err 0.803241, gt 17.600000, imp 10.933096, v1 11.053296, v2 10.775185, sd1 0.302953, sd2 0.397997
## pt 1359, v HCT, t 1, err 0.877786, gt 39.200000, imp 22.346517, v1 33.335404, v2 19.074048, sd1 0.322995, sd2 0.096187
## pt 1359, v HGB, t 1, err 0.848607, gt 12.800000, imp 7.453774, v1 11.207882, v2 6.134813, sd1 0.323711, sd2 0.113732
## pt 1912, v RDW, t 7, err 0.826748, gt 17.800000, imp 16.725228, v1 17.189547, v2 16.580093, sd1 0.264318, sd2 0.082619
## pt 1912, v PGLU, t 2, err 0.782173, gt 154.000000, imp 96.901355, v1 96.493792, v2 97.333333, sd1 0.296502, sd2 0.314265
## pt 6767, v PBUN, t 3, err 0.802146, gt 4.000000, imp 7.208583, v1 7.627369, v2 5.900000, sd1 0.137627, sd2 0.430044
## pt 1953, v RDW, t 25, err 0.796315, gt 17.600000, imp 16.246265, v1 16.145837, v2 16.377273, sd1 0.221608, sd2 0.289087
## pt 5505, v PLCO2, t 7, err 0.937435, gt 22.000000, imp 26.687174, v1 26.687174, v2 26.687174, sd1 0.000000, sd2 0.000000
## pt 5956, v WBC, t 9, err 0.837653, gt 17.600000, imp 6.207925, v1 7.141629, v2 5.564286, sd1 0.394350, sd2 0.271841
## pt 3033, v RDW, t 1, err 0.985290, gt 15.300000, imp 15.891174, v1 15.772637, v2 15.917507, sd1 0.382304, sd2 0.084927
## pt 4718, v PBUN, t 15, err 0.776072, gt 20.000000, imp 9.134995, v1 9.134995, v2 9.134995, sd1 0.000000, sd2 0.000000
## pt 4659, v WBC, t 1, err 0.846950, gt 3.300000, imp 10.837858, v1 4.650363, v2 13.754711, sd1 0.198651, sd2 0.093646
## pt 2019, v PK, t 12, err 0.861738, gt 5.100000, imp 3.548871, v1 3.739123, v2 3.371490, sd1 0.171188, sd2 0.159607
## pt 2867, v WBC, t 16, err 0.790155, gt 10.300000, imp 6.981347, v1 7.153833, v2 6.818287, sd1 0.315627, sd2 0.298378
## pt 1622, v PGLU, t 14, err 0.819395, gt 310.000000, imp 124.816797, v1 132.984933, v2 119.181818, sd1 0.290260, sd2 0.200242
## pt 2456, v MCV, t 6, err 0.831940, gt 88.000000, imp 85.504180, v1 85.314685, v2 85.879030, sd1 0.220688, sd2 0.436556
## pt 6431, v PK, t 1, err 0.856068, gt 5.400000, imp 3.602258, v1 4.285464, v2 3.483944, sd1 0.302416, sd2 0.052371
## pt 2741, v PGLU, t 10, err 0.893436, gt 102.000000, imp 628.233702, v1 303.033018, v2 669.274314, sd1 0.304875, sd2 0.038475
## pt 4030, v PCRE, t 1, err 0.787319, gt 1.100000, imp 0.863804, v1 0.855733, v2 0.877778, sd1 0.253144, sd2 0.438228
## pt 2971, v PGLU, t 5, err 0.837381, gt 170.000000, imp 108.871156, v1 104.503021, v2 117.400000, sd1 0.147959, sd2 0.288892
## pt 175, v PLT, t 4, err 0.938961, gt 268.000000, imp 644.523380, v1 477.492864, v2 668.512936, sd1 0.213119, sd2 0.030609
## pt 8092, v PGLU, t 39, err 0.838792, gt 221.000000, imp 116.151000, v1 112.203321, v2 119.976744, sd1 0.229671, sd2 0.222577
## pt 307, v PGLU, t 6, err 0.859262, gt 180.000000, imp 100.088656, v1 96.991697, v2 105.528875, sd1 0.178437, sd2 0.313448
## pt 2933, v PGLU, t 9, err 0.813895, gt 132.000000, imp 104.327574, v1 102.049998, v2 107.555556, sd1 0.232693, sd2 0.329794
## pt 832, v PGLU, t 5, err 0.838908, gt 576.000000, imp 130.539924, v1 112.061332, v2 160.125117, sd1 0.187406, sd2 0.300046
## pt 1498, v PK, t 1, err 0.787912, gt 4.900000, imp 3.481758, v1 4.115354, v2 3.481758, sd1 0.158894, sd2 -0.000000
## pt 8102, v PK, t 11, err 0.905278, gt 4.300000, imp 3.123139, v1 3.380901, v2 2.956238, sd1 0.225078, sd2 0.145738
## pt 4709, v WBC, t 6, err 0.851501, gt 60.200000, imp 22.223072, v1 22.223072, v2 22.223072, sd1 0.000000, sd2 0.000000
## pt 8081, v PCRE, t 13, err 0.787897, gt 0.800000, imp 1.036369, v1 1.079375, v2 0.901055, sd1 0.128000, sd2 0.402740
## pt 6075, v PLT, t 1, err 0.935018, gt 268.000000, imp 156.732822, v1 202.724300, v2 144.823815, sd1 0.282843, sd2 0.073239
## pt 4504, v PGLU, t 13, err 0.777223, gt 121.000000, imp 1079.316523, v1 597.907035, v2 1251.183744, sd1 0.280383, sd2 0.100099
## pt 2707, v PGLU, t 14, err 0.783542, gt 247.000000, imp 109.096570, v1 114.316509, v2 104.428571, sd1 0.314517, sd2 0.281261
## pt 5689, v PGLU, t 16, err 0.792365, gt 230.000000, imp 109.560571, v1 110.188717, v2 108.242424, sd1 0.132258, sd2 0.277540
## pt 5911, v RDW, t 14, err 0.819517, gt 20.600000, imp 18.387304, v1 18.277976, v2 18.532778, sd1 0.261991, sd2 0.348609
## pt 1112, v PGLU, t 1, err 0.788475, gt 269.000000, imp 129.439935, v1 141.147922, v2 123.729730, sd1 0.372954, sd2 0.181897
## pt 4582, v WBC, t 4, err 0.799568, gt 34.800000, imp 15.690328, v1 13.055695, v2 16.552044, sd1 0.274565, sd2 0.089803
## pt 4151, v RDW, t 1, err 0.919863, gt 19.900000, imp 16.404521, v1 16.635549, v2 16.192512, sd1 0.291786, sd2 0.267765
## pt 3987, v PGLU, t 13, err 0.877093, gt 447.000000, imp 139.140449, v1 135.139318, v2 143.333333, sd1 0.219450, sd2 0.229968
## pt 5656, v PGLU, t 10, err 0.789396, gt 202.000000, imp 115.955825, v1 114.955421, v2 117.202290, sd1 0.224742, sd2 0.280020
## pt 4331, v PLCO2, t 2, err 0.825201, gt 15.000000, imp 30.678813, v1 31.234478, v2 29.666667, sd1 0.186849, sd2 0.340347
## pt 5981, v WBC, t 21, err 0.903621, gt 17.600000, imp 7.027640, v1 8.077009, v2 6.619240, sd1 0.192117, sd2 0.074769
## pt 7662, v MCV, t 1, err 0.837845, gt 62.000000, imp 80.432593, v1 81.399741, v2 79.379799, sd1 0.221174, sd2 0.240760
## pt 937, v PK, t 8, err 0.803076, gt 4.900000, imp 4.016616, v1 3.922240, v2 4.180000, sd1 0.185839, sd2 0.321724
## pt 937, v PGLU, t 1, err 0.779959, gt 175.000000, imp 108.703454, v1 110.962115, v2 105.933333, sd1 0.285345, sd2 0.349959
## pt 3227, v PK, t 4, err 0.803236, gt 5.500000, imp 3.732880, v1 3.760656, v2 3.695238, sd1 0.261069, sd2 0.353804
## pt 7208, v PK, t 2, err 0.787814, gt 4.400000, imp 3.690967, v1 3.789013, v2 3.569501, sd1 0.211223, sd2 0.261677
## pt 7208, v PLCO2, t 1, err 0.797050, gt 30.000000, imp 25.217697, v1 25.533803, v2 24.900032, sd1 0.196372, sd2 0.197340
## pt 7602, v PGLU, t 1, err 0.788823, gt 173.000000, imp 102.794712, v1 98.985010, v2 106.545455, sd1 0.370510, sd2 0.364776
## pt 7937, v WBC, t 26, err 0.800259, gt 15.800000, imp 3.476005, v1 2.960840, v2 4.101921, sd1 0.210356, sd2 0.255579
## pt 5211, v PGLU, t 6, err 0.968486, gt 866.000000, imp 110.581250, v1 111.218268, v2 110.038462, sd1 0.306421, sd2 0.261094
## pt 2514, v PCL, t 11, err 0.919354, gt 82.000000, imp 97.629010, v1 98.310714, v2 96.083333, sd1 0.172379, sd2 0.390847
## pt 5654, v PCRE, t 14, err 0.802372, gt 0.400000, imp 1.443083, v1 1.523982, v2 1.207459, sd1 0.089320, sd2 0.260151
## pt 5229, v PK, t 4, err 0.865093, gt 7.500000, imp 4.126137, v1 4.010250, v2 4.131582, sd1 0.225516, sd2 0.010595
## pt 7791, v PLT, t 19, err 0.929297, gt 559.000000, imp 167.766152, v1 167.766152, v2 167.766152, sd1 0.000000, sd2 0.000000
## pt 5880, v PBUN, t 14, err 0.810131, gt 38.000000, imp 26.658163, v1 26.371373, v2 26.975040, sd1 0.315279, sd2 0.348354
## pt 8041, v RDW, t 8, err 0.810538, gt 16.000000, imp 17.540022, v1 17.408805, v2 17.644210, sd1 0.354372, sd2 0.281377
## pt 331, v WBC, t 1, err 0.793828, gt 21.000000, imp 10.045177, v1 8.984881, v2 11.437500, sd1 0.192105, sd2 0.252262
## pt 5804, v MCV, t 3, err 0.788963, gt 81.000000, imp 84.155854, v1 84.423611, v2 83.559600, sd1 0.151408, sd2 0.337161
## pt 4521, v PNA, t 23, err 0.777919, gt 130.000000, imp 147.114220, v1 139.111467, v2 147.114220, sd1 0.039715, sd2 -0.000000
## pt 6580, v PGLU, t 16, err 0.875929, gt 135.000000, imp 630.775700, v1 291.054315, v2 642.210410, sd1 0.240112, sd2 0.008082
## pt 5979, v PGLU, t 20, err 0.880430, gt 368.000000, imp 94.186259, v1 93.468654, v2 94.684211, sd1 0.341258, sd2 0.236801
## pt 3265, v PBUN, t 8, err 0.788551, gt 25.000000, imp 14.748839, v1 14.478727, v2 15.206706, sd1 0.197903, sd2 0.335465
## pt 810, v PCRE, t 5, err 0.793353, gt 0.600000, imp 0.520665, v1 0.520665, v2 0.520665, sd1 0.000000, sd2 0.000000
## pt 3479, v PBUN, t 18, err 0.896977, gt 39.000000, imp 16.575578, v1 19.621332, v2 15.112340, sd1 0.218344, sd2 0.104896
## pt 3479, v PCRE, t 18, err 0.906166, gt 1.600000, imp 0.603218, v1 0.728181, v2 0.587444, sd1 0.317565, sd2 0.040086
## pt 2495, v PGLU, t 3, err 0.836479, gt 238.000000, imp 124.238831, v1 128.713343, v2 123.043389, sd1 0.264225, sd2 0.070592
## pt 6003, v PLCO2, t 5, err 0.796633, gt 8.000000, imp 23.136020, v1 23.319107, v2 22.827586, sd1 0.144275, sd2 0.243050
## pt 8174, v PBUN, t 1, err 0.821310, gt 54.000000, imp 22.790207, v1 23.438126, v2 21.742789, sd1 0.205100, sd2 0.331562
## pt 3942, v WBC, t 10, err 0.831151, gt 23.900000, imp 11.848312, v1 12.671224, v2 11.260000, sd1 0.403428, sd2 0.288417
## pt 3400, v HGB, t 1, err 0.844025, gt 5.800000, imp 9.429308, v1 9.429308, v2 9.429308, sd1 0.000000, sd2 0.000000
## pt 6573, v PGLU, t 3, err 0.795557, gt 273.000000, imp 122.639679, v1 112.063176, v2 135.611111, sd1 0.227501, sd2 0.279016
## pt 7958, v PK, t 1, err 0.877884, gt 5.000000, imp 3.858751, v1 3.800192, v2 3.934380, sd1 0.286292, sd2 0.369750
## pt 7958, v MCV, t 2, err 0.797798, gt 91.000000, imp 88.606607, v1 89.617443, v2 87.765600, sd1 0.313165, sd2 0.260550
## pt 6128, v RDW, t 2, err 0.869488, gt 14.500000, imp 13.978307, v1 13.934386, v2 14.183333, sd1 0.072494, sd2 0.338407
## pt 1586, v PCL, t 11, err 0.800957, gt 111.000000, imp 97.383734, v1 97.712845, v2 96.615506, sd1 0.101251, sd2 0.236344
## pt 1134, v WBC, t 3, err 0.808237, gt 15.000000, imp 7.564218, v1 7.085254, v2 8.376923, sd1 0.179815, sd2 0.305110
## pt 1598, v PLT, t 14, err 0.780747, gt 340.000000, imp 129.978930, v1 134.507690, v2 125.386014, sd1 0.364314, sd2 0.369475
## pt 1598, v PGLU, t 3, err 0.846752, gt 375.000000, imp 129.441959, v1 125.763038, v2 134.769231, sd1 0.190159, sd2 0.275360
## pt 8025, v PGLU, t 8, err 0.836826, gt 288.000000, imp 77.956622, v1 69.915083, v2 91.625377, sd1 0.214887, sd2 0.365257
## pt 3505, v HGB, t 1, err 0.780626, gt 13.800000, imp 9.662680, v1 9.757465, v2 9.283333, sd1 0.079532, sd2 0.318304
## pt 2516, v PLT, t 16, err 0.804745, gt 308.000000, imp 130.151329, v1 136.907871, v2 121.684971, sd1 0.317188, sd2 0.397456
## pt 42, v PGLU, t 15, err 0.834693, gt 145.000000, imp 103.265370, v1 102.209712, v2 105.266667, sd1 0.161446, sd2 0.306067
## pt 682, v PLT, t 3, err 0.791364, gt 214.000000, imp 74.719979, v1 65.500005, v2 84.214286, sd1 0.302298, sd2 0.311293
## pt 48, v RDW, t 7, err 0.939739, gt 14.100000, imp 12.408469, v1 12.409933, v2 12.408105, sd1 0.261791, sd2 0.065238
## pt 7130, v PGLU, t 4, err 0.832666, gt 509.000000, imp 129.304136, v1 130.128864, v2 128.727273, sd1 0.338055, sd2 0.236456
## pt 346, v PGLU, t 1, err 0.854560, gt 214.000000, imp 112.307314, v1 111.894655, v2 113.062500, sd1 0.133572, sd2 0.244443
## pt 2115, v WBC, t 1, err 0.791881, gt 12.300000, imp 6.440079, v1 6.069980, v2 6.764125, sd1 0.146843, sd2 0.128571
## pt 3906, v WBC, t 4, err 0.891601, gt 21.000000, imp 11.192393, v1 10.711573, v2 12.235294, sd1 0.125028, sd2 0.271186
## pt 4518, v WBC, t 4, err 0.830589, gt 6.600000, imp 11.334358, v1 9.562054, v2 11.975244, sd1 0.306206, sd2 0.110727
## pt 1305, v PGLU, t 21, err 0.896815, gt 43.000000, imp 400.829207, v1 205.139949, v2 419.580030, sd1 0.320898, sd2 0.030748
## pt 6281, v PLCO2, t 4, err 0.836472, gt 20.000000, imp 25.855301, v1 24.595365, v2 26.476013, sd1 0.202896, sd2 0.099958
## pt 1062, v RDW, t 7, err 0.839866, gt 13.600000, imp 14.187906, v1 14.076035, v2 14.213806, sd1 0.231353, sd2 0.053562
## pt 5422, v PGLU, t 10, err 0.864931, gt 422.000000, imp 153.006439, v1 168.581081, v2 139.688773, sd1 0.307615, sd2 0.263037
## pt 3292, v PGLU, t 1, err 0.831620, gt 309.000000, imp 170.119428, v1 164.374876, v2 175.800000, sd1 0.266301, sd2 0.263335
## pt 6209, v PGLU, t 3, err 0.835126, gt 173.000000, imp 99.508894, v1 94.635004, v2 107.333333, sd1 0.205705, sd2 0.330234
## pt 6064, v WBC, t 2, err 0.825942, gt 21.400000, imp 6.780819, v1 6.295821, v2 7.418182, sd1 0.235572, sd2 0.309579
## pt 4764, v PK, t 8, err 0.804783, gt 3.600000, imp 4.243826, v1 4.285677, v2 4.192324, sd1 0.254316, sd2 0.312960
## pt 4938, v MCV, t 19, err 0.791801, gt 86.000000, imp 82.040994, v1 81.811712, v2 82.400000, sd1 0.263840, sd2 0.413118
## pt 4547, v PGLU, t 6, err 0.813028, gt 203.000000, imp 108.688697, v1 109.108620, v2 108.200000, sd1 0.233078, sd2 0.271251
## pt 3630, v PLT, t 1, err 0.821986, gt 469.000000, imp 316.110549, v1 318.818811, v2 312.583333, sd1 0.253006, sd2 0.329513
## pt 881, v PGLU, t 13, err 0.828430, gt 213.000000, imp 97.019859, v1 89.819773, v2 104.250719, sd1 0.330066, sd2 0.331477
## pt 3453, v MCV, t 3, err 0.780921, gt 82.000000, imp 85.123682, v1 85.219444, v2 85.000000, sd1 0.272048, sd2 0.351364
## pt 8020, v PLT, t 5, err 0.792455, gt 258.000000, imp 197.773401, v1 214.491935, v2 187.895858, sd1 0.274007, sd2 0.161887
## pt 2611, v PGLU, t 2, err 0.890050, gt 244.000000, imp 99.811842, v1 99.811842, v2 99.811842, sd1 0.000000, sd2 0.000000
## pt 7447, v PGLU, t 21, err 0.925646, gt 1071.000000, imp 171.271917, v1 188.568268, v2 154.772727, sd1 0.285877, sd2 0.272702
## pt 4699, v PGLU, t 9, err 0.891584, gt 170.000000, imp 98.673262, v1 103.430115, v2 97.548594, sd1 0.337389, sd2 0.079769
## pt 4528, v PGLU, t 2, err 0.882697, gt 237.000000, imp 101.064714, v1 90.773279, v2 103.534069, sd1 0.322252, sd2 0.077322
## pt 7524, v RDW, t 15, err 0.893366, gt 15.200000, imp 14.038624, v1 14.038624, v2 14.038624, sd1 0.000000, sd2 0.000000
## pt 4517, v PK, t 8, err 0.831874, gt 8.400000, imp 3.741503, v1 3.818269, v2 3.615789, sd1 0.180420, sd2 0.295459
## pt 8246, v PBUN, t 12, err 0.796155, gt 35.000000, imp 21.465366, v1 20.244241, v2 25.704051, sd1 0.079344, sd2 0.275413
## pt 6659, v MCV, t 1, err 0.806689, gt 92.000000, imp 90.386623, v1 90.539583, v2 90.200000, sd1 0.257889, sd2 0.314643
## pt 2457, v PGLU, t 2, err 0.806558, gt 237.000000, imp 89.399943, v1 89.399881, v2 89.400000, sd1 0.309482, sd2 0.281179
## pt 4767, v PCL, t 6, err 1.000000, gt 113.000000, imp 104.000000, v1 104.000000, v2 104.000000, sd1 0.000000, sd2 0.000000
## pt 4767, v PLCO2, t 2, err 0.777787, gt 15.000000, imp 18.111149, v1 18.527273, v2 16.906746, sd1 0.098236, sd2 0.284330
## pt 1288, v WBC, t 9, err 0.782464, gt 9.500000, imp 6.370145, v1 6.121221, v2 6.700000, sd1 0.245825, sd2 0.325748
## pt 214, v PGLU, t 9, err 0.797270, gt 131.000000, imp 104.690075, v1 104.174055, v2 105.343654, sd1 0.247877, sd2 0.313955
## pt 7239, v PCRE, t 4, err 0.867141, gt 0.800000, imp 0.626572, v1 0.614668, v2 0.670000, sd1 0.092043, sd2 0.335783
## pt 6419, v MCV, t 11, err 0.817893, gt 92.000000, imp 87.910537, v1 87.560513, v2 88.555556, sd1 0.179766, sd2 0.331269
## pt 1230, v PBUN, t 15, err 0.803598, gt 19.000000, imp 12.571216, v1 11.857561, v2 14.483010, sd1 0.127879, sd2 0.342572
## pt 3845, v PLT, t 13, err 0.886852, gt 576.000000, imp 347.192080, v1 347.192080, v2 347.192080, sd1 0.000000, sd2 0.000000
## pt 3497, v WBC, t 15, err 0.787469, gt 25.900000, imp 12.513026, v1 12.722404, v2 12.307269, sd1 0.319059, sd2 0.313539
## pt 4257, v PK, t 8, err 0.894128, gt 8.100000, imp 3.361124, v1 3.247844, v2 3.424980, sd1 0.302900, sd2 0.170747
## pt 4169, v PCRE, t 1, err 0.820407, gt 1.500000, imp 0.925715, v1 0.943241, v2 0.911111, sd1 0.368922, sd2 0.307405
## pt 5305, v WBC, t 3, err 0.906604, gt 4.200000, imp 15.623211, v1 10.123378, v2 16.385801, sd1 0.345154, sd2 0.047858
## pt 4985, v PCL, t 1, err 0.782138, gt 117.000000, imp 110.742900, v1 110.742900, v2 110.742900, sd1 0.000000, sd2 0.000000
## pt 5306, v WBC, t 1, err 0.797750, gt 4.500000, imp 9.844926, v1 7.698659, v2 11.484825, sd1 0.342278, sd2 0.261524
## pt 2743, v RDW, t 11, err 0.805786, gt 15.300000, imp 14.091321, v1 14.095272, v2 14.086737, sd1 0.437959, sd2 0.507987
## pt 318, v PGLU, t 15, err 0.870380, gt 339.000000, imp 147.516397, v1 227.541422, v2 133.204214, sd1 0.309022, sd2 0.055267
## pt 3476, v PGLU, t 11, err 0.892567, gt 200.000000, imp 101.817591, v1 110.953617, v2 95.486015, sd1 0.288345, sd2 0.199833
## pt 449, v PCRE, t 11, err 0.789242, gt 1.000000, imp 0.842152, v1 0.824572, v2 0.917812, sd1 0.086185, sd2 0.370928
## pt 3260, v PK, t 1, err 0.783164, gt 6.300000, imp 3.872192, v1 3.740434, v2 4.005556, sd1 0.243317, sd2 0.246283
## pt 862, v PGLU, t 5, err 0.797642, gt 177.000000, imp 106.807523, v1 106.796377, v2 106.818182, sd1 0.326203, sd2 0.311947
## pt 6858, v WBC, t 1, err 0.781620, gt 12.800000, imp 5.452768, v1 4.693796, v2 7.195652, sd1 0.118943, sd2 0.273137
## pt 2382, v PGLU, t 12, err 0.777053, gt 326.000000, imp 198.563240, v1 194.500059, v2 203.583333, sd1 0.214037, sd2 0.264444
## pt 6456, v PGLU, t 12, err 0.913163, gt 558.000000, imp 116.942097, v1 116.161975, v2 117.736842, sd1 0.286895, sd2 0.292272
## pt 4950, v WBC, t 1, err 0.777303, gt 70.200000, imp 15.788771, v1 19.498651, v2 14.896745, sd1 0.396443, sd2 0.095323
## pt 530, v PK, t 6, err 0.831471, gt 7.500000, imp 3.924676, v1 3.950982, v2 3.907143, sd1 0.422276, sd2 0.281452
## pt 590, v PK, t 2, err 0.786063, gt 5.800000, imp 3.756237, v1 4.013029, v2 3.681695, sd1 0.296764, sd2 0.086144
## pt 3664, v MCV, t 1, err 0.964993, gt 98.000000, imp 91.245047, v1 94.356250, v2 89.912369, sd1 0.250923, sd2 0.107483
## pt 7090, v PGLU, t 1, err 0.895365, gt 292.000000, imp 123.671323, v1 135.689441, v2 112.241823, sd1 0.227176, sd2 0.216049
## pt 7622, v PCRE, t 1, err 0.905736, gt 1.300000, imp 0.937706, v1 0.937706, v2 0.937706, sd1 0.000000, sd2 0.000000
## pt 7505, v WBC, t 1, err 0.797843, gt 20.100000, imp 10.605666, v1 10.148166, v2 10.983725, sd1 0.298779, sd2 0.246898
## pt 5883, v PNA, t 12, err 0.857486, gt 121.000000, imp 139.864684, v1 135.109779, v2 142.091141, sd1 0.090713, sd2 0.042476
## pt 7137, v WBC, t 8, err 0.859953, gt 3.400000, imp 11.397564, v1 7.139997, v2 12.546692, sd1 0.253886, sd2 0.068524
## pt 3079, v PLCO2, t 2, err 0.835035, gt 30.000000, imp 14.969371, v1 22.740385, v2 13.890669, sd1 0.234052, sd2 0.032489
## pt 6888, v PGLU, t 1, err 0.885418, gt 198.000000, imp 92.635275, v1 94.242893, v2 91.243125, sd1 0.351646, sd2 0.304515
## pt 4572, v PGLU, t 1, err 0.804848, gt 210.000000, imp 121.466682, v1 113.265540, v2 132.206897, sd1 0.202138, sd2 0.264720
## pt 3255, v PCRE, t 1, err 0.910119, gt 1.100000, imp 0.917976, v1 0.917976, v2 0.917976, sd1 0.000000, sd2 0.000000
## pt 7123, v MCV, t 23, err 0.907430, gt 89.000000, imp 2.794118, v1 2.794118, v2 2.794118, sd1 0.000000, sd2 0.000000
## pt 3279, v PGLU, t 5, err 0.804085, gt 434.000000, imp 130.859792, v1 135.447126, v2 126.581065, sd1 0.243244, sd2 0.226880
## pt 6047, v PGLU, t 8, err 0.826189, gt 183.000000, imp 74.769266, v1 65.616231, v2 84.000000, sd1 0.279124, sd2 0.281494
## pt 5467, v RDW, t 1, err 0.870296, gt 13.700000, imp 13.090793, v1 13.068807, v2 13.119978, sd1 0.295604, sd2 0.392398
## pt 1412, v PCRE, t 3, err 0.894565, gt 0.300000, imp 0.210543, v1 0.210543, v2 0.210543, sd1 0.000000, sd2 0.000000
## pt 2788, v MCV, t 1, err 0.810004, gt 71.000000, imp 78.290038, v1 79.114583, v2 77.300000, sd1 0.247678, sd2 0.297389
## pt 10, v PK, t 17, err 0.972989, gt 8.300000, imp 3.143161, v1 4.129693, v2 3.020393, sd1 0.217495, sd2 0.027066
## pt 1236, v PGLU, t 5, err 0.866202, gt 140.000000, imp 98.422309, v1 99.158108, v2 97.901240, sd1 0.403684, sd2 0.285877
## pt 7526, v PK, t 9, err 0.852901, gt 5.700000, imp 3.482456, v1 3.748091, v2 3.265166, sd1 0.279253, sd2 0.228431
## pt 5221, v MCV, t 5, err 0.842259, gt 83.000000, imp 85.526776, v1 84.171429, v2 85.944147, sd1 0.266278, sd2 0.081998
## pt 1980, v PLT, t 1, err 0.791013, gt 377.000000, imp 524.919371, v1 539.452763, v2 501.261404, sd1 0.189012, sd2 0.307680
## pt 257, v WBC, t 1, err 0.789734, gt 28.400000, imp 11.973529, v1 11.055940, v2 13.018182, sd1 0.301840, sd2 0.343638
## pt 3895, v PK, t 3, err 0.818315, gt 6.900000, imp 3.299412, v1 3.140447, v2 3.546667, sd1 0.212081, sd2 0.329871
## pt 6044, v PK, t 3, err 0.789581, gt 4.600000, imp 3.652502, v1 3.649502, v2 3.657012, sd1 0.233402, sd2 0.350778
## pt 7884, v PGLU, t 5, err 0.810290, gt 217.000000, imp 67.096263, v1 59.407617, v2 84.739130, sd1 0.139339, sd2 0.319735
## pt 6145, v PGLU, t 10, err 0.866057, gt 183.000000, imp 90.331903, v1 108.175827, v2 84.538982, sd1 0.268318, sd2 0.087108
## pt 1463, v PGLU, t 13, err 0.840798, gt 697.000000, imp 184.113380, v1 164.046429, v2 207.761905, sd1 0.247768, sd2 0.291990
## pt 2588, v PCRE, t 16, err 0.952586, gt 1.500000, imp 0.928448, v1 0.928448, v2 0.928448, sd1 0.000000, sd2 0.000000
## pt 1556, v RDW, t 1, err 0.884699, gt 12.100000, imp 15.019508, v1 14.964345, v2 15.077778, sd1 0.292937, sd2 0.309431
## pt 4667, v PCL, t 1, err 0.780462, gt 105.000000, imp 113.585083, v1 113.309277, v2 113.973129, sd1 0.202895, sd2 0.285464
## pt 4667, v PGLU, t 3, err 0.885122, gt 228.000000, imp 106.738324, v1 108.658862, v2 104.181818, sd1 0.244537, sd2 0.325513
## pt 1158, v PGLU, t 2, err 0.819542, gt 118.000000, imp 86.857386, v1 84.984123, v2 89.001096, sd1 0.232417, sd2 0.265972
## pt 3156, v MCV, t 1, err 0.850068, gt 90.000000, imp 92.550203, v1 92.221429, v2 92.999502, sd1 0.092722, sd2 0.126713
## pt 5164, v PLT, t 12, err 0.811815, gt 358.000000, imp 206.190509, v1 203.033843, v2 211.885529, sd1 0.198124, sd2 0.357440
## pt 5164, v PBUN, t 1, err 0.790517, gt 35.000000, imp 15.237070, v1 14.094953, v2 16.916667, sd1 0.214898, sd2 0.316028
## pt 678, v PGLU, t 11, err 0.900266, gt 212.000000, imp 72.458700, v1 65.865389, v2 86.383529, sd1 0.137902, sd2 0.291244
## pt 6700, v MCV, t 13, err 0.786428, gt 90.000000, imp 86.854289, v1 86.963095, v2 86.684259, sd1 0.233408, sd2 0.364744
## pt 1264, v PGLU, t 1, err 0.826492, gt 196.000000, imp 122.442217, v1 122.527678, v2 122.357143, sd1 0.241462, sd2 0.240370
## pt 1258, v PCRE, t 1, err 0.810842, gt 1.300000, imp 0.651326, v1 0.646315, v2 0.661111, sd1 0.124516, sd2 0.243094
## pt 2214, v WBC, t 2, err 0.913030, gt 6.900000, imp 4.617425, v1 6.255964, v2 4.431917, sd1 0.241648, sd2 0.027358
## pt 7611, v RDW, t 2, err 0.775948, gt 14.300000, imp 14.843164, v1 14.755687, v2 14.887543, sd1 0.231979, sd2 0.117689
## pt 7693, v PGLU, t 11, err 0.797937, gt 282.000000, imp 117.624990, v1 132.054844, v2 109.433521, sd1 0.368432, sd2 0.209150
## pt 7543, v PK, t 9, err 0.820696, gt 4.000000, imp 3.015165, v1 3.015165, v2 3.015165, sd1 0.000000, sd2 0.000000
## pt 1602, v MCV, t 15, err 0.844199, gt 89.000000, imp 86.467403, v1 86.297497, v2 86.693166, sd1 0.340859, sd2 0.452917
## pt 6090, v WBC, t 5, err 0.841158, gt 22.200000, imp 10.844361, v1 12.685539, v2 10.549886, sd1 0.281108, sd2 0.044960
## pt 3180, v RDW, t 1, err 0.825848, gt 13.300000, imp 16.520807, v1 16.809523, v2 16.446577, sd1 0.206028, sd2 0.052971
## pt 733, v PK, t 25, err 0.862098, gt 9.600000, imp 3.996364, v1 4.006814, v2 3.993212, sd1 0.333753, sd2 0.100642
## pt 4108, v WBC, t 1, err 0.830050, gt 17.000000, imp 8.284477, v1 8.343181, v2 8.222222, sd1 0.332646, sd2 0.352767
## pt 8184, v WBC, t 11, err 0.837161, gt 20.100000, imp 10.974944, v1 10.718307, v2 11.132731, sd1 0.222064, sd2 0.136531
## pt 1788, v HCT, t 7, err 0.836008, gt 40.900000, imp 33.961133, v1 34.190135, v2 33.757465, sd1 0.365727, sd2 0.325269
## pt 1788, v HGB, t 7, err 0.820632, gt 12.900000, imp 11.258735, v1 11.315611, v2 11.211111, sd1 0.372708, sd2 0.312080
## pt 6487, v PGLU, t 1, err 0.901379, gt 244.000000, imp 111.497245, v1 125.626514, v2 107.444892, sd1 0.257154, sd2 0.073753
## PCL nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0192 0.0415 0.0644 0.0882 0.1168 0.1515 0.1938 0.2488 0.3414 1.0000
## PK nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0304 0.0599 0.0944 0.1285 0.1637 0.2077 0.2605 0.3339 0.4486 0.9730
## PLCO2 nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0234 0.0481 0.0743 0.1061 0.1418 0.1814 0.2321 0.2981 0.4038 0.9374
## PNA nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0217 0.0460 0.0706 0.0972 0.1272 0.1633 0.2080 0.2703 0.3667 0.8575
## HCT nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0126 0.0251 0.0383 0.0533 0.0706 0.0907 0.1182 0.1565 0.2297 0.8778
## HGB nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0121 0.0246 0.0380 0.0528 0.0685 0.0872 0.1129 0.1520 0.2283 0.8486
## MCV nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0292 0.0601 0.0939 0.1279 0.1702 0.2169 0.2773 0.3553 0.4747 0.9799
## PLT nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0193 0.0398 0.0627 0.0870 0.1205 0.1617 0.2155 0.2843 0.3970 0.9390
## WBC nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0277 0.0542 0.0826 0.1171 0.1558 0.2007 0.2531 0.3214 0.4373 0.9130
## RDW nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0229 0.0470 0.0740 0.1061 0.1445 0.1910 0.2482 0.3264 0.4385 0.9853
## PBUN nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0128 0.0256 0.0416 0.0607 0.0842 0.1177 0.1606 0.2281 0.3287 0.8982
## PCRE nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0188 0.0382 0.0604 0.0892 0.1228 0.1648 0.2156 0.2851 0.4006 0.9694
## PGLU nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0337 0.0674 0.0995 0.1343 0.1710 0.2134 0.2701 0.3387 0.4718 0.9685
## iter 1 tr nRMSE
## PCL PK PLCO2 PNA HCT HGB MCV
## 0.2026438 0.2640247 0.2359714 0.2164891 0.1464216 0.1445161 0.2725953
## PLT WBC RDW PBUN PCRE PGLU
## 0.2315520 0.2605515 0.2541241 0.1913468 0.2343681 0.2810940
## iter=2, conf int quantile
## 0% 25% 50% 75% 100%
## 0.00000 0.08354 0.16932 0.30522 3.24001
## iter=2, #na in x (199695 x 13) 126596
## Class: mids
## Number of multiple imputations: 8
## Imputation methods:
## PCL PK PLCO2 PNA HCT HGB MCV PLT WBC RDW PBUN PCRE
## "pmm" "pmm" "pmm" "pmm" "pmm" "pmm" "pmm" "pmm" "pmm" "pmm" "pmm" "pmm"
## PGLU
## "pmm"
## PredictorMatrix:
## PCL PK PLCO2 PNA HCT HGB MCV PLT WBC RDW PBUN PCRE PGLU
## PCL 0 1 1 1 1 1 1 1 1 1 1 1 1
## PK 1 0 1 1 1 1 1 1 1 1 1 1 1
## PLCO2 1 1 0 1 1 1 1 1 1 1 1 1 1
## PNA 1 1 1 0 1 1 1 1 1 1 1 1 1
## HCT 1 1 1 1 0 1 1 1 1 1 1 1 1
## HGB 1 1 1 1 1 0 1 1 1 1 1 1 1
## iter=2, gp
## iter=2, PCL diff
## 0% 25% 50% 75% 100%
## 0.000195 0.190768 0.282337 0.384201 1.319109
## iter=2, PK diff
## 0% 25% 50% 75% 100%
## 0.0003841 0.1416022 0.2346753 0.3424166 0.8900518
## iter=2, PLCO2 diff
## 0% 25% 50% 75% 100%
## 0.0002335 0.1757090 0.2715607 0.3718233 0.9258726
## iter=2, PNA diff
## 0% 25% 50% 75% 100%
## 2.418e-06 1.802e-01 2.694e-01 3.687e-01 1.033e+00
## iter=2, HCT diff
## 0% 25% 50% 75% 100%
## 0.0001139 0.1358525 0.2344749 0.3515776 1.6379424
## iter=2, HGB diff
## 0% 25% 50% 75% 100%
## 3.224e-05 1.430e-01 2.409e-01 3.526e-01 1.059e+00
## iter=2, MCV diff
## 0% 25% 50% 75% 100%
## 7.667e-05 1.509e-01 2.642e-01 3.827e-01 1.374e+00
## iter=2, PLT diff
## 0% 25% 50% 75% 100%
## 5.057e-05 1.810e-01 2.940e-01 4.115e-01 1.187e+00
## iter=2, WBC diff
## 0% 25% 50% 75% 100%
## 0.0000817 0.1582862 0.2688362 0.3909299 1.2280808
## iter=2, RDW diff
## 0% 25% 50% 75% 100%
## 0.0000732 0.1859204 0.3045734 0.4210373 1.1618456
## iter=2, PBUN diff
## 0% 25% 50% 75% 100%
## 0.0002071 0.1786413 0.2874645 0.4021448 0.9403356
## iter=2, PCRE diff
## 0% 25% 50% 75% 100%
## 0.0009739 0.1731207 0.2757850 0.3903809 1.7838039
## iter=2, PGLU diff
## 0% 25% 50% 75% 100%
## 0.0000658 0.1174838 0.2126109 0.3179660 1.1575027
## self denormalizing
## done
## self denormalizing
## done
## self denormalizing
## done
## CI self denormalizing
## done
## [1] "PCL" "PK" "PLCO2" "PNA" "HCT" "HGB" "MCV" "PLT"
## [9] "WBC" "RDW" "PBUN" "PCRE" "PGLU"
## pt 421, v RDW, t 2, err 0.868588, gt 18.100000, imp 18.534294, v1 18.534294, v2 18.534294, sd1 0.000000, sd2 0.000000
## pt 5389, v PGLU, t 16, err 0.806654, gt 120.000000, imp 487.834160, v1 253.491837, v2 528.957172, sd1 0.279515, sd2 0.049050
## pt 8078, v PCRE, t 2, err 0.864094, gt 0.700000, imp 0.786409, v1 0.736460, v2 0.801383, sd1 0.292014, sd2 0.087541
## pt 2613, v PLT, t 1, err 0.867147, gt 320.000000, imp 167.382215, v1 197.240769, v2 152.508492, sd1 0.391413, sd2 0.194978
## pt 3791, v PCRE, t 1, err 0.852447, gt 3.800000, imp 2.265596, v1 2.159468, v2 2.456740, sd1 0.144760, sd2 0.260724
## pt 6924, v PGLU, t 1, err 0.871125, gt 207.000000, imp 98.980528, v1 98.980528, v2 98.980528, sd1 0.000000, sd2 0.000000
## pt 3841, v WBC, t 1, err 0.799265, gt 5.000000, imp 7.237942, v1 7.237942, v2 7.237942, sd1 0.000000, sd2 0.000000
## pt 4408, v PGLU, t 2, err 0.796030, gt 154.000000, imp 84.745387, v1 84.745387, v2 84.745387, sd1 0.000000, sd2 0.000000
## pt 2578, v RDW, t 1, err 0.887145, gt 18.000000, imp 16.314425, v1 16.314425, v2 16.314425, sd1 0.000000, sd2 0.000000
## pt 5574, v WBC, t 21, err 0.785963, gt 29.500000, imp 9.300752, v1 9.300752, v2 9.300752, sd1 0.000000, sd2 0.000000
## pt 5308, v PLCO2, t 8, err 0.793745, gt 17.000000, imp 21.762467, v1 21.762467, v2 21.762467, sd1 0.000000, sd2 0.000000
## pt 1271, v PGLU, t 9, err 0.808592, gt 189.000000, imp 112.992310, v1 112.992310, v2 112.992310, sd1 0.000000, sd2 0.000000
## pt 2512, v PK, t 1, err 0.894176, gt 4.000000, imp 7.666123, v1 5.597973, v2 8.738337, sd1 0.217066, sd2 0.112536
## pt 2522, v RDW, t 1, err 0.893009, gt 14.800000, imp 18.372035, v1 18.179390, v2 18.466517, sd1 0.217153, sd2 0.106502
## pt 2715, v PLCO2, t 6, err 0.798047, gt 23.000000, imp 27.788284, v1 26.620066, v2 29.119362, sd1 0.169839, sd2 0.193516
## pt 634, v WBC, t 2, err 0.825227, gt 2.500000, imp 13.062906, v1 10.909216, v2 14.051266, sd1 0.232906, sd2 0.106884
## pt 2832, v PBUN, t 13, err 0.853024, gt 38.000000, imp 25.204641, v1 25.204641, v2 25.204641, sd1 0.000000, sd2 0.000000
## pt 4207, v PGLU, t 1, err 0.790191, gt 197.000000, imp 98.226132, v1 98.226132, v2 98.226132, sd1 0.000000, sd2 0.000000
## pt 5425, v PLT, t 20, err 0.812088, gt 321.000000, imp 200.811008, v1 200.686978, v2 200.887126, sd1 0.335535, sd2 0.205919
## pt 5425, v WBC, t 9, err 0.780699, gt 13.900000, imp 7.810544, v1 9.979566, v2 7.012273, sd1 0.211502, sd2 0.077839
## pt 6379, v RDW, t 6, err 0.870527, gt 11.800000, imp 12.148211, v1 12.148211, v2 12.148211, sd1 0.000000, sd2 0.000000
## pt 2710, v PGLU, t 28, err 0.801177, gt 174.000000, imp 94.683518, v1 94.683518, v2 94.683518, sd1 0.000000, sd2 0.000000
## pt 3635, v WBC, t 10, err 0.789849, gt 14.700000, imp 10.197862, v1 10.197862, v2 10.197862, sd1 0.000000, sd2 0.000000
## pt 4795, v PCRE, t 7, err 0.777704, gt 1.600000, imp 0.900066, v1 0.948182, v2 0.823077, sd1 0.192503, sd2 0.308021
## pt 4146, v PK, t 1, err 0.841847, gt 6.300000, imp 3.942827, v1 4.498367, v2 3.603140, sd1 0.171906, sd2 0.105113
## pt 2280, v PGLU, t 22, err 0.853797, gt 1159.000000, imp 237.753205, v1 390.454978, v2 146.189189, sd1 0.263373, sd2 0.157925
## pt 1085, v PCRE, t 23, err 0.962963, gt 3.900000, imp 0.625926, v1 0.658036, v2 0.600000, sd1 0.323090, sd2 0.260870
## pt 7779, v PGLU, t 2, err 0.909000, gt 113.000000, imp 1705.567358, v1 479.640995, v2 1768.192865, sd1 0.202810, sd2 0.010360
## pt 938, v PBUN, t 6, err 0.884322, gt 26.000000, imp 10.082203, v1 10.082203, v2 10.082203, sd1 0.000000, sd2 0.000000
## pt 938, v PCRE, t 7, err 0.969382, gt 0.800000, imp 1.381629, v1 1.381629, v2 1.381629, sd1 0.000000, sd2 0.000000
## pt 2903, v RDW, t 14, err 0.853626, gt 14.900000, imp 13.534199, v1 13.534199, v2 13.534199, sd1 0.000000, sd2 0.000000
## pt 128, v PGLU, t 3, err 0.848643, gt 406.000000, imp 131.039581, v1 131.039581, v2 131.039581, sd1 0.000000, sd2 0.000000
## pt 2674, v WBC, t 23, err 0.779476, gt 14.400000, imp 7.618562, v1 7.964596, v2 7.574640, sd1 0.294936, sd2 0.037436
## pt 1482, v PCRE, t 3, err 0.944404, gt 1.300000, imp 1.111119, v1 1.197153, v2 1.074022, sd1 0.292851, sd2 0.126275
## pt 6765, v WBC, t 1, err 0.777323, gt 7.900000, imp 4.635242, v1 4.635242, v2 4.635242, sd1 0.000000, sd2 0.000000
## pt 1392, v PGLU, t 8, err 0.807645, gt 225.000000, imp 122.429041, v1 122.429041, v2 122.429041, sd1 0.000000, sd2 0.000000
## pt 7655, v PCRE, t 2, err 0.903149, gt 0.200000, imp 0.832204, v1 0.587819, v2 0.863833, sd1 0.244606, sd2 0.031658
## pt 6453, v MCV, t 6, err 0.791482, gt 89.000000, imp 92.957408, v1 93.607143, v2 91.713044, sd1 0.143105, sd2 0.274073
## pt 8266, v RDW, t 1, err 0.779994, gt 14.500000, imp 13.564007, v1 13.564007, v2 13.564007, sd1 0.000000, sd2 0.000000
## pt 4112, v PGLU, t 5, err 0.880234, gt 146.000000, imp 94.066182, v1 94.066182, v2 94.066182, sd1 0.000000, sd2 0.000000
## pt 297, v PGLU, t 2, err 0.906584, gt 203.000000, imp 116.874521, v1 116.874521, v2 116.874521, sd1 0.000000, sd2 0.000000
## pt 1522, v PNA, t 1, err 0.863085, gt 145.000000, imp 138.958407, v1 138.329241, v2 140.888889, sd1 0.094121, sd2 0.288794
## pt 3459, v PGLU, t 8, err 0.862496, gt 130.000000, imp 750.134883, v1 312.141171, v2 780.930164, sd1 0.336801, sd2 0.023680
## pt 5461, v WBC, t 3, err 0.835607, gt 30.000000, imp 10.781046, v1 11.169705, v2 10.333333, sd1 0.262627, sd2 0.302531
## pt 4215, v WBC, t 4, err 0.809615, gt 18.000000, imp 10.227698, v1 10.227698, v2 10.227698, sd1 0.000000, sd2 0.000000
## pt 1028, v PK, t 1, err 0.803821, gt 5.900000, imp 4.051211, v1 4.008212, v2 4.059828, sd1 0.208013, sd2 0.041690
## pt 4604, v HGB, t 1, err 0.819444, gt 8.800000, imp 12.077778, v1 12.077778, v2 12.077778, sd1 0.000000, sd2 0.000000
## pt 6903, v PGLU, t 9, err 0.791560, gt 44.000000, imp 78.037077, v1 78.037077, v2 78.037077, sd1 0.000000, sd2 0.000000
## pt 1336, v PGLU, t 4, err 0.837221, gt 440.000000, imp 150.321413, v1 125.928524, v2 176.886792, sd1 0.197083, sd2 0.214636
## pt 7468, v PGLU, t 8, err 0.774874, gt 176.000000, imp 102.386999, v1 102.386999, v2 102.386999, sd1 0.000000, sd2 0.000000
## pt 565, v WBC, t 1, err 0.867333, gt 6.200000, imp 1.950070, v1 2.086820, v2 1.766667, sd1 0.249793, sd2 0.335013
## pt 5946, v PCRE, t 2, err 0.818158, gt 0.600000, imp 0.763632, v1 0.763632, v2 0.763632, sd1 0.000000, sd2 0.000000
## pt 5818, v PGLU, t 9, err 0.833060, gt 193.000000, imp 98.864256, v1 98.864256, v2 98.864256, sd1 0.000000, sd2 0.000000
## pt 2677, v HGB, t 1, err 0.809800, gt 10.600000, imp 8.413539, v1 8.905744, v2 8.089797, sd1 0.338422, sd2 0.222594
## pt 4305, v PK, t 13, err 0.859515, gt 6.100000, imp 3.865262, v1 4.046728, v2 3.761574, sd1 0.358378, sd2 0.204774
## pt 7755, v RDW, t 20, err 0.801185, gt 16.700000, imp 14.616918, v1 14.616918, v2 14.616918, sd1 0.000000, sd2 0.000000
## pt 4668, v PBUN, t 1, err 0.851355, gt 27.000000, imp 19.337807, v1 21.696982, v2 18.036501, sd1 0.261274, sd2 0.144117
## pt 4298, v PGLU, t 15, err 0.898813, gt 249.000000, imp 115.975640, v1 115.975640, v2 115.975640, sd1 0.000000, sd2 0.000000
## pt 7269, v RDW, t 1, err 0.930901, gt 15.100000, imp 13.796739, v1 13.796739, v2 13.796739, sd1 0.000000, sd2 0.000000
## pt 7451, v PGLU, t 6, err 0.899758, gt 633.000000, imp 159.727426, v1 130.883537, v2 162.534299, sd1 0.231478, sd2 0.022526
## pt 6686, v PGLU, t 1, err 0.778113, gt 180.000000, imp 129.422644, v1 129.422644, v2 129.422644, sd1 0.000000, sd2 0.000000
## pt 3063, v HCT, t 5, err 0.776327, gt 23.900000, imp 32.905388, v1 30.005106, v2 33.936680, sd1 0.301788, sd2 0.107311
## pt 2634, v PLT, t 12, err 0.778702, gt 850.000000, imp 374.991729, v1 374.991729, v2 374.991729, sd1 0.000000, sd2 0.000000
## pt 7443, v MCV, t 11, err 0.825014, gt 86.000000, imp 89.300056, v1 89.300056, v2 89.300056, sd1 0.000000, sd2 0.000000
## pt 6631, v WBC, t 1, err 0.818163, gt 18.800000, imp 12.418328, v1 13.850092, v2 12.115884, sd1 0.258174, sd2 0.054536
## pt 108, v MCV, t 1, err 0.814706, gt 98.000000, imp 88.223523, v1 88.223523, v2 88.223523, sd1 0.000000, sd2 0.000000
## pt 6237, v PGLU, t 2, err 0.782615, gt 143.000000, imp 85.086513, v1 85.086513, v2 85.086513, sd1 0.000000, sd2 0.000000
## pt 7971, v PK, t 8, err 0.780073, gt 5.300000, imp 4.519927, v1 4.519927, v2 4.519927, sd1 0.000000, sd2 0.000000
## pt 529, v PK, t 2, err 0.781043, gt 6.500000, imp 3.766349, v1 3.766349, v2 3.766349, sd1 0.000000, sd2 0.000000
## pt 457, v PGLU, t 2, err 0.782958, gt 134.000000, imp 101.115783, v1 101.115783, v2 101.115783, sd1 0.000000, sd2 0.000000
## pt 2990, v PCL, t 4, err 0.798412, gt 114.000000, imp 102.822237, v1 103.321933, v2 102.272064, sd1 0.274213, sd2 0.301912
## pt 1846, v WBC, t 21, err 0.822894, gt 20.200000, imp 9.008642, v1 11.802113, v2 8.837567, sd1 0.197101, sd2 0.012071
## pt 5552, v PCRE, t 1, err 0.784758, gt 0.900000, imp 0.507621, v1 0.507621, v2 0.507621, sd1 0.000000, sd2 0.000000
## pt 463, v PCL, t 1, err 0.824493, gt 86.000000, imp 100.016387, v1 99.067208, v2 101.500648, sd1 0.156866, sd2 0.245296
## pt 5920, v MCV, t 5, err 0.987849, gt 77.000000, imp 76.012151, v1 76.256632, v2 75.720119, sd1 0.170440, sd2 0.203590
## pt 5901, v PCRE, t 1, err 0.787982, gt 1.300000, imp 0.906009, v1 0.906009, v2 0.906009, sd1 0.000000, sd2 0.000000
## pt 6969, v PLT, t 1, err 0.793350, gt 347.000000, imp 209.750378, v1 209.750378, v2 209.750378, sd1 0.000000, sd2 0.000000
## pt 2336, v PCRE, t 1, err 0.827894, gt 2.600000, imp 0.944212, v1 0.944212, v2 0.944212, sd1 0.000000, sd2 0.000000
## pt 2094, v RDW, t 1, err 0.781797, gt 15.200000, imp 16.372695, v1 16.095198, v2 16.452128, sd1 0.343199, sd2 0.098239
## pt 2094, v PBUN, t 17, err 0.813569, gt 15.000000, imp 4.423599, v1 4.423599, v2 4.423599, sd1 0.000000, sd2 0.000000
## pt 400, v MCV, t 3, err 0.982280, gt 90.000000, imp 87.053159, v1 88.323201, v2 86.916373, sd1 0.215334, sd2 0.023192
## pt 2697, v PGLU, t 28, err 0.844283, gt 749.000000, imp 158.846523, v1 158.846523, v2 158.846523, sd1 0.000000, sd2 0.000000
## pt 2592, v WBC, t 2, err 0.849763, gt 17.300000, imp 5.913180, v1 5.913180, v2 5.913180, sd1 0.000000, sd2 0.000000
## pt 1823, v PCRE, t 10, err 0.868946, gt 0.800000, imp 0.973789, v1 0.886217, v2 1.010741, sd1 0.265172, sd2 0.111891
## pt 2375, v PK, t 11, err 0.776964, gt 5.600000, imp 4.123768, v1 4.242671, v2 3.969231, sd1 0.234129, sd2 0.304292
## pt 2294, v WBC, t 3, err 0.802363, gt 9.800000, imp 6.028892, v1 6.028892, v2 6.028892, sd1 0.000000, sd2 0.000000
## pt 6248, v MCV, t 9, err 0.783761, gt 93.000000, imp 89.081193, v1 89.081193, v2 89.081193, sd1 0.000000, sd2 0.000000
## pt 813, v PGLU, t 9, err 0.798386, gt 113.000000, imp 194.435366, v1 138.671793, v2 201.310683, sd1 0.329272, sd2 0.040597
## pt 8231, v PGLU, t 2, err 0.847590, gt 665.000000, imp 201.368251, v1 216.193965, v2 187.161242, sd1 0.340736, sd2 0.326517
## pt 2618, v PLCO2, t 1, err 0.796812, gt 11.000000, imp 16.577685, v1 16.577685, v2 16.577685, sd1 0.000000, sd2 0.000000
## pt 3749, v PGLU, t 3, err 0.872812, gt 227.000000, imp 99.569385, v1 99.569385, v2 99.569385, sd1 0.000000, sd2 0.000000
## pt 4580, v MCV, t 7, err 0.800834, gt 91.000000, imp 99.809174, v1 93.037202, v2 100.925310, sd1 0.238100, sd2 0.039243
## pt 4580, v PCRE, t 1, err 0.844416, gt 0.700000, imp 0.446675, v1 0.446675, v2 0.446675, sd1 0.000000, sd2 0.000000
## pt 5892, v PBUN, t 8, err 0.780449, gt 45.000000, imp 34.854167, v1 34.854167, v2 34.854167, sd1 0.000000, sd2 0.000000
## pt 1311, v WBC, t 2, err 0.821007, gt 23.700000, imp 10.563894, v1 10.563894, v2 10.563894, sd1 0.000000, sd2 0.000000
## pt 2061, v PK, t 8, err 0.813270, gt 4.000000, imp 8.066351, v1 6.317530, v2 8.440734, sd1 0.282667, sd2 0.060512
## pt 3727, v PGLU, t 6, err 0.926809, gt 679.000000, imp 129.402397, v1 129.402397, v2 129.402397, sd1 0.000000, sd2 0.000000
## pt 4590, v PCRE, t 3, err 0.880437, gt 0.900000, imp 0.547825, v1 0.547825, v2 0.547825, sd1 0.000000, sd2 0.000000
## pt 3950, v PBUN, t 5, err 0.922611, gt 37.000000, imp 12.089504, v1 26.419128, v2 10.147116, sd1 0.235863, sd2 0.031971
## pt 6265, v PK, t 1, err 0.775106, gt 6.300000, imp 4.129702, v1 4.316001, v2 3.863636, sd1 0.196122, sd2 0.280093
## pt 7612, v WBC, t 29, err 0.775375, gt 26.400000, imp 11.047575, v1 11.047575, v2 11.047575, sd1 0.000000, sd2 0.000000
## pt 7322, v WBC, t 1, err 0.814048, gt 17.300000, imp 5.984736, v1 8.087855, v2 4.415375, sd1 0.053742, sd2 0.040103
## pt 804, v MCV, t 1, err 0.804333, gt 101.000000, imp 90.543674, v1 90.543674, v2 90.543674, sd1 0.000000, sd2 0.000000
## pt 5376, v PGLU, t 20, err 0.891096, gt 145.000000, imp 70.147903, v1 70.147903, v2 70.147903, sd1 0.000000, sd2 0.000000
## pt 8035, v WBC, t 1, err 0.778024, gt 3.500000, imp 6.378691, v1 5.202482, v2 7.276902, sd1 0.255253, sd2 0.194924
## pt 1110, v PLCO2, t 1, err 0.855591, gt 27.000000, imp 22.722046, v1 22.751471, v2 22.639342, sd1 0.085664, sd2 0.240773
## pt 2159, v PGLU, t 3, err 0.868067, gt 394.000000, imp 112.746372, v1 112.746372, v2 112.746372, sd1 0.000000, sd2 0.000000
## pt 2704, v PLT, t 1, err 0.841577, gt 38.000000, imp 90.177769, v1 82.094918, v2 91.879536, sd1 0.338025, sd2 0.071168
## pt 3507, v PGLU, t 1, err 0.851445, gt 296.000000, imp 113.790815, v1 109.342266, v2 117.295565, sd1 0.250548, sd2 0.197392
## pt 7144, v PGLU, t 7, err 0.817142, gt 206.000000, imp 100.588721, v1 100.588721, v2 100.588721, sd1 0.000000, sd2 0.000000
## pt 2154, v PK, t 4, err 0.807300, gt 4.000000, imp 3.111970, v1 3.369109, v2 3.009035, sd1 0.241082, sd2 0.096506
## pt 6693, v MCV, t 1, err 0.784143, gt 94.000000, imp 97.136572, v1 97.136572, v2 97.136572, sd1 0.000000, sd2 0.000000
## pt 4017, v PCRE, t 4, err 0.821182, gt 0.800000, imp 0.717882, v1 0.717882, v2 0.717882, sd1 0.000000, sd2 0.000000
## pt 2767, v PGLU, t 17, err 0.806774, gt 379.000000, imp 124.866338, v1 124.866338, v2 124.866338, sd1 0.000000, sd2 0.000000
## pt 2961, v PGLU, t 2, err 0.798850, gt 258.000000, imp 99.028801, v1 81.700601, v2 124.962963, sd1 0.124660, sd2 0.186572
## pt 3969, v PK, t 3, err 0.818592, gt 6.100000, imp 3.644225, v1 3.644225, v2 3.644225, sd1 0.000000, sd2 0.000000
## pt 2224, v PGLU, t 18, err 0.962421, gt 1563.000000, imp 87.607946, v1 896.123208, v2 39.875131, sd1 0.303147, sd2 0.017897
## pt 1876, v WBC, t 9, err 0.813462, gt 9.800000, imp 6.546150, v1 6.197794, v2 7.379454, sd1 0.131323, sd2 0.314139
## pt 3504, v HGB, t 1, err 0.841575, gt 7.800000, imp 13.101923, v1 13.101923, v2 13.101923, sd1 0.000000, sd2 0.000000
## pt 3504, v PGLU, t 3, err 0.806652, gt 51.000000, imp 134.891834, v1 102.985861, v2 149.243845, sd1 0.290479, sd2 0.130664
## pt 7660, v PGLU, t 13, err 0.775947, gt 171.000000, imp 107.372322, v1 107.372322, v2 107.372322, sd1 0.000000, sd2 0.000000
## pt 3242, v PCL, t 3, err 0.890037, gt 90.000000, imp 105.130623, v1 98.929789, v2 105.327404, sd1 0.286688, sd2 0.009098
## pt 4729, v PGLU, t 2, err 0.875646, gt 236.000000, imp 99.399179, v1 104.753573, v2 93.655877, sd1 0.261987, sd2 0.281016
## pt 5991, v PK, t 5, err 0.816515, gt 5.900000, imp 4.593577, v1 4.593577, v2 4.593577, sd1 0.000000, sd2 0.000000
## pt 1447, v PGLU, t 2, err 0.801319, gt 389.000000, imp 113.346124, v1 120.996619, v2 107.833333, sd1 0.368877, sd2 0.265805
## pt 18, v HCT, t 1, err 0.802253, gt 39.800000, imp 28.568454, v1 28.568454, v2 28.568454, sd1 0.000000, sd2 0.000000
## pt 18, v HGB, t 1, err 0.827067, gt 13.800000, imp 9.995491, v1 9.995491, v2 9.995491, sd1 0.000000, sd2 0.000000
## pt 6778, v PGLU, t 8, err 0.837133, gt 318.000000, imp 105.368267, v1 105.368267, v2 105.368267, sd1 0.000000, sd2 0.000000
## pt 7657, v HCT, t 10, err 0.892900, gt 46.000000, imp 27.159802, v1 29.631192, v2 25.096965, sd1 0.190884, sd2 0.159328
## pt 7657, v HGB, t 10, err 0.913845, gt 14.800000, imp 8.768623, v1 9.519067, v2 8.348211, sd1 0.321313, sd2 0.180005
## pt 7657, v PGLU, t 7, err 0.785929, gt 163.000000, imp 99.339729, v1 99.339729, v2 99.339729, sd1 0.000000, sd2 0.000000
## pt 119, v RDW, t 14, err 0.843487, gt 17.800000, imp 16.956513, v1 17.288115, v2 16.866752, sd1 0.320047, sd2 0.086634
## pt 3195, v MCV, t 3, err 0.836815, gt 87.000000, imp 89.510445, v1 87.695105, v2 89.962675, sd1 0.252178, sd2 0.062822
## pt 4815, v PK, t 8, err 0.858361, gt 8.800000, imp 3.821504, v1 3.821504, v2 3.821504, sd1 0.000000, sd2 0.000000
## pt 2468, v RDW, t 1, err 0.835973, gt 16.100000, imp 18.189932, v1 18.161520, v2 18.211044, sd1 0.369508, sd2 0.274571
## pt 6835, v PLT, t 1, err 0.816999, gt 378.000000, imp 200.711267, v1 250.782317, v2 175.871869, sd1 0.295054, sd2 0.146371
## pt 6835, v PGLU, t 1, err 0.850931, gt 536.000000, imp 174.354533, v1 174.354533, v2 174.354533, sd1 0.000000, sd2 0.000000
## pt 4512, v WBC, t 2, err 0.847465, gt 11.000000, imp 5.237238, v1 5.917762, v2 4.498487, sd1 0.259081, sd2 0.281249
## pt 295, v PK, t 1, err 0.863681, gt 6.900000, imp 3.790748, v1 3.855484, v2 3.700000, sd1 0.249133, sd2 0.349243
## pt 295, v WBC, t 1, err 0.846917, gt 5.500000, imp 9.141744, v1 9.141744, v2 9.141744, sd1 0.000000, sd2 0.000000
## pt 2916, v MCV, t 10, err 0.792284, gt 81.000000, imp 77.830866, v1 77.830866, v2 77.830866, sd1 0.000000, sd2 0.000000
## pt 6072, v PLT, t 13, err 0.800272, gt 543.000000, imp 318.123606, v1 318.123606, v2 318.123606, sd1 0.000000, sd2 0.000000
## pt 6627, v PLCO2, t 12, err 0.874648, gt 7.000000, imp 19.245074, v1 18.375121, v2 20.242216, sd1 0.332088, sd2 0.380641
## pt 1760, v PGLU, t 4, err 0.929894, gt 451.000000, imp 107.869294, v1 107.869294, v2 107.869294, sd1 0.000000, sd2 0.000000
## pt 1793, v WBC, t 1, err 0.803241, gt 17.600000, imp 10.933096, v1 10.933096, v2 10.933096, sd1 0.000000, sd2 0.000000
## pt 1359, v HCT, t 1, err 0.893297, gt 39.200000, imp 22.048694, v1 32.139854, v2 19.074048, sd1 0.326305, sd2 0.096187
## pt 1359, v HGB, t 1, err 0.822845, gt 12.800000, imp 7.616079, v1 11.156823, v2 6.134813, sd1 0.271859, sd2 0.113732
## pt 1912, v RDW, t 7, err 0.887637, gt 17.800000, imp 16.646072, v1 16.929506, v2 16.580093, sd1 0.354920, sd2 0.082619
## pt 1912, v PGLU, t 2, err 0.782173, gt 154.000000, imp 96.901355, v1 96.901355, v2 96.901355, sd1 0.000000, sd2 0.000000
## pt 6767, v PK, t 6, err 0.780414, gt 4.100000, imp 3.163503, v1 3.053069, v2 3.471159, sd1 0.125600, sd2 0.349906
## pt 2513, v RDW, t 11, err 0.844436, gt 18.200000, imp 17.355564, v1 17.713869, v2 17.277683, sd1 0.222570, sd2 0.048378
## pt 5505, v PLCO2, t 7, err 0.937435, gt 22.000000, imp 26.687174, v1 26.687174, v2 26.687174, sd1 0.000000, sd2 0.000000
## pt 5956, v WBC, t 9, err 0.835189, gt 17.600000, imp 6.241432, v1 6.779379, v2 5.564286, sd1 0.215959, sd2 0.271841
## pt 3033, v RDW, t 1, err 0.976998, gt 15.300000, imp 15.886199, v1 15.699999, v2 15.924499, sd1 0.360174, sd2 0.074085
## pt 4718, v PBUN, t 15, err 0.776072, gt 20.000000, imp 9.134995, v1 9.134995, v2 9.134995, sd1 0.000000, sd2 0.000000
## pt 4659, v WBC, t 1, err 0.901735, gt 3.300000, imp 11.325445, v1 4.273481, v2 13.754712, sd1 0.271848, sd2 0.093646
## pt 2019, v PK, t 12, err 0.835247, gt 5.100000, imp 3.596555, v1 3.924183, v2 3.371490, sd1 0.232341, sd2 0.159607
## pt 2867, v WBC, t 16, err 0.790155, gt 10.300000, imp 6.981347, v1 6.981347, v2 6.981347, sd1 0.000000, sd2 0.000000
## pt 1622, v PGLU, t 14, err 0.819395, gt 310.000000, imp 124.816797, v1 124.816797, v2 124.816797, sd1 0.000000, sd2 0.000000
## pt 6431, v PK, t 1, err 0.799690, gt 5.400000, imp 3.720652, v1 4.442230, v2 3.483944, sd1 0.159646, sd2 0.052371
## pt 2741, v PGLU, t 10, err 0.901780, gt 102.000000, imp 633.148129, v1 393.677657, v2 669.274345, sd1 0.255043, sd2 0.038476
## pt 4030, v PCRE, t 1, err 0.783199, gt 1.100000, imp 0.865040, v1 0.856194, v2 0.877778, sd1 0.304343, sd2 0.438228
## pt 7860, v PGLU, t 1, err 0.799991, gt 119.000000, imp 102.200192, v1 104.380616, v2 99.617122, sd1 0.230804, sd2 0.273426
## pt 7334, v RDW, t 1, err 0.838102, gt 12.900000, imp 14.995256, v1 14.989851, v2 15.000000, sd1 0.287045, sd2 0.251946
## pt 838, v PLCO2, t 7, err 0.792043, gt 22.000000, imp 26.752257, v1 27.400694, v2 24.846154, sd1 0.123951, sd2 0.364358
## pt 175, v PLT, t 4, err 0.951412, gt 268.000000, imp 649.516204, v1 483.101242, v2 668.512940, sd1 0.268140, sd2 0.030609
## pt 8092, v PGLU, t 39, err 0.838792, gt 221.000000, imp 116.151000, v1 116.151000, v2 116.151000, sd1 0.000000, sd2 0.000000
## pt 307, v PGLU, t 6, err 0.859262, gt 180.000000, imp 100.088656, v1 100.088656, v2 100.088656, sd1 0.000000, sd2 0.000000
## pt 2933, v PGLU, t 9, err 0.776480, gt 132.000000, imp 105.599688, v1 103.330743, v2 107.392066, sd1 0.396456, sd2 0.313185
## pt 832, v PGLU, t 5, err 0.849899, gt 576.000000, imp 124.703729, v1 104.406663, v2 160.125117, sd1 0.171932, sd2 0.300046
## pt 1498, v PK, t 1, err 0.787912, gt 4.900000, imp 3.481758, v1 4.167022, v2 3.481758, sd1 0.393951, sd2 -0.000000
## pt 8102, v PK, t 11, err 0.905799, gt 4.300000, imp 3.122462, v1 3.423971, v2 2.956238, sd1 0.264351, sd2 0.145738
## pt 8102, v MCV, t 13, err 0.784658, gt 96.000000, imp 92.076712, v1 91.583526, v2 92.863027, sd1 0.199680, sd2 0.318362
## pt 4709, v WBC, t 6, err 0.851501, gt 60.200000, imp 22.223072, v1 22.223072, v2 22.223072, sd1 0.000000, sd2 0.000000
## pt 3070, v WBC, t 4, err 0.791420, gt 14.800000, imp 9.734913, v1 9.083587, v2 10.909370, sd1 0.186502, sd2 0.336296
## pt 6075, v PLT, t 1, err 0.979922, gt 268.000000, imp 151.389246, v1 183.249202, v2 143.685828, sd1 0.282246, sd2 0.068244
## pt 2707, v PGLU, t 14, err 0.783542, gt 247.000000, imp 109.096570, v1 109.096570, v2 109.096570, sd1 0.000000, sd2 0.000000
## pt 5689, v PGLU, t 16, err 0.792365, gt 230.000000, imp 109.560571, v1 109.560571, v2 109.560571, sd1 0.000000, sd2 0.000000
## pt 5911, v RDW, t 14, err 0.819517, gt 20.600000, imp 18.387304, v1 18.387304, v2 18.387304, sd1 0.000000, sd2 0.000000
## pt 1112, v PGLU, t 1, err 0.788475, gt 269.000000, imp 129.439935, v1 129.439935, v2 129.439935, sd1 0.000000, sd2 0.000000
## pt 4582, v WBC, t 4, err 0.783539, gt 34.800000, imp 16.073408, v1 14.455950, v2 16.552043, sd1 0.303471, sd2 0.089803
## pt 4151, v RDW, t 1, err 0.921662, gt 19.900000, imp 16.397686, v1 16.629364, v2 16.192512, sd1 0.302355, sd2 0.267765
## pt 3987, v PGLU, t 13, err 0.877093, gt 447.000000, imp 139.140449, v1 139.140449, v2 139.140449, sd1 0.000000, sd2 0.000000
## pt 5656, v PGLU, t 10, err 0.789396, gt 202.000000, imp 115.955825, v1 115.955825, v2 115.955825, sd1 0.000000, sd2 0.000000
## pt 4331, v PLCO2, t 2, err 0.825201, gt 15.000000, imp 30.678813, v1 30.678813, v2 30.678813, sd1 0.000000, sd2 0.000000
## pt 7481, v PCRE, t 15, err 0.809946, gt 0.900000, imp 0.657016, v1 0.633245, v2 0.696900, sd1 0.118874, sd2 0.199446
## pt 5981, v WBC, t 21, err 0.903621, gt 17.600000, imp 7.027640, v1 7.027640, v2 7.027640, sd1 0.000000, sd2 0.000000
## pt 7662, v MCV, t 1, err 0.813213, gt 62.000000, imp 79.890687, v1 80.631818, v2 79.379799, sd1 0.349264, sd2 0.240760
## pt 937, v PGLU, t 1, err 0.779959, gt 175.000000, imp 108.703454, v1 108.703454, v2 108.703454, sd1 0.000000, sd2 0.000000
## pt 3227, v PK, t 4, err 0.803236, gt 5.500000, imp 3.732880, v1 3.732880, v2 3.732880, sd1 0.000000, sd2 0.000000
## pt 7602, v PGLU, t 1, err 0.788823, gt 173.000000, imp 102.794712, v1 102.794712, v2 102.794712, sd1 0.000000, sd2 0.000000
## pt 7937, v WBC, t 26, err 0.800259, gt 15.800000, imp 3.476005, v1 3.476005, v2 3.476005, sd1 0.000000, sd2 0.000000
## pt 5211, v PGLU, t 6, err 0.968486, gt 866.000000, imp 110.581250, v1 110.581250, v2 110.581250, sd1 0.000000, sd2 0.000000
## pt 2514, v PCL, t 11, err 0.972479, gt 82.000000, imp 98.532148, v1 98.853383, v2 96.083333, sd1 0.051271, sd2 0.390847
## pt 95, v WBC, t 2, err 0.793906, gt 25.300000, imp 11.247871, v1 12.199581, v2 10.977710, sd1 0.284621, sd2 0.080795
## pt 3432, v WBC, t 5, err 0.781585, gt 7.300000, imp 13.474518, v1 11.585390, v2 14.288640, sd1 0.287540, sd2 0.123916
## pt 5654, v PCRE, t 14, err 0.782916, gt 0.400000, imp 1.417791, v1 1.585336, v2 1.207459, sd1 0.207230, sd2 0.260151
## pt 5229, v PK, t 4, err 0.865093, gt 7.500000, imp 4.126137, v1 4.126137, v2 4.126137, sd1 0.000000, sd2 0.000000
## pt 7791, v PLT, t 19, err 0.929297, gt 559.000000, imp 167.766152, v1 167.766152, v2 167.766152, sd1 0.000000, sd2 0.000000
## pt 5880, v PBUN, t 14, err 0.810131, gt 38.000000, imp 26.658163, v1 26.658163, v2 26.658163, sd1 0.000000, sd2 0.000000
## pt 3521, v PGLU, t 4, err 0.788815, gt 258.000000, imp 121.534930, v1 137.774064, v2 109.816497, sd1 0.367925, sd2 0.265501
## pt 8041, v RDW, t 8, err 0.793216, gt 16.000000, imp 17.507111, v1 17.367915, v2 17.618894, sd1 0.331945, sd2 0.266571
## pt 6580, v PGLU, t 16, err 0.869899, gt 135.000000, imp 627.363101, v1 261.334666, v2 642.210410, sd1 0.199243, sd2 0.008082
## pt 1835, v PK, t 21, err 0.786992, gt 6.200000, imp 4.232521, v1 4.247107, v2 4.215000, sd1 0.244700, sd2 0.293934
## pt 5979, v PGLU, t 20, err 0.880430, gt 368.000000, imp 94.186259, v1 94.186259, v2 94.186259, sd1 0.000000, sd2 0.000000
## pt 3265, v PBUN, t 8, err 0.788551, gt 25.000000, imp 14.748839, v1 14.748839, v2 14.748839, sd1 0.000000, sd2 0.000000
## pt 810, v PCRE, t 5, err 0.793353, gt 0.600000, imp 0.520665, v1 0.520665, v2 0.520665, sd1 0.000000, sd2 0.000000
## pt 3479, v PBUN, t 18, err 0.880641, gt 39.000000, imp 16.983966, v1 22.281081, v2 15.112340, sd1 0.296880, sd2 0.104896
## pt 3479, v PCRE, t 18, err 0.910568, gt 1.600000, imp 0.598375, v1 0.691769, v2 0.587444, sd1 0.342479, sd2 0.040086
## pt 2495, v PGLU, t 3, err 0.836479, gt 238.000000, imp 124.238831, v1 124.238831, v2 124.238831, sd1 0.000000, sd2 0.000000
## pt 6003, v PLCO2, t 5, err 0.796633, gt 8.000000, imp 23.136020, v1 23.136020, v2 23.136020, sd1 0.000000, sd2 0.000000
## pt 8174, v PBUN, t 1, err 0.821310, gt 54.000000, imp 22.790207, v1 22.790207, v2 22.790207, sd1 0.000000, sd2 0.000000
## pt 3942, v WBC, t 10, err 0.826526, gt 23.900000, imp 11.915367, v1 12.666831, v2 11.280620, sd1 0.324491, sd2 0.274091
## pt 3400, v HGB, t 1, err 0.844025, gt 5.800000, imp 9.429308, v1 9.429308, v2 9.429308, sd1 0.000000, sd2 0.000000
## pt 5408, v PGLU, t 29, err 0.874903, gt 396.000000, imp 90.659013, v1 81.666133, v2 104.989885, sd1 0.158667, sd2 0.252848
## pt 7958, v PK, t 1, err 0.895291, gt 5.000000, imp 3.836122, v1 3.789739, v2 3.934380, sd1 0.174544, sd2 0.369750
## pt 1586, v PCL, t 11, err 0.813064, gt 111.000000, imp 97.177915, v1 97.511395, v2 96.615507, sd1 0.140140, sd2 0.236344
## pt 1134, v WBC, t 3, err 0.860191, gt 15.000000, imp 7.086246, v1 6.615389, v2 8.391761, sd1 0.108022, sd2 0.299506
## pt 1598, v PLT, t 14, err 0.780747, gt 340.000000, imp 129.978930, v1 129.978930, v2 129.978930, sd1 0.000000, sd2 0.000000
## pt 1598, v PGLU, t 3, err 0.846752, gt 375.000000, imp 129.441959, v1 129.441959, v2 129.441959, sd1 0.000000, sd2 0.000000
## pt 8025, v PGLU, t 8, err 0.836826, gt 288.000000, imp 77.956622, v1 77.956622, v2 77.956622, sd1 0.000000, sd2 0.000000
## pt 2516, v PLT, t 16, err 0.804745, gt 308.000000, imp 130.151329, v1 130.151329, v2 130.151329, sd1 0.000000, sd2 0.000000
## pt 42, v PGLU, t 15, err 0.834693, gt 145.000000, imp 103.265370, v1 103.265370, v2 103.265370, sd1 0.000000, sd2 0.000000
## pt 682, v PLT, t 3, err 0.856246, gt 214.000000, imp 63.300649, v1 53.748661, v2 84.214286, sd1 0.142178, sd2 0.311293
## pt 48, v RDW, t 7, err 0.939739, gt 14.100000, imp 12.408469, v1 12.408469, v2 12.408469, sd1 0.000000, sd2 0.000000
## pt 7130, v PGLU, t 4, err 0.832666, gt 509.000000, imp 129.304136, v1 129.304136, v2 129.304136, sd1 0.000000, sd2 0.000000
## pt 346, v PGLU, t 1, err 0.854560, gt 214.000000, imp 112.307314, v1 112.307314, v2 112.307314, sd1 0.000000, sd2 0.000000
## pt 3906, v WBC, t 4, err 0.824003, gt 21.000000, imp 11.935968, v1 11.599880, v2 12.257325, sd1 0.267868, sd2 0.256126
## pt 4518, v WBC, t 4, err 0.803812, gt 6.600000, imp 11.181727, v1 8.999796, v2 11.975244, sd1 0.304467, sd2 0.110727
## pt 1305, v PGLU, t 21, err 0.883166, gt 43.000000, imp 395.383145, v1 176.051976, v2 418.723832, sd1 0.271770, sd2 0.028921
## pt 6281, v PLCO2, t 4, err 0.802909, gt 20.000000, imp 25.620365, v1 23.676003, v2 26.458250, sd1 0.230974, sd2 0.099534
## pt 1062, v RDW, t 7, err 0.808491, gt 13.600000, imp 14.165944, v1 13.807530, v2 14.213882, sd1 0.387420, sd2 0.051818
## pt 5422, v PGLU, t 10, err 0.864316, gt 422.000000, imp 153.197606, v1 169.791879, v2 139.688773, sd1 0.323115, sd2 0.263037
## pt 3292, v PGLU, t 1, err 0.831620, gt 309.000000, imp 170.119428, v1 170.119428, v2 170.119428, sd1 0.000000, sd2 0.000000
## pt 6209, v PGLU, t 3, err 0.840907, gt 173.000000, imp 99.000145, v1 94.764025, v2 107.333333, sd1 0.167872, sd2 0.330234
## pt 6064, v WBC, t 2, err 0.825942, gt 21.400000, imp 6.780819, v1 6.780819, v2 6.780819, sd1 0.000000, sd2 0.000000
## pt 4764, v PK, t 8, err 0.784123, gt 3.600000, imp 4.227299, v1 4.257878, v2 4.192324, sd1 0.273630, sd2 0.312962
## pt 4938, v MCV, t 19, err 0.791801, gt 86.000000, imp 82.040994, v1 82.040994, v2 82.040994, sd1 0.000000, sd2 0.000000
## pt 4547, v PGLU, t 6, err 0.813028, gt 203.000000, imp 108.688697, v1 108.688697, v2 108.688697, sd1 0.000000, sd2 0.000000
## pt 3630, v PLT, t 1, err 0.821986, gt 469.000000, imp 316.110549, v1 316.110549, v2 316.110549, sd1 0.000000, sd2 0.000000
## pt 881, v PGLU, t 13, err 0.790594, gt 213.000000, imp 102.316851, v1 100.293731, v2 104.250720, sd1 0.346775, sd2 0.331477
## pt 3453, v MCV, t 3, err 0.780921, gt 82.000000, imp 85.123682, v1 85.123682, v2 85.123682, sd1 0.000000, sd2 0.000000
## pt 8020, v PLT, t 5, err 0.842893, gt 258.000000, imp 193.940126, v1 223.499727, v2 184.971886, sd1 0.340408, sd2 0.103278
## pt 2611, v PGLU, t 2, err 0.890050, gt 244.000000, imp 99.811842, v1 99.811842, v2 99.811842, sd1 0.000000, sd2 0.000000
## pt 7447, v PGLU, t 21, err 0.932364, gt 1071.000000, imp 164.742632, v1 174.244397, v2 154.772727, sd1 0.259897, sd2 0.272702
## pt 4699, v PGLU, t 9, err 0.891584, gt 170.000000, imp 98.673262, v1 98.673262, v2 98.673262, sd1 0.000000, sd2 0.000000
## pt 4528, v PGLU, t 2, err 0.885753, gt 237.000000, imp 100.593965, v1 91.944701, v2 103.534069, sd1 0.227468, sd2 0.077322
## pt 7524, v RDW, t 15, err 0.893366, gt 15.200000, imp 14.038624, v1 14.038624, v2 14.038624, sd1 0.000000, sd2 0.000000
## pt 4517, v PK, t 8, err 0.831874, gt 8.400000, imp 3.741503, v1 3.741503, v2 3.741503, sd1 0.000000, sd2 0.000000
## pt 6659, v MCV, t 1, err 0.806689, gt 92.000000, imp 90.386623, v1 90.386623, v2 90.386623, sd1 0.000000, sd2 0.000000
## pt 2457, v PGLU, t 2, err 0.806558, gt 237.000000, imp 89.399943, v1 89.399943, v2 89.399943, sd1 0.000000, sd2 0.000000
## pt 4767, v PCL, t 6, err 1.000000, gt 113.000000, imp 104.000000, v1 104.000000, v2 104.000000, sd1 0.000000, sd2 0.000000
## pt 5076, v PLCO2, t 3, err 0.787655, gt 35.000000, imp 25.548136, v1 28.080775, v2 23.887738, sd1 0.169419, sd2 0.111071
## pt 214, v PGLU, t 9, err 0.797270, gt 131.000000, imp 104.690075, v1 104.690075, v2 104.690075, sd1 0.000000, sd2 0.000000
## pt 7239, v PCRE, t 4, err 0.806943, gt 0.800000, imp 0.638611, v1 0.627600, v2 0.670000, sd1 0.117798, sd2 0.335783
## pt 1230, v PBUN, t 15, err 0.823832, gt 19.000000, imp 12.409345, v1 11.946697, v2 14.483010, sd1 0.076430, sd2 0.342572
## pt 3845, v PLT, t 13, err 0.886852, gt 576.000000, imp 347.192080, v1 347.192080, v2 347.192080, sd1 0.000000, sd2 0.000000
## pt 3497, v WBC, t 15, err 0.787469, gt 25.900000, imp 12.513026, v1 12.513026, v2 12.513026, sd1 0.000000, sd2 0.000000
## pt 4257, v PK, t 8, err 0.894128, gt 8.100000, imp 3.361124, v1 3.361124, v2 3.361124, sd1 0.000000, sd2 0.000000
## pt 2994, v PGLU, t 5, err 0.846200, gt 271.000000, imp 122.914978, v1 129.896402, v2 117.830839, sd1 0.388944, sd2 0.283244
## pt 4169, v PCRE, t 1, err 0.820407, gt 1.500000, imp 0.925715, v1 0.925715, v2 0.925715, sd1 0.000000, sd2 0.000000
## pt 5305, v WBC, t 3, err 0.867236, gt 4.200000, imp 15.127175, v1 9.938857, v2 16.401855, sd1 0.184545, sd2 0.045340
## pt 4985, v PCL, t 1, err 0.782138, gt 117.000000, imp 110.742900, v1 110.742900, v2 110.742900, sd1 0.000000, sd2 0.000000
## pt 2743, v RDW, t 11, err 0.805786, gt 15.300000, imp 14.091321, v1 14.091321, v2 14.091321, sd1 0.000000, sd2 0.000000
## pt 318, v PGLU, t 15, err 0.890410, gt 339.000000, imp 143.109872, v1 204.039377, v2 133.204210, sd1 0.339948, sd2 0.055267
## pt 3476, v PGLU, t 11, err 0.892613, gt 200.000000, imp 101.812607, v1 111.210407, v2 95.486008, sd1 0.296841, sd2 0.199833
## pt 862, v PGLU, t 5, err 0.797642, gt 177.000000, imp 106.807523, v1 106.807523, v2 106.807523, sd1 0.000000, sd2 0.000000
## pt 2382, v PGLU, t 12, err 0.777053, gt 326.000000, imp 198.563240, v1 198.563240, v2 198.563240, sd1 0.000000, sd2 0.000000
## pt 6456, v PGLU, t 12, err 0.913163, gt 558.000000, imp 116.942097, v1 116.942097, v2 116.942097, sd1 0.000000, sd2 0.000000
## pt 4950, v WBC, t 1, err 0.777303, gt 70.200000, imp 15.788771, v1 15.788771, v2 15.788771, sd1 0.000000, sd2 0.000000
## pt 530, v PK, t 6, err 0.831471, gt 7.500000, imp 3.924676, v1 3.924676, v2 3.924676, sd1 0.000000, sd2 0.000000
## pt 590, v PK, t 2, err 0.801523, gt 5.800000, imp 3.716039, v1 3.790120, v2 3.681695, sd1 0.185814, sd2 0.086144
## pt 3664, v MCV, t 1, err 0.957846, gt 98.000000, imp 91.295075, v1 95.834559, v2 89.850201, sd1 0.291114, sd2 0.092659
## pt 7090, v PGLU, t 1, err 0.929469, gt 292.000000, imp 117.259767, v1 121.957935, v2 112.241824, sd1 0.202281, sd2 0.216049
## pt 7622, v PCRE, t 1, err 0.905736, gt 1.300000, imp 0.937706, v1 0.937706, v2 0.937706, sd1 0.000000, sd2 0.000000
## pt 7505, v WBC, t 1, err 0.797843, gt 20.100000, imp 10.605666, v1 10.605666, v2 10.605666, sd1 0.000000, sd2 0.000000
## pt 5883, v PNA, t 12, err 0.824281, gt 121.000000, imp 139.134172, v1 134.499884, v2 142.091141, sd1 0.066570, sd2 0.042476
## pt 7137, v WBC, t 8, err 0.914375, gt 3.400000, imp 11.903683, v1 7.945326, v2 12.626077, sd1 0.311765, sd2 0.056897
## pt 3079, v PLCO2, t 2, err 0.789080, gt 30.000000, imp 15.796562, v1 20.426049, v2 13.890669, sd1 0.094745, sd2 0.039005
## pt 6888, v PGLU, t 1, err 0.885418, gt 198.000000, imp 92.635275, v1 92.635275, v2 92.635275, sd1 0.000000, sd2 0.000000
## pt 3255, v PCRE, t 1, err 0.910119, gt 1.100000, imp 0.917976, v1 0.917976, v2 0.917976, sd1 0.000000, sd2 0.000000
## pt 7123, v MCV, t 23, err 0.907430, gt 89.000000, imp 2.794118, v1 2.794118, v2 2.794118, sd1 0.000000, sd2 0.000000
## pt 3279, v PGLU, t 5, err 0.804085, gt 434.000000, imp 130.859792, v1 130.859792, v2 130.859792, sd1 0.000000, sd2 0.000000
## pt 6047, v PGLU, t 8, err 0.780465, gt 183.000000, imp 80.759044, v1 76.307468, v2 84.000000, sd1 0.386642, sd2 0.281494
## pt 5467, v RDW, t 1, err 0.883238, gt 13.700000, imp 13.081733, v1 13.049165, v2 13.119978, sd1 0.334168, sd2 0.392398
## pt 1412, v PCRE, t 3, err 0.894565, gt 0.300000, imp 0.210543, v1 0.210543, v2 0.210543, sd1 0.000000, sd2 0.000000
## pt 10, v PK, t 17, err 0.957714, gt 8.300000, imp 3.224114, v1 4.556569, v2 3.020393, sd1 0.188786, sd2 0.028864
## pt 3744, v PLT, t 1, err 0.792362, gt 215.000000, imp 123.878416, v1 129.517967, v2 118.777006, sd1 0.282383, sd2 0.255437
## pt 1236, v PGLU, t 5, err 0.866202, gt 140.000000, imp 98.422309, v1 98.422309, v2 98.422309, sd1 0.000000, sd2 0.000000
## pt 7526, v PK, t 9, err 0.823506, gt 5.700000, imp 3.558884, v1 3.838579, v2 3.265166, sd1 0.217524, sd2 0.228431
## pt 5221, v MCV, t 5, err 0.821570, gt 83.000000, imp 85.464709, v1 83.763216, v2 85.943376, sd1 0.268975, sd2 0.075669
## pt 3895, v PK, t 3, err 0.814870, gt 6.900000, imp 3.314571, v1 3.143213, v2 3.546667, sd1 0.243546, sd2 0.329871
## pt 6044, v PK, t 3, err 0.789581, gt 4.600000, imp 3.652502, v1 3.652502, v2 3.652502, sd1 0.000000, sd2 0.000000
## pt 6145, v PGLU, t 10, err 0.869881, gt 183.000000, imp 89.922725, v1 105.853104, v2 84.538982, sd1 0.257751, sd2 0.087108
## pt 1463, v PGLU, t 13, err 0.840798, gt 697.000000, imp 184.113380, v1 184.113380, v2 184.113380, sd1 0.000000, sd2 0.000000
## pt 2588, v PCRE, t 16, err 0.952586, gt 1.500000, imp 0.928448, v1 0.928448, v2 0.928448, sd1 0.000000, sd2 0.000000
## pt 1556, v RDW, t 1, err 0.884699, gt 12.100000, imp 15.019508, v1 15.019508, v2 15.019508, sd1 0.000000, sd2 0.000000
## pt 4667, v PCL, t 1, err 0.780462, gt 105.000000, imp 113.585083, v1 113.585083, v2 113.585083, sd1 0.000000, sd2 0.000000
## pt 4667, v PGLU, t 3, err 0.885122, gt 228.000000, imp 106.738324, v1 106.738324, v2 106.738324, sd1 0.000000, sd2 0.000000
## pt 1158, v PGLU, t 2, err 0.819542, gt 118.000000, imp 86.857386, v1 86.857386, v2 86.857386, sd1 0.000000, sd2 0.000000
## pt 3156, v MCV, t 1, err 0.928498, gt 90.000000, imp 92.785493, v1 92.517375, v2 92.999502, sd1 0.158750, sd2 0.126713
## pt 5164, v PLT, t 12, err 0.811815, gt 358.000000, imp 206.190509, v1 206.190509, v2 206.190509, sd1 0.000000, sd2 0.000000
## pt 5164, v PBUN, t 1, err 0.790517, gt 35.000000, imp 15.237070, v1 15.237070, v2 15.237070, sd1 0.000000, sd2 0.000000
## pt 678, v PGLU, t 11, err 0.830235, gt 212.000000, imp 83.313594, v1 79.493633, v2 86.383529, sd1 0.362398, sd2 0.291244
## pt 6700, v MCV, t 13, err 0.786428, gt 90.000000, imp 86.854289, v1 86.854289, v2 86.854289, sd1 0.000000, sd2 0.000000
## pt 1264, v PGLU, t 1, err 0.826492, gt 196.000000, imp 122.442217, v1 122.442217, v2 122.442217, sd1 0.000000, sd2 0.000000
## pt 1258, v PCRE, t 1, err 0.810842, gt 1.300000, imp 0.651326, v1 0.651326, v2 0.651326, sd1 0.000000, sd2 0.000000
## pt 2214, v WBC, t 2, err 0.942933, gt 6.900000, imp 4.542669, v1 5.954694, v2 4.431917, sd1 0.348805, sd2 0.027358
## pt 7611, v RDW, t 2, err 0.776474, gt 14.300000, imp 14.843532, v1 14.739203, v2 14.864755, sd1 0.289872, sd2 0.058968
## pt 7693, v PGLU, t 11, err 0.797810, gt 282.000000, imp 117.651076, v1 130.910202, v2 109.487942, sd1 0.328309, sd2 0.202127
## pt 1142, v PCRE, t 11, err 0.777213, gt 0.800000, imp 0.566836, v1 0.542149, v2 0.636603, sd1 0.096004, sd2 0.271315
## pt 6217, v PCL, t 2, err 0.835597, gt 102.000000, imp 106.177984, v1 106.945155, v2 102.144445, sd1 0.022619, sd2 0.118924
## pt 7543, v PK, t 9, err 0.820696, gt 4.000000, imp 3.015165, v1 3.015165, v2 3.015165, sd1 0.000000, sd2 0.000000
## pt 1602, v MCV, t 15, err 0.867778, gt 89.000000, imp 86.396665, v1 86.249490, v2 86.693166, sd1 0.224817, sd2 0.452917
## pt 5890, v PGLU, t 1, err 0.790871, gt 151.000000, imp 101.965996, v1 104.535208, v2 98.710451, sd1 0.229722, sd2 0.291089
## pt 6090, v WBC, t 5, err 0.849614, gt 22.200000, imp 10.730214, v1 12.288124, v2 10.522426, sd1 0.274985, sd2 0.036677
## pt 3180, v RDW, t 1, err 0.815111, gt 13.300000, imp 16.478933, v1 16.652777, v2 16.445049, sd1 0.256006, sd2 0.049897
## pt 733, v PK, t 25, err 0.862098, gt 9.600000, imp 3.996364, v1 3.996364, v2 3.996364, sd1 0.000000, sd2 0.000000
## pt 4108, v WBC, t 1, err 0.830050, gt 17.000000, imp 8.284477, v1 8.284477, v2 8.284477, sd1 0.000000, sd2 0.000000
## pt 8184, v WBC, t 11, err 0.837161, gt 20.100000, imp 10.974944, v1 10.974944, v2 10.974944, sd1 0.000000, sd2 0.000000
## pt 1788, v HCT, t 7, err 0.836008, gt 40.900000, imp 33.961133, v1 33.961133, v2 33.961133, sd1 0.000000, sd2 0.000000
## pt 1788, v HGB, t 7, err 0.820632, gt 12.900000, imp 11.258735, v1 11.258735, v2 11.258735, sd1 0.000000, sd2 0.000000
## pt 6487, v PGLU, t 1, err 0.908223, gt 244.000000, imp 110.491251, v1 119.289978, v2 107.444896, sd1 0.213020, sd2 0.073753
## PCL nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0193 0.0415 0.0646 0.0888 0.1172 0.1516 0.1942 0.2493 0.3444 1.0000
## PK nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0303 0.0602 0.0929 0.1283 0.1654 0.2086 0.2599 0.3315 0.4456 0.9577
## PLCO2 nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0238 0.0484 0.0739 0.1051 0.1405 0.1797 0.2328 0.2994 0.4036 0.9374
## PNA nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0222 0.0471 0.0709 0.0981 0.1275 0.1635 0.2093 0.2730 0.3694 0.8631
## HCT nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0129 0.0252 0.0385 0.0535 0.0708 0.0913 0.1199 0.1583 0.2304 0.8933
## HGB nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0119 0.0243 0.0378 0.0529 0.0680 0.0872 0.1132 0.1520 0.2282 0.9138
## MCV nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0302 0.0588 0.0920 0.1267 0.1680 0.2131 0.2701 0.3526 0.4733 0.9878
## PLT nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0190 0.0391 0.0617 0.0866 0.1171 0.1583 0.2111 0.2802 0.3895 0.9799
## WBC nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0269 0.0536 0.0822 0.1158 0.1542 0.1970 0.2497 0.3179 0.4374 0.9429
## RDW nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0219 0.0456 0.0720 0.1042 0.1429 0.1879 0.2443 0.3205 0.4334 0.9770
## PBUN nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0126 0.0249 0.0404 0.0589 0.0833 0.1155 0.1593 0.2259 0.3269 0.9226
## PCRE nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0174 0.0370 0.0596 0.0866 0.1205 0.1622 0.2147 0.2866 0.4020 0.9694
## PGLU nRMSE range norm
## 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
## 0.0332 0.0660 0.0988 0.1321 0.1675 0.2114 0.2669 0.3369 0.4673 0.9685
## iter 2 tr nRMSE
## PCL PK PLCO2 PNA HCT HGB MCV
## 0.2040336 0.2627562 0.2357439 0.2180338 0.1467452 0.1443975 0.2706574
## PLT WBC RDW PBUN PCRE PGLU
## 0.2289379 0.2584777 0.2511664 0.1904979 0.2336387 0.2791782