Retrieve eval_data from object.

eval_data(siamcat, errorIfNULL=TRUE)

# S4 method for ANY
eval_data(siamcat)

# S4 method for list
eval_data(siamcat)

Arguments

siamcat

(Required). An instance of siamcat-class that contains a eval_data..

Value

The eval_data list or NULL.

Examples

data(siamcat_example) eval_data(siamcat_example)
#> $roc.all #> $roc.all[[1]] #> #> Call: #> roc.default(response = siamcat@label@label, predictor = pred[, c], ci = FALSE) #> #> Data: pred[, c] in 88 controls (siamcat@label@label -1) < 53 cases (siamcat@label@label 1). #> Area under the curve: 0.7457 #> #> $roc.all[[2]] #> #> Call: #> roc.default(response = siamcat@label@label, predictor = pred[, c], ci = FALSE) #> #> Data: pred[, c] in 88 controls (siamcat@label@label -1) < 53 cases (siamcat@label@label 1). #> Area under the curve: 0.7646 #> #> #> $auc.all #> [1] 0.7457118 0.7645798 #> #> $roc.average #> $roc.average[[1]] #> #> Call: #> roc.default(response = siamcat@label@label, predictor = apply(pred, 1, summ.stat), ci = TRUE, of = "se", sp = seq(0, 1, 0.05)) #> #> Data: apply(pred, 1, summ.stat) in 88 controls (siamcat@label@label -1) < 53 cases (siamcat@label@label 1). #> Area under the curve: 0.7781 #> 95% CI (2000 stratified bootstrap replicates): #> sp se.low se.median se.high #> 0.00 1.00000 1.0000 1.0000 #> 0.05 0.98110 1.0000 1.0000 #> 0.10 0.94340 1.0000 1.0000 #> 0.15 0.92450 0.9811 1.0000 #> 0.20 0.88680 0.9623 1.0000 #> 0.25 0.84910 0.9434 1.0000 #> 0.30 0.81130 0.9057 0.9811 #> 0.35 0.79200 0.8868 0.9811 #> 0.40 0.75470 0.8679 0.9623 #> 0.45 0.75470 0.8491 0.9434 #> 0.50 0.71700 0.8491 0.9434 #> 0.55 0.69810 0.8302 0.9245 #> 0.60 0.66040 0.7925 0.9057 #> 0.65 0.64100 0.7736 0.8868 #> 0.70 0.58490 0.7358 0.8679 #> 0.75 0.52830 0.6981 0.8491 #> 0.80 0.45280 0.6415 0.8113 #> 0.85 0.28300 0.5849 0.7358 #> 0.90 0.20750 0.3774 0.6792 #> 0.95 0.15090 0.3019 0.4528 #> 1.00 0.09434 0.1887 0.3208 #> #> #> $auc.average #> $auc.average[[1]] #> Area under the curve: 0.7781 #> #> #> $ev.list #> $ev.list[[1]] #> $ev.list[[1]]$tp #> [1] 0 1 2 3 4 5 6 7 8 9 10 11 11 11 12 13 14 14 15 15 16 17 18 19 19 #> [26] 19 20 21 21 22 22 22 23 23 24 25 25 25 25 25 25 26 26 26 27 27 27 28 28 29 #> [51] 30 30 30 30 31 31 32 33 33 33 33 34 34 34 35 35 35 35 35 35 36 36 36 37 37 #> [76] 37 38 39 40 40 41 41 42 42 43 43 43 43 43 43 44 44 44 44 45 46 46 46 46 46 #> [101] 47 47 48 48 49 49 49 50 50 50 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 #> [126] 51 51 51 51 51 51 51 51 51 51 51 52 52 53 53 53 53 #> #> $ev.list[[1]]$tn #> [1] 88 88 88 88 88 88 88 88 88 88 88 88 87 86 86 86 86 85 85 84 84 84 84 84 83 #> [26] 82 82 82 81 81 80 79 79 78 78 78 77 76 75 74 73 73 72 71 71 70 69 69 68 68 #> [51] 68 67 66 65 65 64 64 64 63 62 61 61 60 59 59 58 57 56 55 54 54 53 52 52 51 #> [76] 50 50 50 50 49 49 48 48 47 47 46 45 44 43 42 42 41 40 39 39 39 38 37 36 35 #> [101] 35 34 34 33 33 32 31 31 30 29 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 #> [126] 14 13 12 11 10 9 8 7 6 5 4 4 3 3 2 1 0 #> #> $ev.list[[1]]$fp #> [1] 0 0 0 0 0 0 0 0 0 0 0 0 1 2 2 2 2 3 3 4 4 4 4 4 5 #> [26] 6 6 6 7 7 8 9 9 10 10 10 11 12 13 14 15 15 16 17 17 18 19 19 20 20 #> [51] 20 21 22 23 23 24 24 24 25 26 27 27 28 29 29 30 31 32 33 34 34 35 36 36 37 #> [76] 38 38 38 38 39 39 40 40 41 41 42 43 44 45 46 46 47 48 49 49 49 50 51 52 53 #> [101] 53 54 54 55 55 56 57 57 58 59 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 #> [126] 74 75 76 77 78 79 80 81 82 83 84 84 85 85 86 87 88 #> #> $ev.list[[1]]$fn #> [1] 53 52 51 50 49 48 47 46 45 44 43 42 42 42 41 40 39 39 38 38 37 36 35 34 34 #> [26] 34 33 32 32 31 31 31 30 30 29 28 28 28 28 28 28 27 27 27 26 26 26 25 25 24 #> [51] 23 23 23 23 22 22 21 20 20 20 20 19 19 19 18 18 18 18 18 18 17 17 17 16 16 #> [76] 16 15 14 13 13 12 12 11 11 10 10 10 10 10 10 9 9 9 9 8 7 7 7 7 7 #> [101] 6 6 5 5 4 4 4 3 3 3 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 #> [126] 2 2 2 2 2 2 2 2 2 2 2 1 1 0 0 0 0 #> #> $ev.list[[1]]$thresholds #> [1] 2.000000000 1.000000000 1.000000000 0.999999988 0.999999948 #> [6] 0.999999918 0.999999808 0.999999593 0.999998742 0.999997902 #> [11] 0.999979659 0.999937145 0.999910859 0.999828278 0.999735188 #> [16] 0.999624950 0.999348144 0.998467491 0.997068996 0.993402181 #> [21] 0.990404600 0.989347048 0.986843054 0.983232096 0.979699589 #> [26] 0.974677082 0.964990605 0.952418423 0.934574617 0.910458585 #> [31] 0.871577082 0.838947788 0.811847570 0.790608696 0.776591482 #> [36] 0.753246558 0.716976579 0.683367256 0.595266380 0.509569626 #> [41] 0.452824458 0.398175003 0.314992371 0.216719977 0.141785544 #> [46] 0.081440712 0.076063011 0.069504907 0.007338718 -0.066418411 #> [51] -0.097428932 -0.125708217 -0.186089961 -0.236056655 -0.277633297 #> [56] -0.319384114 -0.369594571 -0.497148110 -0.619749543 -0.661918530 #> [61] -0.665456105 -0.671894675 -0.674923878 -0.703413163 -0.732176758 #> [66] -0.741467495 -0.751168709 -0.763806171 -0.780920200 -0.794458508 #> [71] -0.802843667 -0.810562288 -0.819113570 -0.825592834 -0.852625126 #> [76] -0.881167998 -0.889100620 -0.899525604 -0.910091685 -0.912469627 #> [81] -0.913872768 -0.914526328 -0.917824363 -0.920509433 -0.924397010 #> [86] -0.934775057 -0.941285067 -0.945116942 -0.953306319 -0.958627934 #> [91] -0.961968826 -0.964448899 -0.967444650 -0.971231357 -0.972978647 #> [96] -0.974411981 -0.976825906 -0.978802288 -0.978957919 -0.979899469 #> [101] -0.981910694 -0.983014786 -0.983384290 -0.984321346 -0.985022278 #> [106] -0.986510690 -0.988017093 -0.988733660 -0.989664133 -0.990495862 #> [111] -0.991220694 -0.992057234 -0.993080299 -0.993878361 -0.994544091 #> [116] -0.994867731 -0.994949519 -0.995311772 -0.996373521 -0.997527929 #> [121] -0.997985194 -0.998229958 -0.998513248 -0.998689698 -0.998830165 #> [126] -0.998931415 -0.999060470 -0.999379727 -0.999632668 -0.999657377 #> [131] -0.999720238 -0.999785259 -0.999829858 -0.999913743 -0.999966052 #> [136] -0.999978272 -0.999984219 -0.999990954 -0.999996390 -0.999999208 #> [141] -0.999999557 -1.999999788 #> #> #> $ev.list[[2]] #> $ev.list[[2]]$tp #> [1] 0 1 2 3 4 5 6 7 8 9 10 11 12 12 13 13 14 14 15 15 16 17 17 18 19 #> [26] 20 20 21 21 22 22 23 23 23 23 23 24 24 25 26 27 28 29 30 31 31 31 32 32 32 #> [51] 32 32 33 33 33 34 35 36 36 37 37 37 37 38 39 39 39 40 40 40 41 41 41 41 41 #> [76] 42 42 42 42 42 43 43 44 44 44 44 45 45 45 45 45 45 45 45 46 46 46 46 46 46 #> [101] 46 46 46 46 46 46 46 46 47 47 47 47 48 48 48 48 49 49 49 49 49 49 49 49 49 #> [126] 49 49 49 50 50 50 50 50 50 51 51 52 52 52 53 53 53 #> #> $ev.list[[2]]$tn #> [1] 88 88 88 88 88 88 88 88 88 88 88 88 88 87 87 86 86 85 85 84 84 84 83 83 83 #> [26] 83 82 82 81 81 80 80 79 78 77 76 76 75 75 75 75 75 75 75 75 74 73 73 72 71 #> [51] 70 69 69 68 67 67 67 67 66 66 65 64 63 63 63 62 61 61 60 59 59 58 57 56 55 #> [76] 55 54 53 52 51 51 50 50 49 48 47 47 46 45 44 43 42 41 40 40 39 38 37 36 35 #> [101] 34 33 32 31 30 29 28 27 27 26 25 24 24 23 22 21 21 20 19 18 17 16 15 14 13 #> [126] 12 11 10 10 9 8 7 6 5 5 4 4 3 2 2 1 0 #> #> $ev.list[[2]]$fp #> [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 2 2 3 3 4 4 4 5 5 5 #> [26] 5 6 6 7 7 8 8 9 10 11 12 12 13 13 13 13 13 13 13 13 14 15 15 16 17 #> [51] 18 19 19 20 21 21 21 21 22 22 23 24 25 25 25 26 27 27 28 29 29 30 31 32 33 #> [76] 33 34 35 36 37 37 38 38 39 40 41 41 42 43 44 45 46 47 48 48 49 50 51 52 53 #> [101] 54 55 56 57 58 59 60 61 61 62 63 64 64 65 66 67 67 68 69 70 71 72 73 74 75 #> [126] 76 77 78 78 79 80 81 82 83 83 84 84 85 86 86 87 88 #> #> $ev.list[[2]]$fn #> [1] 53 52 51 50 49 48 47 46 45 44 43 42 41 41 40 40 39 39 38 38 37 36 36 35 34 #> [26] 33 33 32 32 31 31 30 30 30 30 30 29 29 28 27 26 25 24 23 22 22 22 21 21 21 #> [51] 21 21 20 20 20 19 18 17 17 16 16 16 16 15 14 14 14 13 13 13 12 12 12 12 12 #> [76] 11 11 11 11 11 10 10 9 9 9 9 8 8 8 8 8 8 8 8 7 7 7 7 7 7 #> [101] 7 7 7 7 7 7 7 7 6 6 6 6 5 5 5 5 4 4 4 4 4 4 4 4 4 #> [126] 4 4 4 3 3 3 3 3 3 2 2 1 1 1 0 0 0 #> #> $ev.list[[2]]$thresholds #> [1] 1.99996811 0.99996809 0.99995758 0.99989652 0.99963062 0.99932420 #> [7] 0.99918650 0.99772298 0.99562936 0.99106812 0.98498595 0.98209922 #> [13] 0.97420472 0.96607935 0.96369751 0.95923677 0.94713349 0.92835431 #> [19] 0.91624122 0.88323136 0.84560160 0.81442530 0.78754072 0.77370008 #> [25] 0.76060870 0.73249117 0.70166317 0.69160104 0.68556159 0.63883892 #> [31] 0.57650340 0.55579700 0.54613239 0.50468780 0.42107038 0.34980219 #> [37] 0.29382094 0.22736049 0.19030489 0.18719225 0.11776832 0.01881082 #> [43] -0.04372121 -0.14947778 -0.23091058 -0.24680183 -0.26534549 -0.28601758 #> [49] -0.34542504 -0.40704065 -0.42600825 -0.44124686 -0.44953195 -0.45218235 #> [55] -0.45584269 -0.50648138 -0.55784320 -0.56002224 -0.57143018 -0.58906360 #> [61] -0.59680901 -0.60006645 -0.60961927 -0.61972007 -0.64311997 -0.69974256 #> [67] -0.74335190 -0.75329464 -0.75817887 -0.76385969 -0.76877014 -0.77260897 #> [73] -0.77454152 -0.77553120 -0.77727363 -0.78011344 -0.79727773 -0.81370232 #> [79] -0.82022379 -0.82650195 -0.83112793 -0.83540483 -0.83963607 -0.84517396 #> [85] -0.84918187 -0.85408681 -0.85949938 -0.86421694 -0.86986199 -0.87975160 #> [91] -0.88774571 -0.89315294 -0.89768658 -0.90259485 -0.90851326 -0.91260311 #> [97] -0.91700673 -0.92082026 -0.92487330 -0.92837130 -0.93172857 -0.93391867 #> [103] -0.93572254 -0.93986797 -0.94556955 -0.95018563 -0.95326363 -0.95576924 #> [109] -0.95676833 -0.95720611 -0.95769607 -0.95876763 -0.96048934 -0.96168665 #> [115] -0.96284730 -0.96449333 -0.96532797 -0.96942307 -0.97540202 -0.97988917 #> [121] -0.98267991 -0.98331678 -0.98410484 -0.98496976 -0.98565717 -0.98598936 #> [127] -0.98617536 -0.98628265 -0.98638358 -0.98688474 -0.98748132 -0.98840868 #> [133] -0.98987992 -0.99092989 -0.99162544 -0.99305327 -0.99452832 -0.99604006 #> [139] -0.99738067 -0.99857773 -0.99969600 -1.99982694 #> #> #> $ev.list[[3]] #> $ev.list[[3]]$tp #> [1] 0 1 2 3 4 5 6 7 8 9 10 10 10 11 12 12 13 14 14 15 16 17 17 17 17 #> [26] 17 18 18 19 19 20 21 22 23 24 25 25 26 27 28 29 30 30 31 31 32 32 32 32 33 #> [51] 33 33 33 34 34 35 35 36 37 37 38 38 39 39 39 39 40 40 40 40 40 40 41 41 41 #> [76] 42 42 42 42 43 43 43 43 44 44 44 44 45 45 45 45 45 45 45 45 46 46 46 46 46 #> [101] 46 46 46 46 47 48 48 48 48 48 48 48 49 49 50 50 50 50 51 51 51 51 51 52 52 #> [126] 52 52 52 52 52 52 52 53 53 53 53 53 53 53 53 53 53 #> #> $ev.list[[3]]$tn #> [1] 88 88 88 88 88 88 88 88 88 88 88 87 86 86 86 85 85 85 84 84 84 84 83 82 81 #> [26] 80 80 79 79 78 78 78 78 78 78 78 77 77 77 77 77 77 76 76 75 75 74 73 72 72 #> [51] 71 70 69 69 68 68 67 67 67 66 66 65 65 64 63 62 62 61 60 59 58 57 57 56 55 #> [76] 55 54 53 52 52 51 50 49 49 48 47 46 46 45 44 43 42 41 40 39 39 38 37 36 35 #> [101] 34 33 32 31 31 31 30 29 28 27 26 25 25 24 24 23 22 21 21 20 19 18 17 17 16 #> [126] 15 14 13 12 11 10 9 9 8 7 6 5 4 3 2 1 0 #> #> $ev.list[[3]]$fp #> [1] 0 0 0 0 0 0 0 0 0 0 0 1 2 2 2 3 3 3 4 4 4 4 5 6 7 #> [26] 8 8 9 9 10 10 10 10 10 10 10 11 11 11 11 11 11 12 12 13 13 14 15 16 16 #> [51] 17 18 19 19 20 20 21 21 21 22 22 23 23 24 25 26 26 27 28 29 30 31 31 32 33 #> [76] 33 34 35 36 36 37 38 39 39 40 41 42 42 43 44 45 46 47 48 49 49 50 51 52 53 #> [101] 54 55 56 57 57 57 58 59 60 61 62 63 63 64 64 65 66 67 67 68 69 70 71 71 72 #> [126] 73 74 75 76 77 78 79 79 80 81 82 83 84 85 86 87 88 #> #> $ev.list[[3]]$fn #> [1] 53 52 51 50 49 48 47 46 45 44 43 43 43 42 41 41 40 39 39 38 37 36 36 36 36 #> [26] 36 35 35 34 34 33 32 31 30 29 28 28 27 26 25 24 23 23 22 22 21 21 21 21 20 #> [51] 20 20 20 19 19 18 18 17 16 16 15 15 14 14 14 14 13 13 13 13 13 13 12 12 12 #> [76] 11 11 11 11 10 10 10 10 9 9 9 9 8 8 8 8 8 8 8 8 7 7 7 7 7 #> [101] 7 7 7 7 6 5 5 5 5 5 5 5 4 4 3 3 3 3 2 2 2 2 2 1 1 #> [126] 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 #> #> $ev.list[[3]]$thresholds #> [1] 1.9999840301 0.9999839143 0.9999786722 0.9999482603 0.9998153013 #> [6] 0.9996620730 0.9995931560 0.9985134363 0.9972465153 0.9898073219 #> [11] 0.9809412931 0.9759777752 0.9659951658 0.9392358688 0.9124356880 #> [16] 0.8990626896 0.8893749640 0.8860320349 0.8805863631 0.8753430463 #> [21] 0.8748632033 0.7996655236 0.7084349250 0.6894088762 0.6047564821 #> [26] 0.4886241311 0.4034852461 0.3379656198 0.3000562559 0.2739669341 #> [31] 0.2631115424 0.2364674610 0.2061363147 0.1928015194 0.1892667408 #> [36] 0.1494567492 0.1027817573 0.0915919457 0.0787145308 0.0647319147 #> [41] 0.0436974009 0.0214666885 0.0124281057 0.0048695325 -0.0009116725 #> [46] -0.0077065446 -0.0305377215 -0.0566339179 -0.0652175524 -0.0882379151 #> [51] -0.1215819040 -0.1364979254 -0.1462157288 -0.1547103506 -0.1872105929 #> [56] -0.2262751487 -0.2521851407 -0.2966545145 -0.3389540805 -0.3590681334 #> [61] -0.3645301628 -0.3817903210 -0.4170130317 -0.4472721577 -0.4609932036 #> [66] -0.4856636088 -0.5144018416 -0.5266741651 -0.5627904901 -0.6047804878 #> [71] -0.6313639759 -0.6576811864 -0.6823824197 -0.7094554957 -0.7293826332 #> [76] -0.7360245689 -0.7375509908 -0.7414554785 -0.7522834104 -0.7672349553 #> [81] -0.7828509562 -0.7968822198 -0.8070314752 -0.8114177253 -0.8132300050 #> [86] -0.8159537306 -0.8183973553 -0.8223728708 -0.8292760551 -0.8354365063 #> [91] -0.8398089761 -0.8525150379 -0.8647114205 -0.8671209030 -0.8707258791 #> [96] -0.8768291547 -0.8831272033 -0.8880693485 -0.8903027051 -0.8910652006 #> [101] -0.8917229027 -0.8935479782 -0.8955313172 -0.9020209241 -0.9181874027 #> [106] -0.9293189321 -0.9316249187 -0.9374348037 -0.9424229283 -0.9455329067 #> [111] -0.9482894693 -0.9493988516 -0.9523269608 -0.9558991610 -0.9587666274 #> [116] -0.9605553932 -0.9626139309 -0.9643330775 -0.9645859697 -0.9653730383 #> [121] -0.9686706326 -0.9732544594 -0.9751898852 -0.9752897365 -0.9753881848 #> [126] -0.9779499574 -0.9804179552 -0.9805577485 -0.9807603273 -0.9817155882 #> [131] -0.9828037593 -0.9838419551 -0.9866400902 -0.9898346039 -0.9918989587 #> [136] -0.9929188822 -0.9933759571 -0.9938613425 -0.9952490466 -0.9980996111 #> [141] -0.9998477198 -1.9999133629 #> #> #> #> $pr.list #> $pr.list[[1]] #> $pr.list[[1]]$x #> [1] 0.00000000 0.01886792 0.03773585 0.05660377 0.07547170 0.09433962 #> [7] 0.11320755 0.13207547 0.15094340 0.16981132 0.18867925 0.20754717 #> [13] 0.20754717 0.20754717 0.22641509 0.24528302 0.26415094 0.26415094 #> [19] 0.28301887 0.28301887 0.30188679 0.32075472 0.33962264 0.35849057 #> [25] 0.35849057 0.35849057 0.37735849 0.39622642 0.39622642 0.41509434 #> [31] 0.41509434 0.41509434 0.43396226 0.43396226 0.45283019 0.47169811 #> [37] 0.47169811 0.47169811 0.47169811 0.47169811 0.47169811 0.49056604 #> [43] 0.49056604 0.49056604 0.50943396 0.50943396 0.50943396 0.52830189 #> [49] 0.52830189 0.54716981 0.56603774 0.56603774 0.56603774 0.56603774 #> [55] 0.58490566 0.58490566 0.60377358 0.62264151 0.62264151 0.62264151 #> [61] 0.62264151 0.64150943 0.64150943 0.64150943 0.66037736 0.66037736 #> [67] 0.66037736 0.66037736 0.66037736 0.66037736 0.67924528 0.67924528 #> [73] 0.67924528 0.69811321 0.69811321 0.69811321 0.71698113 0.73584906 #> [79] 0.75471698 0.75471698 0.77358491 0.77358491 0.79245283 0.79245283 #> [85] 0.81132075 0.81132075 0.81132075 0.81132075 0.81132075 0.81132075 #> [91] 0.83018868 0.83018868 0.83018868 0.83018868 0.84905660 0.86792453 #> [97] 0.86792453 0.86792453 0.86792453 0.86792453 0.88679245 0.88679245 #> [103] 0.90566038 0.90566038 0.92452830 0.92452830 0.92452830 0.94339623 #> [109] 0.94339623 0.94339623 0.96226415 0.96226415 0.96226415 0.96226415 #> [115] 0.96226415 0.96226415 0.96226415 0.96226415 0.96226415 0.96226415 #> [121] 0.96226415 0.96226415 0.96226415 0.96226415 0.96226415 0.96226415 #> [127] 0.96226415 0.96226415 0.96226415 0.96226415 0.96226415 0.96226415 #> [133] 0.96226415 0.96226415 0.96226415 0.96226415 0.98113208 0.98113208 #> [139] 1.00000000 1.00000000 1.00000000 1.00000000 #> #> $pr.list[[1]]$y #> [1] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 #> [8] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9166667 0.8461538 #> [15] 0.8571429 0.8666667 0.8750000 0.8235294 0.8333333 0.7894737 0.8000000 #> [22] 0.8095238 0.8181818 0.8260870 0.7916667 0.7600000 0.7692308 0.7777778 #> [29] 0.7500000 0.7586207 0.7333333 0.7096774 0.7187500 0.6969697 0.7058824 #> [36] 0.7142857 0.6944444 0.6756757 0.6578947 0.6410256 0.6250000 0.6341463 #> [43] 0.6190476 0.6046512 0.6136364 0.6000000 0.5869565 0.5957447 0.5833333 #> [50] 0.5918367 0.6000000 0.5882353 0.5769231 0.5660377 0.5740741 0.5636364 #> [57] 0.5714286 0.5789474 0.5689655 0.5593220 0.5500000 0.5573770 0.5483871 #> [64] 0.5396825 0.5468750 0.5384615 0.5303030 0.5223881 0.5147059 0.5072464 #> [71] 0.5142857 0.5070423 0.5000000 0.5068493 0.5000000 0.4933333 0.5000000 #> [78] 0.5064935 0.5128205 0.5063291 0.5125000 0.5061728 0.5121951 0.5060241 #> [85] 0.5119048 0.5058824 0.5000000 0.4942529 0.4886364 0.4831461 0.4888889 #> [92] 0.4835165 0.4782609 0.4731183 0.4787234 0.4842105 0.4791667 0.4742268 #> [99] 0.4693878 0.4646465 0.4700000 0.4653465 0.4705882 0.4660194 0.4711538 #> [106] 0.4666667 0.4622642 0.4672897 0.4629630 0.4587156 0.4636364 0.4594595 #> [113] 0.4553571 0.4513274 0.4473684 0.4434783 0.4396552 0.4358974 0.4322034 #> [120] 0.4285714 0.4250000 0.4214876 0.4180328 0.4146341 0.4112903 0.4080000 #> [127] 0.4047619 0.4015748 0.3984375 0.3953488 0.3923077 0.3893130 0.3863636 #> [134] 0.3834586 0.3805970 0.3777778 0.3823529 0.3795620 0.3840580 0.3812950 #> [141] 0.3785714 0.3758865 #> #> #> $pr.list[[2]] #> $pr.list[[2]]$x #> [1] 0.00000000 0.01886792 0.03773585 0.05660377 0.07547170 0.09433962 #> [7] 0.11320755 0.13207547 0.15094340 0.16981132 0.18867925 0.20754717 #> [13] 0.22641509 0.22641509 0.24528302 0.24528302 0.26415094 0.26415094 #> [19] 0.28301887 0.28301887 0.30188679 0.32075472 0.32075472 0.33962264 #> [25] 0.35849057 0.37735849 0.37735849 0.39622642 0.39622642 0.41509434 #> [31] 0.41509434 0.43396226 0.43396226 0.43396226 0.43396226 0.43396226 #> [37] 0.45283019 0.45283019 0.47169811 0.49056604 0.50943396 0.52830189 #> [43] 0.54716981 0.56603774 0.58490566 0.58490566 0.58490566 0.60377358 #> [49] 0.60377358 0.60377358 0.60377358 0.60377358 0.62264151 0.62264151 #> [55] 0.62264151 0.64150943 0.66037736 0.67924528 0.67924528 0.69811321 #> [61] 0.69811321 0.69811321 0.69811321 0.71698113 0.73584906 0.73584906 #> [67] 0.73584906 0.75471698 0.75471698 0.75471698 0.77358491 0.77358491 #> [73] 0.77358491 0.77358491 0.77358491 0.79245283 0.79245283 0.79245283 #> [79] 0.79245283 0.79245283 0.81132075 0.81132075 0.83018868 0.83018868 #> [85] 0.83018868 0.83018868 0.84905660 0.84905660 0.84905660 0.84905660 #> [91] 0.84905660 0.84905660 0.84905660 0.84905660 0.86792453 0.86792453 #> [97] 0.86792453 0.86792453 0.86792453 0.86792453 0.86792453 0.86792453 #> [103] 0.86792453 0.86792453 0.86792453 0.86792453 0.86792453 0.86792453 #> [109] 0.88679245 0.88679245 0.88679245 0.88679245 0.90566038 0.90566038 #> [115] 0.90566038 0.90566038 0.92452830 0.92452830 0.92452830 0.92452830 #> [121] 0.92452830 0.92452830 0.92452830 0.92452830 0.92452830 0.92452830 #> [127] 0.92452830 0.92452830 0.94339623 0.94339623 0.94339623 0.94339623 #> [133] 0.94339623 0.94339623 0.96226415 0.96226415 0.98113208 0.98113208 #> [139] 0.98113208 1.00000000 1.00000000 1.00000000 #> #> $pr.list[[2]]$y #> [1] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 #> [8] 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 1.0000000 0.9230769 #> [15] 0.9285714 0.8666667 0.8750000 0.8235294 0.8333333 0.7894737 0.8000000 #> [22] 0.8095238 0.7727273 0.7826087 0.7916667 0.8000000 0.7692308 0.7777778 #> [29] 0.7500000 0.7586207 0.7333333 0.7419355 0.7187500 0.6969697 0.6764706 #> [36] 0.6571429 0.6666667 0.6486486 0.6578947 0.6666667 0.6750000 0.6829268 #> [43] 0.6904762 0.6976744 0.7045455 0.6888889 0.6739130 0.6808511 0.6666667 #> [50] 0.6530612 0.6400000 0.6274510 0.6346154 0.6226415 0.6111111 0.6181818 #> [57] 0.6250000 0.6315789 0.6206897 0.6271186 0.6166667 0.6065574 0.5967742 #> [64] 0.6031746 0.6093750 0.6000000 0.5909091 0.5970149 0.5882353 0.5797101 #> [71] 0.5857143 0.5774648 0.5694444 0.5616438 0.5540541 0.5600000 0.5526316 #> [78] 0.5454545 0.5384615 0.5316456 0.5375000 0.5308642 0.5365854 0.5301205 #> [85] 0.5238095 0.5176471 0.5232558 0.5172414 0.5113636 0.5056180 0.5000000 #> [92] 0.4945055 0.4891304 0.4838710 0.4893617 0.4842105 0.4791667 0.4742268 #> [99] 0.4693878 0.4646465 0.4600000 0.4554455 0.4509804 0.4466019 0.4423077 #> [106] 0.4380952 0.4339623 0.4299065 0.4351852 0.4311927 0.4272727 0.4234234 #> [113] 0.4285714 0.4247788 0.4210526 0.4173913 0.4224138 0.4188034 0.4152542 #> [120] 0.4117647 0.4083333 0.4049587 0.4016393 0.3983740 0.3951613 0.3920000 #> [127] 0.3888889 0.3858268 0.3906250 0.3875969 0.3846154 0.3816794 0.3787879 #> [134] 0.3759398 0.3805970 0.3777778 0.3823529 0.3795620 0.3768116 0.3812950 #> [141] 0.3785714 0.3758865 #> #> #> #> $aucspr #> [1] 0.6882303 0.7146422 #>