Using the input in the form of MCMC simulations and after having run the health economic model, produces a summary table of the simulations from the cost-effectiveness analysis.
Arguments
- he
A
bceaobject containing the results of the Bayesian modelling and the economic evaluation.- ...
Additional arguments
- wtp
The value of the willingness to pay threshold to be used in the summary table.
Value
Produces the following elements:
- table
A table with simulation statistics from the economic model
- names.cols
A vector of labels to be associated with each column of the table
- wtp
The selected value of the willingness to pay
- idx_wtp
The index associated with the selected value of the willingness to pay threshold in the grid used to run the analysis
References
Baio G, Dawid aP (2011). “Probabilistic sensitivity analysis in health economics.” Stat. Methods Med. Res., 1--20. ISSN 1477-0334, doi:10.1177/0962280211419832 , https://pubmed.ncbi.nlm.nih.gov/21930515/.
Baio G (2013). Bayesian Methods in Health Economics. CRC.
Examples
# See Baio G., Dawid A.P. (2011) for a detailed description of the
# Bayesian model and economic problem
# Load the processed results of the MCMC simulation model
data(Vaccine)
# Runs the health economic evaluation using BCEA
m <- bcea(e=eff, # defines the variables of
c=cost, # effectiveness and cost
ref=2, # selects the 2nd row of (e, c)
# as containing the reference intervention
interventions=treats, # defines the labels to be associated
# with each intervention
Kmax=50000) # maximum value possible for the willingness
# to pay threshold; implies that k is chosen
# in a grid from the interval (0, Kmax)
# Now can save the simulation exercise in an object using sim_table()
sim_table(m, # uses the results of the economic evaluation
wtp=25000) # selects the particular value for k
#> $Table
#> U1 U2 U* IB2_1 OL VI
#> 1 -36.575816 -38.71760 -36.575816 -2.141786568 2.14178657 -1.75012057
#> 2 -27.925136 -27.67448 -27.674479 0.250657304 0.00000000 7.15121672
#> 3 -28.030244 -33.37394 -28.030244 -5.343696338 5.34369634 6.79545099
#> 4 -53.284080 -47.13734 -47.137342 6.146738369 0.00000000 -12.31164646
#> 5 -43.583889 -40.40469 -40.404691 3.179197609 0.00000000 -5.57899569
#> 6 -42.374564 -33.08547 -33.085465 9.289098731 0.00000000 1.74023011
#> 7 -32.442356 -37.50684 -32.442356 -5.064481574 5.06448157 2.38333915
#> 8 -51.938478 -44.82658 -44.826583 7.111894853 0.00000000 -10.00088760
#> 9 -24.636412 -23.98616 -23.986156 0.650256008 0.00000000 10.83953966
#> 10 -46.181241 -37.34967 -37.349674 8.831567129 0.00000000 -2.52397818
#> 11 -58.095859 -45.57886 -45.578863 12.516995944 0.00000000 -10.75316756
#> 12 -32.026167 -30.02358 -30.023579 2.002587855 0.00000000 4.80211644
#> 13 -24.890578 -26.54063 -24.890578 -1.650056731 1.65005673 9.93511782
#> 14 -51.083390 -34.23447 -34.234473 16.848916771 0.00000000 0.59122249
#> 15 -70.975370 -50.83694 -50.836939 20.138431719 0.00000000 -16.01124327
#> 16 -32.343576 -35.74223 -32.343576 -3.398653900 3.39865390 2.48211897
#> 17 -11.337758 -16.12295 -11.337758 -4.785191763 4.78519176 23.48793764
#> 18 -39.751995 -29.86185 -29.861855 9.890139925 0.00000000 4.96384036
#> 19 -22.209179 -20.04740 -20.047398 2.161781794 0.00000000 14.77829781
#> 20 -45.634345 -62.35286 -45.634345 -16.718519479 16.71851948 -10.80864921
#> 21 -57.546460 -58.46125 -57.546460 -0.914786605 0.91478660 -22.72076498
#> 22 -55.815147 -47.81379 -47.813791 8.001355368 0.00000000 -12.98809588
#> 23 -65.979134 -66.06333 -65.979134 -0.084192580 0.08419258 -31.15343861
#> 24 -15.835575 -26.56841 -15.835575 -10.732836457 10.73283646 18.99012037
#> 25 -21.058746 -35.30491 -21.058746 -14.246165005 14.24616500 13.76694955
#> 26 -60.520260 -42.14622 -42.146217 18.374042590 0.00000000 -7.32052195
#> 27 -28.205540 -35.51466 -28.205540 -7.309120295 7.30912030 6.62015527
#> 28 -32.546793 -35.80048 -32.546793 -3.253683844 3.25368384 2.27890260
#> 29 -16.380093 -21.60875 -16.380093 -5.228658088 5.22865809 18.44560236
#> 30 -13.457847 -14.79877 -13.457847 -1.340925281 1.34092528 21.36784849
#> 31 -65.583149 -52.36537 -52.365370 13.217778975 0.00000000 -17.53967468
#> 32 -17.028951 -19.81625 -17.028951 -2.787299396 2.78729940 17.79674468
#> 33 -26.907486 -24.45174 -24.451744 2.455741729 0.00000000 10.37395142
#> 34 -31.516522 -28.31237 -28.312370 3.204152450 0.00000000 6.51332535
#> 35 -30.040100 -30.98166 -30.040100 -0.941562516 0.94156252 4.78559531
#> 36 -41.829563 -34.43487 -34.434870 7.394693338 0.00000000 0.39082575
#> 37 -47.162775 -40.30695 -40.306946 6.855828925 0.00000000 -5.48125071
#> 38 -23.397917 -36.38016 -23.397917 -12.982237974 12.98223797 11.42777809
#> 39 -45.966264 -42.40697 -42.406965 3.559298695 0.00000000 -7.58127000
#> 40 -30.728312 -33.35439 -30.728312 -2.626079843 2.62607984 4.09738320
#> 41 -50.290582 -46.21712 -46.217119 4.073462811 0.00000000 -11.39142371
#> 42 -21.747744 -29.78883 -21.747744 -8.041085884 8.04108588 13.07795164
#> 43 -36.740928 -30.35715 -30.357146 6.383781601 0.00000000 4.46854936
#> 44 -24.905508 -39.28508 -24.905508 -14.379574532 14.37957453 9.92018707
#> 45 -53.629450 -39.94290 -39.942903 13.686546690 0.00000000 -5.11720771
#> 46 -32.731200 -28.45269 -28.452689 4.278510704 0.00000000 6.37300616
#> 47 -38.813444 -37.71039 -37.710393 1.103050871 0.00000000 -2.88469761
#> 48 -60.413052 -46.71309 -46.713085 13.699966967 0.00000000 -11.88738988
#> 49 -21.078197 -19.70921 -19.709211 1.368985396 0.00000000 15.11648388
#> 50 -31.283131 -32.32021 -31.283131 -1.037080196 1.03708020 3.54256394
#> 51 -32.450047 -41.29502 -32.450047 -8.844978195 8.84497820 2.37564867
#> 52 -53.773562 -50.06956 -50.069563 3.703998418 0.00000000 -15.24386791
#> 53 -39.256315 -31.63766 -31.637663 7.618651922 0.00000000 3.18803237
#> 54 -32.095946 -28.83281 -28.832811 3.263135708 0.00000000 5.99288467
#> 55 -41.251946 -44.26889 -41.251946 -3.016945048 3.01694505 -6.42625028
#> 56 -56.130175 -46.32287 -46.322871 9.807304205 0.00000000 -11.49717582
#> 57 -23.751435 -41.63394 -23.751435 -17.882509187 17.88250919 11.07426052
#> 58 -36.168239 -29.83677 -29.836770 6.331468540 0.00000000 4.98892489
#> 59 -31.311610 -31.06406 -31.064060 0.247550071 0.00000000 3.76163553
#> 60 -57.964741 -44.05080 -44.050797 13.913943492 0.00000000 -9.22510211
#> 61 -42.581161 -36.25501 -36.255012 6.326148865 0.00000000 -1.42931660
#> 62 -39.898754 -29.85403 -29.854033 10.044721225 0.00000000 4.97166211
#> 63 -53.781040 -44.48163 -44.481631 9.299409087 0.00000000 -9.65593570
#> 64 -69.614271 -48.36707 -48.367068 21.247202691 0.00000000 -13.54137270
#> 65 -16.468131 -25.18588 -16.468131 -8.717744390 8.71774439 18.35756408
#> 66 -19.604551 -26.60639 -19.604551 -7.001836291 7.00183629 15.22114415
#> 67 -45.405402 -43.17445 -43.174446 2.230955572 0.00000000 -8.34875062
#> 68 -26.864505 -27.54852 -26.864505 -0.684019271 0.68401927 7.96119020
#> 69 -37.607518 -36.44240 -36.442401 1.165116878 0.00000000 -1.61670555
#> 70 -38.487461 -41.94032 -38.487461 -3.452862170 3.45286217 -3.66176588
#> 71 -23.027365 -25.09422 -23.027365 -2.066858536 2.06685854 11.79833017
#> 72 -14.336558 -18.17653 -14.336558 -3.839968809 3.83996881 20.48913714
#> 73 -45.763256 -37.42407 -37.424070 8.339185994 0.00000000 -2.59837477
#> 74 -38.293169 -38.54554 -38.293169 -0.252373112 0.25237311 -3.46747371
#> 75 -50.172148 -47.85474 -47.854736 2.317412007 0.00000000 -13.02904027
#> 76 -23.809870 -22.01309 -22.013093 1.796777165 0.00000000 12.81260243
#> 77 -37.748501 -30.80923 -30.809229 6.939271892 0.00000000 4.01646583
#> 78 -23.524954 -27.07055 -23.524954 -3.545599930 3.54559993 11.30074119
#> 79 -47.140215 -32.83611 -32.836111 14.304104346 0.00000000 1.98958439
#> 80 -25.063105 -24.82709 -24.827085 0.236019793 0.00000000 9.99860992
#> 81 -37.676658 -35.71838 -35.718380 1.958278380 0.00000000 -0.89268464
#> 82 -27.961527 -37.20587 -27.961527 -9.244344164 9.24434416 6.86416789
#> 83 -26.488039 -32.34358 -26.488039 -5.855537156 5.85553716 8.33765678
#> 84 -17.818883 -28.87161 -17.818883 -11.052727716 11.05272772 17.00681255
#> 85 -39.009508 -35.86738 -35.867378 3.142130329 0.00000000 -1.04168258
#> 86 -38.533784 -31.32709 -31.327093 7.206691469 0.00000000 3.49860255
#> 87 -36.486330 -27.86485 -27.864848 8.621482106 0.00000000 6.96084695
#> 88 -59.789430 -57.11228 -57.112285 2.677145466 0.00000000 -22.28658919
#> 89 -24.151853 -26.45561 -24.151853 -2.303754714 2.30375471 10.67384233
#> 90 -16.370847 -19.69877 -16.370847 -3.327921974 3.32792197 18.45484816
#> 91 -29.632758 -29.51358 -29.513584 0.119174302 0.00000000 5.31211156
#> 92 -39.893569 -39.49942 -39.499421 0.394148010 0.00000000 -4.67372527
#> 93 -21.272298 -33.24018 -21.272298 -11.967880869 11.96788087 13.55339705
#> 94 -30.387725 -37.05681 -30.387725 -6.669085502 6.66908550 4.43797030
#> 95 -33.350816 -31.41187 -31.411871 1.938944615 0.00000000 3.41382385
#> 96 -40.029505 -35.15516 -35.155161 4.874343446 0.00000000 -0.32946605
#> 97 -17.702393 -26.73252 -17.702393 -9.030124646 9.03012465 17.12330254
#> 98 -16.127988 -24.72537 -16.127988 -8.597384356 8.59738436 18.69770758
#> 99 -50.581388 -43.91244 -43.912443 6.668944785 0.00000000 -9.08674742
#> 100 -64.221127 -53.02862 -53.028617 11.192510294 0.00000000 -18.20292172
#> 101 -36.130258 -35.79804 -35.798040 0.332217564 0.00000000 -0.97234507
#> 102 -35.362101 -34.25108 -34.251078 1.111022605 0.00000000 0.57461703
#> 103 -35.294245 -30.87344 -30.873443 4.420801341 0.00000000 3.95225210
#> 104 -57.272375 -38.28796 -38.287956 18.984419500 0.00000000 -3.46226020
#> 105 -32.479352 -25.94254 -25.942536 6.536816830 0.00000000 8.88315967
#> 106 -39.643964 -32.67332 -32.673319 6.970644816 0.00000000 2.15237657
#> 107 -31.195435 -30.59790 -30.597905 0.597530351 0.00000000 4.22779068
#> 108 -75.368749 -68.87114 -68.871141 6.497608011 0.00000000 -34.04544564
#> 109 -61.750837 -40.70930 -40.709297 21.041539633 0.00000000 -5.88360202
#> 110 -20.317452 -29.21184 -20.317452 -8.894387577 8.89438758 14.50824370
#> 111 -27.512964 -33.35347 -27.512964 -5.840509056 5.84050906 7.31273132
#> 112 -36.481115 -33.36829 -33.368290 3.112824813 0.00000000 1.45740490
#> 113 -32.820145 -38.43081 -32.820145 -5.610661383 5.61066138 2.00555042
#> 114 -36.545720 -41.35659 -36.545720 -4.810874470 4.81087447 -1.72002482
#> 115 -32.686484 -32.78388 -32.686484 -0.097400906 0.09740091 2.13921135
#> 116 -23.515710 -25.64790 -23.515710 -2.132185386 2.13218539 11.30998493
#> 117 -25.267368 -26.91231 -25.267368 -1.644946781 1.64494678 9.55832750
#> 118 -37.768277 -36.61777 -36.617767 1.150510161 0.00000000 -1.79207194
#> 119 -26.373342 -25.00879 -25.008792 1.364550375 0.00000000 9.81690373
#> 120 -29.410483 -27.68329 -27.683286 1.727196759 0.00000000 7.14240912
#> 121 -18.101748 -21.30367 -18.101748 -3.201923502 3.20192350 16.72394732
#> 122 -38.641283 -32.76287 -32.762875 5.878408065 0.00000000 2.06282036
#> 123 -33.765743 -44.97225 -33.765743 -11.206504323 11.20650432 1.05995245
#> 124 -23.770044 -32.16060 -23.770044 -8.390560525 8.39056052 11.05565098
#> 125 -30.701205 -40.14649 -30.701205 -9.445283451 9.44528345 4.12449063
#> 126 -50.582718 -46.21238 -46.212379 4.370339514 0.00000000 -11.38668364
#> 127 -20.976377 -22.33520 -20.976377 -1.358827239 1.35882724 13.84931785
#> 128 -22.305728 -22.21149 -22.211487 0.094241483 0.00000000 12.61420841
#> 129 -21.095577 -29.42030 -21.095577 -8.324721461 8.32472146 13.73011804
#> 130 -73.165434 -60.35362 -60.353618 12.811816080 0.00000000 -25.52792240
#> 131 -14.167808 -17.44756 -14.167808 -3.279747387 3.27974739 20.65788730
#> 132 -35.898002 -27.55970 -27.559703 8.338299594 0.00000000 7.26599255
#> 133 -40.270884 -39.93264 -39.932643 0.338240439 0.00000000 -5.10694782
#> 134 -38.734717 -41.17318 -38.734717 -2.438466452 2.43846645 -3.90902136
#> 135 -29.156116 -30.85489 -29.156116 -1.698769769 1.69876977 5.66957895
#> 136 -22.955637 -21.33305 -21.333052 1.622584124 0.00000000 13.49264284
#> 137 -62.252900 -42.70410 -42.704101 19.548799049 0.00000000 -7.87840533
#> 138 -102.177758 -98.97074 -98.970738 3.207020713 0.00000000 -64.14504225
#> 139 -32.796649 -32.64367 -32.643667 0.152981896 0.00000000 2.18202826
#> 140 -47.678110 -33.08435 -33.084353 14.593756554 0.00000000 1.74134216
#> 141 -21.151776 -25.22621 -21.151776 -4.074438158 4.07443816 13.67391883
#> 142 -32.122050 -30.08375 -30.083752 2.038298186 0.00000000 4.74194333
#> 143 -26.296902 -21.54334 -21.543335 4.753566466 0.00000000 13.28235983
#> 144 -43.025423 -36.88249 -36.882494 6.142929215 0.00000000 -2.05679820
#> 145 -42.776739 -36.51205 -36.512047 6.264691852 0.00000000 -1.68635164
#> 146 -37.569702 -36.68284 -36.682845 0.886856848 0.00000000 -1.85714960
#> 147 -24.209486 -27.40378 -24.209486 -3.194292535 3.19429253 10.61620946
#> 148 -47.982241 -48.38364 -47.982241 -0.401395621 0.40139562 -13.15654598
#> 149 -77.713228 -40.99638 -40.996379 36.716849222 0.00000000 -6.17068381
#> 150 -43.769330 -42.28314 -42.283136 1.486194422 0.00000000 -7.45744060
#> 151 -34.694712 -34.31585 -34.315852 0.378859966 0.00000000 0.50984346
#> 152 -41.453318 -36.63997 -36.639973 4.813345061 0.00000000 -1.81427779
#> 153 -16.005288 -31.02543 -16.005288 -15.020139478 15.02013948 18.82040685
#> 154 -25.713444 -28.85638 -25.713444 -3.142937387 3.14293739 9.11225157
#> 155 -37.226397 -35.77600 -35.776001 1.450396149 0.00000000 -0.95030597
#> 156 -55.145835 -48.32931 -48.329315 6.816520307 0.00000000 -13.50361959
#> 157 -32.063611 -34.97150 -32.063611 -2.907888768 2.90788877 2.76208425
#> 158 -26.914447 -27.30613 -26.914447 -0.391679010 0.39167901 7.91124801
#> 159 -30.465354 -34.34856 -30.465354 -3.883208099 3.88320810 4.36034114
#> 160 -17.128446 -22.01007 -17.128446 -4.881623036 4.88162304 17.69724973
#> 161 -18.982632 -21.73387 -18.982632 -2.751241073 2.75124107 15.84306340
#> 162 -29.627395 -31.66658 -29.627395 -2.039187271 2.03918727 5.19829996
#> 163 -48.904341 -46.09079 -46.090787 2.813553833 0.00000000 -11.26509137
#> 164 -18.961366 -37.81434 -18.961366 -18.852976457 18.85297646 15.86432938
#> 165 -54.053516 -40.70611 -40.706107 13.347409462 0.00000000 -5.88041128
#> 166 -23.368485 -27.95576 -23.368485 -4.587274212 4.58727421 11.45721065
#> 167 -68.408452 -55.10636 -55.106361 13.302090755 0.00000000 -20.28066590
#> 168 -14.396777 -19.08608 -14.396777 -4.689303738 4.68930374 20.42891833
#> 169 -21.877446 -22.32783 -21.877446 -0.450385931 0.45038593 12.94824965
#> 170 -52.088647 -39.23704 -39.237038 12.851609740 0.00000000 -4.41134223
#> 171 -40.602559 -38.00148 -38.001479 2.601079055 0.00000000 -3.17578416
#> 172 -90.117895 -64.17205 -64.172054 25.945841723 0.00000000 -29.34635819
#> 173 -42.967861 -41.29128 -41.291278 1.676582647 0.00000000 -6.46558312
#> 174 -18.919770 -24.94893 -18.919770 -6.029161507 6.02916151 15.90592528
#> 175 -27.905601 -24.48260 -24.482599 3.423001841 0.00000000 10.34309617
#> 176 -21.678387 -28.27715 -21.678387 -6.598765388 6.59876539 13.14730854
#> 177 -50.563328 -41.19976 -41.199759 9.363569435 0.00000000 -6.37406371
#> 178 -41.250746 -31.43356 -31.433562 9.817184236 0.00000000 3.39213366
#> 179 -26.031496 -22.41968 -22.419679 3.611816799 0.00000000 12.40601593
#> 180 -38.494198 -29.46339 -29.463386 9.030811584 0.00000000 5.36230906
#> 181 -48.839379 -48.48224 -48.482242 0.357137333 0.00000000 -13.65654643
#> 182 -56.157495 -47.01324 -47.013237 9.144257614 0.00000000 -12.18754196
#> 183 -33.728531 -28.12095 -28.120955 5.607576517 0.00000000 6.70474063
#> 184 -39.189497 -27.14658 -27.146580 12.042916152 0.00000000 7.67911492
#> 185 -31.813690 -25.48912 -25.489124 6.324565778 0.00000000 9.33657110
#> 186 -31.362853 -28.05437 -28.054367 3.308485529 0.00000000 6.77132829
#> 187 -43.777680 -38.65037 -38.650366 5.127314321 0.00000000 -3.82467024
#> 188 -57.779115 -37.64703 -37.647026 20.132089505 0.00000000 -2.82133030
#> 189 -30.089107 -27.57487 -27.574865 2.514241541 0.00000000 7.25083024
#> 190 -39.009576 -36.26101 -36.261014 2.748562204 0.00000000 -1.43531850
#> 191 -61.747320 -57.25016 -57.250158 4.497161323 0.00000000 -22.42446314
#> 192 -18.906172 -18.93203 -18.906172 -0.025862055 0.02586206 15.91952330
#> 193 -56.192418 -54.60127 -54.601272 1.591146473 0.00000000 -19.77557663
#> 194 -19.913740 -21.94147 -19.913740 -2.027729431 2.02772943 14.91195549
#> 195 -58.460399 -46.11007 -46.110069 12.350329984 0.00000000 -11.28437403
#> 196 -34.404608 -38.74589 -34.404608 -4.341280845 4.34128084 0.42108742
#> 197 -23.395499 -27.07562 -23.395499 -3.680120680 3.68012068 11.43019646
#> 198 -34.999742 -27.90102 -27.901016 7.098726119 0.00000000 6.92467946
#> 199 -37.690703 -39.77269 -37.690703 -2.081983179 2.08198318 -2.86500719
#> 200 -33.017476 -31.09734 -31.097345 1.920130630 0.00000000 3.72835039
#> 201 -16.911293 -23.02700 -16.911293 -6.115703832 6.11570383 17.91440223
#> 202 -19.342889 -23.85679 -19.342889 -4.513896800 4.51389680 15.48280598
#> 203 -27.260617 -29.87794 -27.260617 -2.617319288 2.61731929 7.56507813
#> 204 -22.972979 -21.96643 -21.966434 1.006544777 0.00000000 12.85926137
#> 205 -41.258759 -34.07300 -34.073004 7.185755468 0.00000000 0.75269171
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#> 842 -28.830840 -27.45771 -27.457715 1.373125695 0.00000000 7.36798069
#> 843 -52.338228 -38.43021 -38.430210 13.908017925 0.00000000 -3.60451506
#> 844 -38.194302 -42.21644 -38.194302 -4.022135571 4.02213557 -3.36860621
#> 845 -51.267761 -56.58512 -51.267761 -5.317357640 5.31735764 -16.44206553
#> 846 -27.425589 -26.91016 -26.910158 0.515430892 0.00000000 7.91553716
#> 847 -46.964820 -34.14595 -34.145950 12.818869799 0.00000000 0.67974487
#> 848 -69.948361 -58.21453 -58.214535 11.733826502 0.00000000 -23.38883926
#> 849 -22.565197 -31.35577 -22.565197 -8.790577480 8.79057748 12.26049838
#> 850 -52.752755 -46.71495 -46.714950 6.037805442 0.00000000 -11.88925455
#> 851 -46.358195 -41.23692 -41.236922 5.121273542 0.00000000 -6.41122656
#> 852 -35.892906 -39.78711 -35.892906 -3.894200965 3.89420096 -1.06721063
#> 853 -40.202667 -40.72536 -40.202667 -0.522689015 0.52268901 -5.37697145
#> 854 -41.625298 -43.61490 -41.625298 -1.989598279 1.98959828 -6.79960307
#> 855 -27.528954 -21.91579 -21.915789 5.613165354 0.00000000 12.90990675
#> 856 -55.571381 -46.35836 -46.358360 9.213021711 0.00000000 -11.53266437
#> 857 -34.402609 -34.30217 -34.302174 0.100434950 0.00000000 0.52352154
#> 858 -22.756093 -24.37069 -22.756093 -1.614595722 1.61459572 12.06960235
#> 859 -38.680828 -38.17853 -38.178528 0.502300410 0.00000000 -3.35283236
#> 860 -49.234869 -41.83267 -41.832666 7.402202945 0.00000000 -7.00697117
#> 861 -38.960149 -41.15109 -38.960149 -2.190941338 2.19094134 -4.13445397
#> 862 -63.857382 -54.10906 -54.109059 9.748323302 0.00000000 -19.28336341
#> 863 -31.177706 -29.93048 -29.930485 1.247220738 0.00000000 4.89521048
#> 864 -40.363029 -35.32875 -35.328749 5.034279633 0.00000000 -0.50305356
#> 865 -32.514886 -34.11995 -32.514886 -1.605066510 1.60506651 2.31080930
#> 866 -46.579931 -39.91749 -39.917493 6.662437860 0.00000000 -5.09179770
#> 867 -25.594053 -25.73878 -25.594053 -0.144731614 0.14473161 9.23164228
#> 868 -26.280421 -24.54068 -24.540677 1.739743976 0.00000000 10.28501862
#> 869 -31.059032 -25.87988 -25.879884 5.179147124 0.00000000 8.94581090
#> 870 -26.925822 -27.31467 -26.925822 -0.388847335 0.38884733 7.89987313
#> 871 -48.302524 -61.13593 -48.302524 -12.833404131 12.83340413 -13.47682876
#> 872 -52.343015 -39.08331 -39.083312 13.259703467 0.00000000 -4.25761632
#> 873 -28.070898 -28.10876 -28.070898 -0.037858308 0.03785831 6.75479710
#> 874 -30.596681 -35.01496 -30.596681 -4.418280693 4.41828069 4.22901480
#> 875 -17.113713 -19.86929 -17.113713 -2.755576082 2.75557608 17.71198194
#> 876 -30.988352 -25.60191 -25.601910 5.386442115 0.00000000 9.22378577
#> 877 -24.302616 -22.38162 -22.381616 1.921000034 0.00000000 12.44407907
#> 878 -36.927773 -22.15007 -22.150067 14.777705876 0.00000000 12.67562812
#> 879 -42.768976 -41.20309 -41.203093 1.565883026 0.00000000 -6.37739780
#> 880 -27.810045 -23.77593 -23.775933 4.034111950 0.00000000 11.04976206
#> 881 -27.035196 -27.53486 -27.035196 -0.499663718 0.49966372 7.79049899
#> 882 -26.633828 -23.72083 -23.720833 2.912995124 0.00000000 11.10486214
#> 883 -11.603238 -19.34979 -11.603238 -7.746551719 7.74655172 23.22245695
#> 884 -37.350648 -25.21385 -25.213846 12.136802115 0.00000000 9.61184955
#> 885 -35.764025 -51.28410 -35.764025 -15.520077634 15.52007763 -0.93832968
#> 886 -30.528418 -29.19541 -29.195413 1.333005028 0.00000000 5.63028225
#> 887 -19.664684 -33.00711 -19.664684 -13.342427453 13.34242745 15.16101105
#> 888 -26.945836 -30.73729 -26.945836 -3.791452506 3.79145251 7.87985913
#> 889 -31.795032 -32.25140 -31.795032 -0.456369018 0.45636902 3.03066355
#> 890 -19.864072 -25.46546 -19.864072 -5.601384196 5.60138420 14.96162379
#> 891 -43.449781 -34.84675 -34.846752 8.603028898 0.00000000 -0.02105685
#> 892 -48.431579 -36.92244 -36.922436 11.509142934 0.00000000 -2.09674061
#> 893 -58.545939 -51.24628 -51.246277 7.299662749 0.00000000 -16.42058125
#> 894 -44.473891 -37.53303 -37.533026 6.940864523 0.00000000 -2.70733077
#> 895 -27.464096 -25.18566 -25.185664 2.278432407 0.00000000 9.64003177
#> 896 -31.985743 -27.28566 -27.285655 4.700088091 0.00000000 7.54004019
#> 897 -28.629047 -28.67101 -28.629047 -0.041960933 0.04196093 6.19664824
#> 898 -24.022227 -22.64191 -22.641909 1.380317867 0.00000000 12.18378611
#> 899 -39.767679 -40.65619 -39.767679 -0.888515191 0.88851519 -4.94198417
#> 900 -27.058792 -29.70067 -27.058792 -2.641882610 2.64188261 7.76690335
#> 901 -50.714242 -35.89239 -35.892392 14.821849899 0.00000000 -1.06669708
#> 902 -41.618441 -27.90616 -27.906156 13.712284769 0.00000000 6.91953917
#> 903 -23.858741 -28.49932 -23.858741 -4.640583769 4.64058377 10.96695416
#> 904 -29.713827 -33.99794 -29.713827 -4.284116260 4.28411626 5.11186853
#> 905 -41.751568 -50.67227 -41.751568 -8.920703846 8.92070385 -6.92587272
#> 906 -41.354902 -35.59825 -35.598254 5.756648325 0.00000000 -0.77255869
#> 907 -22.441692 -24.59212 -22.441692 -2.150427818 2.15042782 12.38400289
#> 908 -23.711423 -30.97018 -23.711423 -7.258754464 7.25875446 11.11427272
#> 909 -22.952597 -27.77520 -22.952597 -4.822602851 4.82260285 11.87309822
#> 910 -34.623674 -29.30186 -29.301858 5.321815711 0.00000000 5.52383747
#> 911 -38.242953 -36.63384 -36.633844 1.609108360 0.00000000 -1.80814882
#> 912 -36.578542 -32.44066 -32.440657 4.137884817 0.00000000 2.38503810
#> 913 -19.409410 -28.23941 -19.409410 -8.830003423 8.83000342 15.41628559
#> 914 -30.291435 -32.47680 -30.291435 -2.185368378 2.18536838 4.53426021
#> 915 -41.488242 -34.55997 -34.559969 6.928273201 0.00000000 0.26572671
#> 916 -27.670235 -28.94721 -27.670235 -1.276976270 1.27697627 7.15545988
#> 917 -19.293019 -25.32584 -19.293019 -6.032821327 6.03282133 15.53267584
#> 918 -40.170858 -40.29967 -40.170858 -0.128816294 0.12881629 -5.34516256
#> 919 -30.619475 -32.53209 -30.619475 -1.912613364 1.91261336 4.20622021
#> 920 -32.831904 -33.44078 -32.831904 -0.608876050 0.60887605 1.99379145
#> 921 -46.948254 -33.40729 -33.407286 13.540968028 0.00000000 1.41840927
#> 922 -13.170228 -31.26175 -13.170228 -18.091521986 18.09152199 21.65546707
#> 923 -31.089490 -25.32508 -25.325084 5.764406748 0.00000000 9.50061179
#> 924 -29.535986 -40.37809 -29.535986 -10.842102776 10.84210278 5.28970973
#> 925 -46.770086 -56.78714 -46.770086 -10.017058723 10.01705872 -11.94439034
#> 926 -37.877645 -43.84422 -37.877645 -5.966577482 5.96657748 -3.05194927
#> 927 -21.609433 -28.17352 -21.609433 -6.564089933 6.56408993 13.21626195
#> 928 -29.350343 -22.34239 -22.342385 7.007957804 0.00000000 12.48331008
#> 929 -22.581503 -26.80641 -22.581503 -4.224904307 4.22490431 12.24419193
#> 930 -19.929154 -20.89432 -19.929154 -0.965165211 0.96516521 14.89654095
#> 931 -35.853191 -34.15562 -34.155619 1.697572041 0.00000000 0.67007669
#> 932 -29.280579 -35.66376 -29.280579 -6.383183587 6.38318359 5.54511583
#> 933 -42.782708 -37.12598 -37.125975 5.656732830 0.00000000 -2.30028011
#> 934 -64.398227 -52.68949 -52.689491 11.708735710 0.00000000 -17.86379610
#> 935 -54.375214 -43.86415 -43.864145 10.511068979 0.00000000 -9.03845001
#> 936 -31.105217 -38.24942 -31.105217 -7.144200109 7.14420011 3.72047868
#> 937 -57.280995 -45.58849 -45.588489 11.692505324 0.00000000 -10.76279393
#> 938 -20.314048 -30.83581 -20.314048 -10.521760053 10.52176005 14.51164695
#> 939 -47.717675 -40.38705 -40.387050 7.330624702 0.00000000 -5.56135490
#> 940 -35.017103 -31.77475 -31.774748 3.242355139 0.00000000 3.05094754
#> 941 -28.972912 -37.92054 -28.972912 -8.947624724 8.94762472 5.85278370
#> 942 -61.709263 -41.83632 -41.836323 19.872940260 0.00000000 -7.01062734
#> 943 -28.498268 -26.42468 -26.424679 2.073589096 0.00000000 8.40101680
#> 944 -23.476430 -32.77582 -23.476430 -9.299391160 9.29939116 11.34926577
#> 945 -24.839448 -33.38054 -24.839448 -8.541094674 8.54109467 9.98624705
#> 946 -71.360195 -53.39980 -53.399797 17.960397900 0.00000000 -18.57410164
#> 947 -31.257565 -30.87163 -30.871630 0.385935137 0.00000000 3.95406509
#> 948 -46.666844 -35.06900 -35.069004 11.597839166 0.00000000 -0.24330904
#> 949 -33.773768 -35.18319 -33.773768 -1.409423485 1.40942349 1.05192776
#> 950 -49.664049 -41.50245 -41.502447 8.161601836 0.00000000 -6.67675168
#> 951 -25.020204 -24.96256 -24.962563 0.057640900 0.00000000 9.86313265
#> 952 -50.784434 -35.57488 -35.574881 15.209553481 0.00000000 -0.74918558
#> 953 -47.133325 -44.79773 -44.797729 2.335595875 0.00000000 -9.97203366
#> 954 -15.195139 -18.65556 -15.195139 -3.460424906 3.46042491 19.63055652
#> 955 -58.959383 -50.64467 -50.644665 8.314717988 0.00000000 -15.81896982
#> 956 -37.131031 -39.17107 -37.131031 -2.040035839 2.04003584 -2.30533537
#> 957 -24.064513 -22.93854 -22.938544 1.125969273 0.00000000 11.88715117
#> 958 -15.834385 -23.42056 -15.834385 -7.586177171 7.58617717 18.99130994
#> 959 -30.307759 -29.21873 -29.218734 1.089024986 0.00000000 5.60696113
#> 960 -31.958113 -29.84855 -29.848549 2.109564410 0.00000000 4.97714682
#> 961 -28.570159 -36.18767 -28.570159 -7.617513223 7.61751322 6.25553619
#> 962 -42.529496 -37.83789 -37.837891 4.691604961 0.00000000 -3.01219544
#> 963 -51.352502 -41.09164 -41.091641 10.260860948 0.00000000 -6.26594538
#> 964 -35.772453 -26.09408 -26.094077 9.678376352 0.00000000 8.73161873
#> 965 -21.182119 -24.31967 -21.182119 -3.137546837 3.13754684 13.64357621
#> 966 -41.536898 -36.11154 -36.111537 5.425361506 0.00000000 -1.28584137
#> 967 -45.802594 -38.16879 -38.168789 7.633805431 0.00000000 -3.34309351
#> 968 -31.060313 -28.26441 -28.264414 2.795898975 0.00000000 6.56128170
#> 969 -31.543288 -28.71105 -28.711052 2.832236136 0.00000000 6.11464341
#> 970 -47.005711 -47.06168 -47.005711 -0.055971604 0.05597160 -12.18001586
#> 971 -43.348800 -50.27717 -43.348800 -6.928372094 6.92837209 -8.52310477
#> 972 -18.095025 -21.23151 -18.095025 -3.136485082 3.13648508 16.73067066
#> 973 -37.093331 -36.21202 -36.212021 0.881310055 0.00000000 -1.38632569
#> 974 -20.436049 -22.96945 -20.436049 -2.533403030 2.53340303 14.38964663
#> 975 -51.468477 -38.33349 -38.333485 13.134992288 0.00000000 -3.50778971
#> 976 -29.045457 -30.49799 -29.045457 -1.452534256 1.45253426 5.78023794
#> 977 -28.464792 -40.71263 -28.464792 -12.247837324 12.24783732 6.36090300
#> 978 -40.064048 -31.25327 -31.253271 8.810776482 0.00000000 3.57242398
#> 979 -23.098403 -26.82179 -23.098403 -3.723391350 3.72339135 11.72729237
#> 980 -24.156203 -24.90490 -24.156203 -0.748701646 0.74870165 10.66949266
#> 981 -18.176479 -22.35662 -18.176479 -4.180139211 4.18013921 16.64921596
#> 982 -27.210469 -31.21309 -27.210469 -4.002620995 4.00262100 7.61522651
#> 983 -56.970749 -54.47260 -54.472596 2.498153118 0.00000000 -19.64690070
#> 984 -32.078136 -35.10138 -32.078136 -3.023245302 3.02324530 2.74755926
#> 985 -42.039296 -36.08732 -36.087318 5.951977416 0.00000000 -1.26162316
#> 986 -38.579652 -36.05915 -36.059150 2.520502260 0.00000000 -1.23345433
#> 987 -24.653947 -35.08838 -24.653947 -10.434429882 10.43442988 10.17174875
#> 988 -30.105686 -38.72078 -30.105686 -8.615091202 8.61509120 4.72000927
#> 989 -55.837030 -44.00264 -44.002638 11.834392744 0.00000000 -9.17694241
#> 990 -58.380768 -51.32742 -51.327420 7.053348118 0.00000000 -16.50172487
#> 991 -36.079700 -29.23238 -29.232384 6.847316399 0.00000000 5.59331151
#> 992 -30.576011 -28.39595 -28.395946 2.180064907 0.00000000 6.42974933
#> 993 -16.767220 -23.58544 -16.767220 -6.818216019 6.81821602 18.05847571
#> 994 -89.942217 -60.93182 -60.931819 29.010397336 0.00000000 -26.10612395
#> 995 -46.337516 -47.47181 -46.337516 -1.134293175 1.13429317 -11.51182060
#> 996 -63.170017 -49.02473 -49.024726 14.145290909 0.00000000 -14.19903034
#> 997 -23.653379 -44.83142 -23.653379 -21.178036470 21.17803647 11.17231593
#> 998 -21.476949 -31.85681 -21.476949 -10.379865068 10.37986507 13.34874585
#> 999 -26.663848 -24.42500 -24.425002 2.238845425 0.00000000 10.40069284
#> 1000 -35.234486 -32.59782 -32.597825 2.636661457 0.00000000 2.22787079
#> Average -36.054123 -34.82570 -32.411228 1.228428062 2.41446695 2.41446695
#>
#> $names.cols
#> [1] "U1" "U2" "U*" "IB2_1" "OL" "VI"
#>
#> $wtp
#> [1] 25000
#>
#> $ind.table
#> [1] 251
#>