fairadaptBoot object.predict.fairadaptBoot.RdPrediction function for new data from a saved fairadaptBoot object.
# S3 method for fairadaptBoot
predict(object, newdata, ...)Object of class fairadapt, a result of an adaptation
procedure.
A data.frame containing the new data.
Additional arguments forwarded to computeQuants().
A data.frame containing the adapted version of the new data.
The newdata argument should be compatible with adapt.test
argument that was used when constructing the fairadaptBoot object. In
particular, newdata should contain column names that appear in the
formula argument that was used when calling fairadaptBoot() (apart from
the outcome variable on the LHS of the formula).
n_samp <- 200
uni_dim <- c( "gender", "edu", "test", "score")
uni_adj <- matrix(c( 0, 1, 1, 0,
0, 0, 1, 1,
0, 0, 0, 1,
0, 0, 0, 0),
ncol = length(uni_dim),
dimnames = rep(list(uni_dim), 2),
byrow = TRUE)
uni_ada_boot <- fairadaptBoot(score ~ .,
train.data = head(uni_admission, n = n_samp),
adj.mat = uni_adj,
prot.attr = "gender",
n.boot = 5,
keep.object = TRUE
)
predict(object = uni_ada_boot, newdata = tail(uni_admission, n = n_samp))
#> [[1]]
#> gender edu test score
#> 801 0 -1.762386175 -1.211890953 -2.248523253
#> 802 0 -1.525595195 -2.276587625 -2.009755697
#> 803 0 1.170794530 1.169657867 1.191612986
#> 804 0 0.503742999 -0.187664519 -0.697736661
#> 805 0 -0.776969197 -0.355804722 1.984450007
#> 806 0 -0.430447496 -1.209261161 0.789841297
#> 807 0 -0.289240100 -1.156573500 -1.474926656
#> 808 0 -0.544864823 0.812795420 0.497834190
#> 809 0 -0.821708580 -1.353303876 0.982337819
#> 810 0 -2.004058295 -2.036196837 -1.670251654
#> 811 0 -0.292051927 -0.577101911 1.872163467
#> 812 0 0.113279446 0.032173869 1.109306522
#> 813 0 -1.059961139 -0.364127628 -0.347495108
#> 814 0 -1.391352979 -1.193657954 0.841504242
#> 815 0 -0.348293497 -1.120835000 -1.031754054
#> 816 0 -1.001687117 -2.063205515 -1.038394788
#> 817 0 -1.237297868 -2.603903781 -1.253841133
#> 818 0 -1.185584175 -0.629011687 -1.127569653
#> 819 0 -1.090163575 -2.072601121 -1.321760978
#> 820 0 0.097568582 -0.925776788 1.062412448
#> 821 0 -1.977923412 -2.983597500 -1.627486071
#> 822 0 -0.592176006 0.124843632 0.871076451
#> 823 0 0.097568582 -0.064637904 0.667045683
#> 824 0 -0.279717633 -1.093176616 -1.783792760
#> 825 0 0.620924161 -0.114971666 0.050424648
#> 826 0 -1.120194683 -1.141347190 -1.244894150
#> 827 0 -0.284292292 -0.730707398 0.836772353
#> 828 0 0.566041719 0.807542567 -0.318456042
#> 829 0 1.663760353 1.480402631 2.299315681
#> 830 0 -1.997011364 -3.121796235 -0.780448031
#> 831 0 -1.001687117 -2.038334754 0.143680389
#> 832 0 -0.460064592 -0.756921041 -0.197988253
#> 833 0 0.675487598 0.868880270 -0.151364462
#> 834 0 -0.869229220 -2.646687427 -1.604124109
#> 835 0 -0.256472779 -1.440056662 -1.924364325
#> 836 0 -0.015333931 -0.820665352 1.861951160
#> 837 0 -1.977923412 -2.036196837 -1.462275080
#> 838 0 0.138359545 -1.790409294 -0.520312886
#> 839 0 0.229347734 0.106404515 0.318168927
#> 840 0 0.477895250 0.229617350 -0.422195985
#> 841 0 -1.268711009 -3.497560395 -0.094699039
#> 842 0 0.844084462 -0.305803234 -0.789176231
#> 843 0 -0.292051927 -0.730707398 -1.156295463
#> 844 0 0.697135387 0.560881792 0.988820130
#> 845 0 -0.094751785 -1.184286201 -0.383527997
#> 846 0 0.857433150 -0.073025630 1.297151367
#> 847 0 -0.869307914 -1.093176616 -0.509722245
#> 848 0 1.184813575 0.223671853 0.948738536
#> 849 0 0.509482542 0.031115903 -0.960078119
#> 850 0 -0.295124669 -0.004056565 0.069640746
#> 851 0 -0.280587143 -1.968535319 -0.642857333
#> 852 0 0.241140510 0.855783424 1.190722501
#> 853 0 0.714459732 0.190043735 1.672520558
#> 854 0 -0.869307914 -2.504233176 -1.376894259
#> 855 0 1.765927553 1.173632593 1.724080192
#> 856 0 -0.716919789 0.041877886 0.169921945
#> 857 0 -0.439514510 -2.782963224 -1.776423466
#> 858 0 -1.283178362 -1.390920653 -1.176246440
#> 859 0 0.316291286 -0.064637904 1.105173350
#> 860 0 -0.292051927 -1.559090289 -0.352586641
#> 861 0 -1.393405437 -2.227771994 -1.211904179
#> 862 0 0.650752035 0.870076964 0.172484884
#> 863 0 -0.257847380 0.184278366 -0.955779822
#> 864 0 -0.037313912 -0.556922603 -1.240644748
#> 865 0 -1.185584175 -0.559947522 -0.648786856
#> 866 0 0.836348371 1.801792786 0.816701249
#> 867 0 -0.659880020 -1.844452022 -0.468480289
#> 868 0 0.236144107 0.386751900 0.929639751
#> 869 0 1.656675158 1.174964842 0.453241313
#> 870 0 -2.022081286 -1.905372715 -1.723788786
#> 871 0 0.697135387 -0.046012506 -0.035326898
#> 872 0 -0.251867933 -0.318805851 0.608830823
#> 873 0 -1.167368621 -1.865114023 -2.006507850
#> 874 0 0.200417113 0.344140793 0.113582414
#> 875 0 0.328993809 -0.582256658 1.462430907
#> 876 0 0.623657245 -0.972542179 1.586366410
#> 877 0 0.253398410 -0.624238187 -0.142862516
#> 878 0 -0.292051927 -0.355804722 1.685246091
#> 879 0 -1.090163575 -2.038334754 -0.172807492
#> 880 0 -2.179599761 -2.983597500 -0.935532589
#> 881 0 -1.725707315 -2.820512900 -3.559906963
#> 882 0 -1.557369432 -2.772926068 -2.731656754
#> 883 0 -0.351585230 -1.093176616 0.094147384
#> 884 0 0.877554170 0.645716214 2.973083804
#> 885 0 0.097557484 -0.393229676 0.856685667
#> 886 0 -1.743314709 -3.082900705 -2.279216961
#> 887 0 -2.344488163 -1.435563283 -2.255204660
#> 888 0 -1.997011364 -1.995935302 -1.624173997
#> 889 0 0.148831874 -1.434405915 0.095045586
#> 890 0 -3.069242231 -3.712797683 -4.430320178
#> 891 0 -0.460064592 -1.515208888 -1.282782046
#> 892 0 -0.730197066 -1.924209626 -0.867176978
#> 893 0 -0.103882909 -0.546331814 -1.116750069
#> 894 0 0.498140800 -0.395424735 -0.443540996
#> 895 0 0.513260622 0.674104083 0.954496259
#> 896 0 -0.044012452 -1.100644380 0.533034913
#> 897 0 0.824376597 0.838675786 2.434167705
#> 898 0 -0.460064592 0.033154232 1.738022171
#> 899 0 -0.351585230 -1.483878994 -2.522900649
#> 900 0 0.692876508 -0.825026405 -1.421399698
#> 901 0 0.793304107 2.024935105 0.876393816
#> 902 0 -2.008271290 -2.504233176 -3.336136856
#> 903 0 -1.005181934 -1.465181188 -1.620118314
#> 904 0 -1.763352581 -2.603903781 -1.298079833
#> 905 0 -1.314466013 -2.279801899 -0.194242511
#> 906 0 -0.351585230 -0.895118321 -0.539844056
#> 907 0 0.316291286 0.190043735 1.540468960
#> 908 0 -0.274171366 -2.276587625 0.377569531
#> 909 0 -1.185584175 -2.023746740 -0.518650912
#> 910 0 0.148831874 -1.314783591 -1.067862289
#> 911 0 -1.316093279 -1.754439190 -3.002032488
#> 912 0 -0.423314434 -1.375426561 -1.039456538
#> 913 0 0.489578511 -1.241887015 0.657435765
#> 914 0 -1.090163575 -1.498305031 -0.951787515
#> 915 0 -0.118696696 -1.566638938 -1.001299575
#> 916 0 -0.362287300 -1.498664881 -1.546853316
#> 917 0 -0.207705833 0.196853995 0.952588498
#> 918 0 -1.317427229 -1.995935302 -1.853927038
#> 919 0 -0.717063092 -1.275608741 -1.474532010
#> 920 0 -1.977923412 -2.603903781 -0.917686286
#> 921 0 -0.820177528 -1.582146965 -2.008219189
#> 922 0 -1.854995822 -2.496803403 -1.438337544
#> 923 0 -0.248206408 -0.920401499 -0.692028282
#> 924 0 -0.526404056 -1.559090289 -0.837267282
#> 925 0 -1.736567678 -2.390473070 -1.981547684
#> 926 0 0.316291286 -0.046012506 1.517489869
#> 927 0 -0.452806579 -0.005874030 0.631959853
#> 928 0 -0.248206408 0.032173869 0.945444557
#> 929 0 -0.507195135 -1.840148830 -1.432336509
#> 930 0 -0.460064592 -1.124719294 1.250912889
#> 931 0 -2.927492507 -2.892119311 -2.289800236
#> 932 0 0.427196470 0.433596689 0.899829891
#> 933 0 -1.610681784 -1.443623594 -1.207835484
#> 934 0 -0.884406639 -0.440364450 0.465921575
#> 935 0 -0.471112394 -0.895118321 -0.280759713
#> 936 0 0.868146498 1.571927196 1.664871387
#> 937 0 -1.524549736 -0.370525777 -0.948986281
#> 938 0 0.877554170 -0.355804722 1.682221972
#> 939 0 -2.455354703 -3.121796235 -2.162776061
#> 940 0 -0.274171366 -0.559947522 0.587418523
#> 941 0 -1.317427229 -0.877088233 0.356856675
#> 942 0 0.065275309 -0.658202059 -0.317153475
#> 943 0 -1.525595195 -2.072601121 -1.481437987
#> 944 0 -0.452806579 -0.559947522 -1.990669444
#> 945 0 0.957810325 0.915731389 2.498366165
#> 946 0 0.280579357 -0.264326178 0.324320914
#> 947 0 1.806698793 1.084950383 0.895222646
#> 948 0 1.511649979 1.295305790 1.802367455
#> 949 0 0.595814141 1.926888054 0.364802173
#> 950 0 0.014562394 -0.342731345 0.381268872
#> 951 0 -0.672490266 -1.095405615 0.569697590
#> 952 0 -0.100453020 -0.818827187 -0.549087261
#> 953 0 -0.311265518 -0.682830213 0.166889733
#> 954 0 -1.185584175 -1.373614666 -0.911256296
#> 955 0 0.454629767 -0.356605410 0.213121286
#> 956 0 0.665089087 0.568883700 0.150221197
#> 957 0 -1.598016256 -2.266070448 -2.750619416
#> 958 0 -1.390880951 -1.755829534 -1.691135270
#> 959 0 0.243085799 -0.227891531 -1.326310399
#> 960 0 -0.600479913 0.288362252 -0.759343490
#> 961 0 -0.380612020 -1.420420046 -1.300735252
#> 962 0 0.474592506 0.036977119 0.829957649
#> 963 0 1.012320032 0.544826681 0.149567854
#> 964 0 -1.393464653 -1.535306570 -0.470509409
#> 965 0 -0.598164281 -0.962079122 -1.205855074
#> 966 0 -1.317427229 -1.969555323 0.617005511
#> 967 0 -0.834599062 -1.340114903 -1.219394858
#> 968 0 -1.185584175 -0.825026405 0.091312402
#> 969 0 -0.431383366 0.196960405 0.118477910
#> 970 0 -0.463552976 -0.549713195 -0.321729818
#> 971 0 -0.044012452 -2.038334754 1.218577031
#> 972 0 -1.006788858 -1.272298519 0.333778613
#> 973 0 -0.207325249 -0.790899405 -0.164120438
#> 974 0 -0.198671678 -1.424801374 -0.515737721
#> 975 0 -1.237297868 -1.373614666 -0.585724370
#> 976 0 -1.391352979 -2.504233176 -0.554345955
#> 977 0 -1.001687117 -2.276587625 -1.142323022
#> 978 0 -0.302652231 -0.403718017 -0.025212237
#> 979 0 -1.331568894 -1.969555323 -1.182021588
#> 980 0 -0.776969197 -2.062871523 -0.504013446
#> 981 0 0.953697789 0.506355585 0.524688786
#> 982 0 -0.930674470 -2.383798643 -3.030736973
#> 983 0 1.149041867 -0.124322538 -0.214029243
#> 984 0 -0.471112394 -0.353627085 0.531710091
#> 985 0 -2.008271290 -2.504233176 -2.195556550
#> 986 0 -0.638266370 -1.373614666 -0.231555284
#> 987 0 0.113279446 0.136136641 2.017461669
#> 988 0 -0.460064592 -1.124719294 1.075378490
#> 989 0 -0.526404056 -0.624238187 1.104165903
#> 990 0 -0.248206408 -0.730707398 1.739168447
#> 991 0 0.460179935 -0.490180198 0.100981820
#> 992 0 0.213541419 -1.815610955 -2.239312858
#> 993 0 -1.574354070 -1.072093592 -1.288697389
#> 994 0 -0.460064592 -0.988067362 2.041889298
#> 995 0 -1.238780503 -2.409644152 -3.071024177
#> 996 0 0.111594251 0.682887893 -2.155281612
#> 997 0 0.008667341 -0.356605410 -0.789234909
#> 998 0 -1.093840929 -0.925776788 0.049963241
#> 999 0 -1.525595195 -1.960977942 -0.360933334
#> 1000 0 -0.867018060 -1.689133889 -0.004731789
#>
#> [[2]]
#> gender edu test score
#> 801 0 -1.76238617 -1.211890953 -2.248523253
#> 802 0 -1.76335258 -2.276587625 -2.009755697
#> 803 0 1.17079453 1.169657867 1.191612986
#> 804 0 0.27966699 -0.212029256 -0.697736661
#> 805 0 -0.97995134 -0.355804722 1.984450007
#> 806 0 -0.43044750 -1.209261161 0.789841297
#> 807 0 -0.35047880 -1.124719294 -1.474926656
#> 808 0 -0.54486482 0.812795420 0.497834190
#> 809 0 -0.82170858 -1.353303876 0.982337819
#> 810 0 -1.99677841 -2.023746740 -1.670251654
#> 811 0 -0.35158523 -0.629011687 1.872163467
#> 812 0 -0.05057400 0.029302486 1.109306522
#> 813 0 -1.05996114 -0.364127628 -0.347495108
#> 814 0 -1.44584636 -1.124719294 0.841504242
#> 815 0 -0.43138337 -1.124719294 -1.031754054
#> 816 0 -1.10801481 -2.504233176 -1.038394788
#> 817 0 -1.39135298 -2.665623320 -1.253841133
#> 818 0 -1.33156889 -0.629011687 -1.127569653
#> 819 0 -1.17713378 -2.276587625 -1.321760978
#> 820 0 -0.05711465 -0.988067362 1.062412448
#> 821 0 -1.77903146 -2.293503396 -1.627486071
#> 822 0 -0.59217601 0.124843632 0.871076451
#> 823 0 -0.05711465 -0.187664519 0.667045683
#> 824 0 -0.31441994 -1.120835000 -1.783792760
#> 825 0 0.62092416 -0.114971666 0.050424648
#> 826 0 -1.30683091 -1.215501088 -1.244894150
#> 827 0 -0.34616002 -0.755109628 0.836772353
#> 828 0 0.56604172 0.807542567 -0.318456042
#> 829 0 1.66376035 1.480402631 2.299315681
#> 830 0 -1.97792341 -3.121796235 -0.780448031
#> 831 0 -1.10801481 -2.361166481 0.143680389
#> 832 0 -0.56226223 -0.810832595 -0.197988253
#> 833 0 0.67548760 0.868880270 -0.151364462
#> 834 0 -0.86922922 -2.646687427 -1.604124109
#> 835 0 -0.25647278 -1.440056662 -1.924364325
#> 836 0 -0.01533393 -0.820665352 1.861951160
#> 837 0 -1.77903146 -1.559090289 -1.462275080
#> 838 0 0.13835955 -1.790409294 -0.520312886
#> 839 0 0.22934773 0.106404515 0.318168927
#> 840 0 0.47789525 0.229617350 -0.422195985
#> 841 0 -1.26871101 -3.497560395 -0.094699039
#> 842 0 0.84408446 -0.305803234 -0.789176231
#> 843 0 -0.35158523 -0.755109628 -1.156295463
#> 844 0 0.69287651 0.407334710 0.988820130
#> 845 0 -0.09475179 -1.184286201 -0.383527997
#> 846 0 0.81128039 -0.046012506 1.297151367
#> 847 0 -1.01381431 -1.093176616 -0.509722245
#> 848 0 1.18481357 0.223671853 0.948738536
#> 849 0 0.50948254 0.031115903 -0.960078119
#> 850 0 -0.29512467 -0.004056565 0.069640746
#> 851 0 -0.28058714 -1.968535319 -0.642857333
#> 852 0 0.24114051 0.855783424 1.190722501
#> 853 0 0.69713539 0.190043735 1.672520558
#> 854 0 -1.01381431 -2.603903781 -1.376894259
#> 855 0 1.75719168 1.038159582 1.724080192
#> 856 0 -0.71691979 0.041877886 0.169921945
#> 857 0 -0.43951451 -2.782963224 -1.776423466
#> 858 0 -1.28317836 -1.390920653 -1.176246440
#> 859 0 0.14082267 -0.073025630 1.105173350
#> 860 0 -0.35158523 -1.515208888 -0.352586641
#> 861 0 -1.39340544 -2.227771994 -1.211904179
#> 862 0 0.65075203 0.870076964 0.172484884
#> 863 0 -0.25784738 0.184278366 -0.955779822
#> 864 0 -0.03731391 -0.556922603 -1.240644748
#> 865 0 -1.33156889 -0.559947522 -0.648786856
#> 866 0 0.83634837 1.801792786 0.816701249
#> 867 0 -0.65988002 -1.844452022 -0.468480289
#> 868 0 0.23614411 0.386751900 0.929639751
#> 869 0 1.65667516 1.174964842 0.453241313
#> 870 0 -2.02208129 -1.905372715 -1.723788786
#> 871 0 0.67290529 -0.005874030 -0.035326898
#> 872 0 -0.28840191 -0.355804722 0.608830823
#> 873 0 -1.16736862 -1.865114023 -2.006507850
#> 874 0 0.20041711 0.344140793 0.113582414
#> 875 0 0.20083711 -0.629011687 1.462430907
#> 876 0 0.62365725 -0.972542179 1.586366410
#> 877 0 0.11327945 -0.693222303 -0.142862516
#> 878 0 -0.35158523 -0.390671052 1.685246091
#> 879 0 -1.17713378 -2.065701959 -0.172807492
#> 880 0 -2.17959976 -2.867721330 -0.935532589
#> 881 0 -1.72570731 -2.820512900 -3.559906963
#> 882 0 -1.55736943 -2.772926068 -2.731656754
#> 883 0 -0.44042849 -1.120835000 0.094147384
#> 884 0 0.84443548 0.389377080 2.973083804
#> 885 0 0.09755748 -0.393229676 0.856685667
#> 886 0 -1.74331471 -3.082900705 -2.279216961
#> 887 0 -2.34448816 -1.435563283 -2.255204660
#> 888 0 -1.97792341 -1.969555323 -1.624173997
#> 889 0 -0.02704956 -1.480622677 0.095045586
#> 890 0 -3.06924223 -3.712797683 -4.430320178
#> 891 0 -0.56226223 -1.559090289 -1.282782046
#> 892 0 -0.73019707 -1.924209626 -0.867176978
#> 893 0 -0.10388291 -0.546331814 -1.116750069
#> 894 0 0.49814080 -0.395424735 -0.443540996
#> 895 0 0.51326062 0.674104083 0.954496259
#> 896 0 -0.23377408 -1.133702180 0.533034913
#> 897 0 0.82437660 0.838675786 2.434167705
#> 898 0 -0.56226223 0.029819335 1.738022171
#> 899 0 -0.45280658 -1.483878994 -2.522900649
#> 900 0 0.44012482 -0.838020739 -1.421399698
#> 901 0 0.79330411 2.024935105 0.876393816
#> 902 0 -1.99677841 -2.504233176 -3.336136856
#> 903 0 -1.00518193 -1.465181188 -1.620118314
#> 904 0 -1.76991987 -2.603903781 -1.298079833
#> 905 0 -1.31446601 -2.279801899 -0.194242511
#> 906 0 -0.45280658 -0.946489317 -0.539844056
#> 907 0 0.14082267 0.190043735 1.540468960
#> 908 0 -0.28997746 -2.504233176 0.377569531
#> 909 0 -1.33156889 -2.038334754 -0.518650912
#> 910 0 -0.02704956 -1.386745575 -1.067862289
#> 911 0 -1.31609328 -1.754439190 -3.002032488
#> 912 0 -0.42331443 -1.375426561 -1.039456538
#> 913 0 0.48957851 -1.241887015 0.657435765
#> 914 0 -1.17713378 -1.533902365 -0.951787515
#> 915 0 -0.11869670 -1.566638938 -1.001299575
#> 916 0 -0.36228730 -1.498664881 -1.546853316
#> 917 0 -0.28429229 0.243248892 0.952588498
#> 918 0 -1.40811229 -2.023746740 -1.853927038
#> 919 0 -0.71706309 -1.275608741 -1.474532010
#> 920 0 -1.77903146 -2.065701959 -0.917686286
#> 921 0 -0.82017753 -1.582146965 -2.008219189
#> 922 0 -1.85499582 -2.496803403 -1.438337544
#> 923 0 -0.28429229 -0.884336328 -0.692028282
#> 924 0 -0.63851275 -1.942847492 -0.837267282
#> 925 0 -1.73656768 -2.390473070 -1.981547684
#> 926 0 0.14082267 -0.059162037 1.517489869
#> 927 0 -0.52640406 -0.073025630 0.631959853
#> 928 0 -0.28429229 0.029302486 0.945444557
#> 929 0 -0.50719514 -1.840148830 -1.432336509
#> 930 0 -0.56226223 -1.168627410 1.250912889
#> 931 0 -2.92749251 -2.892119311 -2.289800236
#> 932 0 0.42719647 0.433596689 0.899829891
#> 933 0 -1.61068178 -1.443623594 -1.207835484
#> 934 0 -0.88440664 -0.440364450 0.465921575
#> 935 0 -0.63826637 -1.093176616 -0.280759713
#> 936 0 0.86814650 1.571927196 1.664871387
#> 937 0 -1.52454974 -0.370525777 -0.948986281
#> 938 0 0.84443548 -0.352470684 1.682221972
#> 939 0 -2.45535470 -3.121796235 -2.162776061
#> 940 0 -0.28997746 -0.582256658 0.587418523
#> 941 0 -1.40811229 -0.839388153 0.356856675
#> 942 0 0.06527531 -0.658202059 -0.317153475
#> 943 0 -1.76335258 -2.072601121 -1.481437987
#> 944 0 -0.52640406 -0.550042638 -1.990669444
#> 945 0 0.95781033 0.915731389 2.498366165
#> 946 0 0.28057936 -0.264326178 0.324320914
#> 947 0 1.80669879 1.084950383 0.895222646
#> 948 0 1.14755867 2.195079471 1.802367455
#> 949 0 0.59581414 1.926888054 0.364802173
#> 950 0 0.01456239 -0.342731345 0.381268872
#> 951 0 -0.67249027 -1.095405615 0.569697590
#> 952 0 -0.10045302 -0.818827187 -0.549087261
#> 953 0 -0.31126552 -0.682830213 0.166889733
#> 954 0 -1.33156889 -1.215501088 -0.911256296
#> 955 0 0.21135921 -0.489649516 0.213121286
#> 956 0 0.66508909 0.568883700 0.150221197
#> 957 0 -1.59801626 -2.266070448 -2.750619416
#> 958 0 -1.39088095 -1.755829534 -1.691135270
#> 959 0 0.24308580 -0.227891531 -1.326310399
#> 960 0 -0.60047991 0.288362252 -0.759343490
#> 961 0 -0.38061202 -1.420420046 -1.300735252
#> 962 0 0.47459251 0.036977119 0.829957649
#> 963 0 1.01232003 0.544826681 0.149567854
#> 964 0 -1.52559520 -1.498305031 -0.470509409
#> 965 0 -0.59816428 -0.962079122 -1.205855074
#> 966 0 -1.40811229 -1.969555323 0.617005511
#> 967 0 -0.83459906 -1.340114903 -1.219394858
#> 968 0 -1.33156889 -0.839388153 0.091312402
#> 969 0 -0.47111239 0.190043735 0.118477910
#> 970 0 -0.46355298 -0.549713195 -0.321729818
#> 971 0 -0.23377408 -2.062871523 1.218577031
#> 972 0 -1.00678886 -1.272298519 0.333778613
#> 973 0 -0.20732525 -0.790899405 -0.164120438
#> 974 0 -0.19867168 -1.424801374 -0.515737721
#> 975 0 -1.39135298 -1.162937965 -0.585724370
#> 976 0 -1.44584636 -2.603903781 -0.554345955
#> 977 0 -1.10801481 -2.683003748 -1.142323022
#> 978 0 -0.30265223 -0.403718017 -0.025212237
#> 979 0 -1.43330066 -2.005836174 -1.182021588
#> 980 0 -0.97995134 -2.038334754 -0.504013446
#> 981 0 0.95369779 0.506355585 0.524688786
#> 982 0 -0.93067447 -2.383798643 -3.030736973
#> 983 0 1.14904187 -0.124322538 -0.214029243
#> 984 0 -0.63826637 -0.550042638 0.531710091
#> 985 0 -1.99677841 -2.504233176 -2.195556550
#> 986 0 -0.86930791 -1.373614666 -0.231555284
#> 987 0 -0.05057400 0.125406931 2.017461669
#> 988 0 -0.56226223 -1.168627410 1.075378490
#> 989 0 -0.63851275 -0.730707398 1.104165903
#> 990 0 -0.28429229 -0.730707398 1.739168447
#> 991 0 0.46017993 -0.490180198 0.100981820
#> 992 0 0.21354142 -1.815610955 -2.239312858
#> 993 0 -1.57435407 -1.072093592 -1.288697389
#> 994 0 -0.56226223 -1.124719294 2.041889298
#> 995 0 -1.23878050 -2.409644152 -3.071024177
#> 996 0 0.11159425 0.682887893 -2.155281612
#> 997 0 -0.16144575 -0.390671052 -0.789234909
#> 998 0 -1.17713378 -0.920401499 0.049963241
#> 999 0 -1.76335258 -1.960891881 -0.360933334
#> 1000 0 -0.86701806 -1.689133889 -0.004731789
#>
#> [[3]]
#> gender edu test score
#> 801 0 -1.762386175 -1.211890953 -2.248523253
#> 802 0 -1.756560548 -2.065701959 -2.009755697
#> 803 0 1.170794530 1.169657867 1.191612986
#> 804 0 0.328993809 -0.108360551 -0.697736661
#> 805 0 -1.003037380 -0.348295627 1.984450007
#> 806 0 -0.430447496 -1.209261161 0.789841297
#> 807 0 -0.404824995 -1.241115974 -1.474926656
#> 808 0 -0.544864823 0.812795420 0.497834190
#> 809 0 -0.821708580 -1.353303876 0.982337819
#> 810 0 -1.978639902 -2.023746740 -1.670251654
#> 811 0 -0.404824995 -0.550042638 1.872163467
#> 812 0 -0.044012452 0.029302486 1.109306522
#> 813 0 -1.059961139 -0.364127628 -0.347495108
#> 814 0 -1.431190171 -1.143194734 0.841504242
#> 815 0 -0.440428486 -1.168627410 -1.031754054
#> 816 0 -1.177133779 -2.603903781 -1.038394788
#> 817 0 -1.431190171 -2.665623320 -1.253841133
#> 818 0 -1.393799839 -0.624238187 -1.127569653
#> 819 0 -1.306752809 -2.072601121 -1.321760978
#> 820 0 -0.161445748 -0.985364068 1.062412448
#> 821 0 -1.789435649 -2.072601121 -1.627486071
#> 822 0 -0.592176006 0.124843632 0.871076451
#> 823 0 -0.161445748 -0.164190545 0.667045683
#> 824 0 -0.350478796 -1.159828056 -1.783792760
#> 825 0 0.620924161 -0.114971666 0.050424648
#> 826 0 -1.340775643 -1.215501088 -1.244894150
#> 827 0 -0.377779194 -0.693222303 0.836772353
#> 828 0 0.566041719 0.807542567 -0.318456042
#> 829 0 1.663760353 1.480402631 2.299315681
#> 830 0 -1.958414006 -3.118011273 -0.780448031
#> 831 0 -1.177133779 -2.504233176 0.143680389
#> 832 0 -0.637954351 -0.858690594 -0.197988253
#> 833 0 0.675487598 0.868880270 -0.151364462
#> 834 0 -0.869229220 -2.646687427 -1.604124109
#> 835 0 -0.256472779 -1.440056662 -1.924364325
#> 836 0 -0.015333931 -0.820665352 1.861951160
#> 837 0 -1.789435649 -1.942847492 -1.462275080
#> 838 0 0.138359545 -1.790409294 -0.520312886
#> 839 0 0.229347734 0.106404515 0.318168927
#> 840 0 0.477895250 0.229617350 -0.422195985
#> 841 0 -1.268711009 -3.497560395 -0.094699039
#> 842 0 0.844084462 -0.305803234 -0.789176231
#> 843 0 -0.404824995 -0.693222303 -1.156295463
#> 844 0 0.699837985 0.389377080 0.988820130
#> 845 0 -0.094751785 -1.184286201 -0.383527997
#> 846 0 0.811280392 -0.046012506 1.297151367
#> 847 0 -1.090163575 -1.532410397 -0.509722245
#> 848 0 1.184813575 0.223671853 0.948738536
#> 849 0 0.509482542 0.031115903 -0.960078119
#> 850 0 -0.295124669 -0.004056565 0.069640746
#> 851 0 -0.280587143 -1.968535319 -0.642857333
#> 852 0 0.241140510 0.855783424 1.190722501
#> 853 0 0.714459732 0.243248892 1.672520558
#> 854 0 -1.090163575 -2.665623320 -1.376894259
#> 855 0 1.511649979 1.038159582 1.724080192
#> 856 0 -0.716919789 0.041877886 0.169921945
#> 857 0 -0.439514510 -2.782963224 -1.776423466
#> 858 0 -1.283178362 -1.390920653 -1.176246440
#> 859 0 0.243264933 -0.064637904 1.105173350
#> 860 0 -0.404824995 -1.955211876 -0.352586641
#> 861 0 -1.393405437 -2.227771994 -1.211904179
#> 862 0 0.650752035 0.870076964 0.172484884
#> 863 0 -0.257847380 0.184278366 -0.955779822
#> 864 0 -0.037313912 -0.556922603 -1.240644748
#> 865 0 -1.393799839 -0.471833392 -0.648786856
#> 866 0 0.836348371 1.801792786 0.816701249
#> 867 0 -0.659880020 -1.844452022 -0.468480289
#> 868 0 0.236144107 0.386751900 0.929639751
#> 869 0 1.656675158 1.174964842 0.453241313
#> 870 0 -2.022081286 -1.905372715 -1.723788786
#> 871 0 0.692876508 -0.005874030 -0.035326898
#> 872 0 -0.332573698 -0.244458389 0.608830823
#> 873 0 -1.167368621 -1.865114023 -2.006507850
#> 874 0 0.200417113 0.344140793 0.113582414
#> 875 0 0.253398410 -0.550042638 1.462430907
#> 876 0 0.623657245 -0.972542179 1.586366410
#> 877 0 0.140822667 -0.501127666 -0.142862516
#> 878 0 -0.404824995 -0.355804722 1.685246091
#> 879 0 -1.306752809 -2.036735592 -0.172807492
#> 880 0 -2.179599761 -2.603903781 -0.935532589
#> 881 0 -1.725707315 -2.820512900 -3.559906963
#> 882 0 -1.557369432 -2.772926068 -2.731656754
#> 883 0 -0.452806579 -1.156573500 0.094147384
#> 884 0 0.843055196 0.389377080 2.973083804
#> 885 0 0.097557484 -0.393229676 0.856685667
#> 886 0 -1.743314709 -3.082900705 -2.279216961
#> 887 0 -2.344488163 -1.435563283 -2.255204660
#> 888 0 -1.958414006 -1.969555323 -1.624173997
#> 889 0 0.008667341 -1.480622677 0.095045586
#> 890 0 -3.069242231 -3.712797683 -4.430320178
#> 891 0 -0.637954351 -1.957736323 -1.282782046
#> 892 0 -0.730197066 -1.924209626 -0.867176978
#> 893 0 -0.103882909 -0.546331814 -1.116750069
#> 894 0 0.498140800 -0.395424735 -0.443540996
#> 895 0 0.513260622 0.674104083 0.954496259
#> 896 0 -0.248206408 -1.168627410 0.533034913
#> 897 0 0.824376597 0.838675786 2.434167705
#> 898 0 -0.637954351 -0.064637904 1.738022171
#> 899 0 -0.452806579 -1.498305031 -2.522900649
#> 900 0 0.672905290 -0.756921041 -1.421399698
#> 901 0 0.793304107 2.024935105 0.876393816
#> 902 0 -1.997025924 -2.276587625 -3.336136856
#> 903 0 -1.005181934 -1.465181188 -1.620118314
#> 904 0 -1.769919871 -2.504233176 -1.298079833
#> 905 0 -1.314466013 -2.279801899 -0.194242511
#> 906 0 -0.452806579 -0.925776788 -0.539844056
#> 907 0 0.243264933 0.258910409 1.540468960
#> 908 0 -0.348371234 -2.281324041 0.377569531
#> 909 0 -1.393799839 -2.036196837 -0.518650912
#> 910 0 0.008667341 -1.314783591 -1.067862289
#> 911 0 -1.316093279 -1.754439190 -3.002032488
#> 912 0 -0.423314434 -1.375426561 -1.039456538
#> 913 0 0.489578511 -1.241887015 0.657435765
#> 914 0 -1.306752809 -1.498305031 -0.951787515
#> 915 0 -0.118696696 -1.566638938 -1.001299575
#> 916 0 -0.362287300 -1.498664881 -1.546853316
#> 917 0 -0.292051927 0.311425161 0.952588498
#> 918 0 -1.431190171 -2.023746740 -1.853927038
#> 919 0 -0.717063092 -1.275608741 -1.474532010
#> 920 0 -1.789435649 -2.036196837 -0.917686286
#> 921 0 -0.820177528 -1.582146965 -2.008219189
#> 922 0 -1.854995822 -2.496803403 -1.438337544
#> 923 0 -0.332573698 -0.895118321 -0.692028282
#> 924 0 -0.861647235 -2.023746740 -0.837267282
#> 925 0 -1.736567678 -2.390473070 -1.981547684
#> 926 0 0.243264933 -0.046012506 1.517489869
#> 927 0 -0.616618537 -0.073025630 0.631959853
#> 928 0 -0.332573698 0.029302486 0.945444557
#> 929 0 -0.507195135 -1.840148830 -1.432336509
#> 930 0 -0.637954351 -1.373614666 1.250912889
#> 931 0 -2.927492507 -2.892119311 -2.289800236
#> 932 0 0.427196470 0.433596689 0.899829891
#> 933 0 -1.610681784 -1.443623594 -1.207835484
#> 934 0 -0.884406639 -0.440364450 0.465921575
#> 935 0 -0.776969197 -1.124719294 -0.280759713
#> 936 0 0.868146498 1.571927196 1.664871387
#> 937 0 -1.524549736 -0.370525777 -0.948986281
#> 938 0 0.843055196 -0.229145813 1.682221972
#> 939 0 -2.455354703 -3.118011273 -2.162776061
#> 940 0 -0.348371234 -0.550042638 0.587418523
#> 941 0 -1.431190171 -0.825026405 0.356856675
#> 942 0 0.065275309 -0.658202059 -0.317153475
#> 943 0 -1.756560548 -2.038334754 -1.481437987
#> 944 0 -0.616618537 -0.550042638 -1.990669444
#> 945 0 0.957810325 0.915731389 2.498366165
#> 946 0 0.280579357 -0.264326178 0.324320914
#> 947 0 1.806698793 1.084950383 0.895222646
#> 948 0 1.147558670 1.295305790 1.802367455
#> 949 0 0.595814141 1.926888054 0.364802173
#> 950 0 0.014562394 -0.342731345 0.381268872
#> 951 0 -0.672490266 -1.095405615 0.569697590
#> 952 0 -0.100453020 -0.818827187 -0.549087261
#> 953 0 -0.311265518 -0.682830213 0.166889733
#> 954 0 -1.393799839 -1.215501088 -0.911256296
#> 955 0 0.279666993 -0.356237094 0.213121286
#> 956 0 0.665089087 0.568883700 0.150221197
#> 957 0 -1.598016256 -2.266070448 -2.750619416
#> 958 0 -1.390880951 -1.755829534 -1.691135270
#> 959 0 0.243085799 -0.227891531 -1.326310399
#> 960 0 -0.600479913 0.288362252 -0.759343490
#> 961 0 -0.380612020 -1.420420046 -1.300735252
#> 962 0 0.474592506 0.036977119 0.829957649
#> 963 0 1.012320032 0.544826681 0.149567854
#> 964 0 -1.713803419 -1.498305031 -0.470509409
#> 965 0 -0.598164281 -0.962079122 -1.205855074
#> 966 0 -1.431190171 -1.995935302 0.617005511
#> 967 0 -0.834599062 -1.340114903 -1.219394858
#> 968 0 -1.393799839 -0.877088233 0.091312402
#> 969 0 -0.526404056 0.243248892 0.118477910
#> 970 0 -0.463552976 -0.549713195 -0.321729818
#> 971 0 -0.248206408 -2.065701959 1.218577031
#> 972 0 -1.006788858 -1.272298519 0.333778613
#> 973 0 -0.207325249 -0.790899405 -0.164120438
#> 974 0 -0.198671678 -1.424801374 -0.515737721
#> 975 0 -1.431190171 -1.215501088 -0.585724370
#> 976 0 -1.431190171 -2.603903781 -0.554345955
#> 977 0 -1.177133779 -2.665623320 -1.142323022
#> 978 0 -0.302652231 -0.403718017 -0.025212237
#> 979 0 -1.431190171 -1.995935302 -1.182021588
#> 980 0 -1.003037380 -2.062871523 -0.504013446
#> 981 0 0.953697789 0.506355585 0.524688786
#> 982 0 -0.930674470 -2.383798643 -3.030736973
#> 983 0 1.149041867 -0.124322538 -0.214029243
#> 984 0 -0.776969197 -0.461935546 0.531710091
#> 985 0 -1.997025924 -2.276587625 -2.195556550
#> 986 0 -0.972073262 -1.434405915 -0.231555284
#> 987 0 -0.044012452 0.125406931 2.017461669
#> 988 0 -0.638067926 -1.373614666 1.075378490
#> 989 0 -0.861647235 -0.730707398 1.104165903
#> 990 0 -0.332573698 -0.686068562 1.739168447
#> 991 0 0.460179935 -0.490180198 0.100981820
#> 992 0 0.213541419 -1.815610955 -2.239312858
#> 993 0 -1.574354070 -1.072093592 -1.288697389
#> 994 0 -0.637954351 -1.314783591 2.041889298
#> 995 0 -1.238780503 -2.409644152 -3.071024177
#> 996 0 0.111594251 0.682887893 -2.155281612
#> 997 0 -0.167324800 -0.356605410 -0.789234909
#> 998 0 -1.331568894 -0.946489317 0.049963241
#> 999 0 -1.756560548 -1.955211876 -0.360933334
#> 1000 0 -0.867018060 -1.689133889 -0.004731789
#>
#> [[4]]
#> gender edu test score
#> 801 0 -1.762386175 -1.211890953 -2.248523253
#> 802 0 -1.431190171 -2.072601121 -2.009755697
#> 803 0 1.170794530 1.169657867 1.191612986
#> 804 0 0.253398410 -0.005874030 -0.697736661
#> 805 0 -0.972073262 -0.187664519 1.984450007
#> 806 0 -0.430447496 -1.209261161 0.789841297
#> 807 0 -0.378737510 -1.101418814 -1.474926656
#> 808 0 -0.544864823 0.812795420 0.497834190
#> 809 0 -0.821708580 -1.353303876 0.982337819
#> 810 0 -1.996778408 -2.023746740 -1.670251654
#> 811 0 -0.418158566 -0.489649516 1.872163467
#> 812 0 -0.057114652 0.100671211 1.109306522
#> 813 0 -1.059961139 -0.364127628 -0.347495108
#> 814 0 -1.317427229 -1.085236336 0.841504242
#> 815 0 -0.435634572 -1.080082789 -1.031754054
#> 816 0 -1.090163575 -2.072601121 -1.038394788
#> 817 0 -1.237788930 -2.504233176 -1.253841133
#> 818 0 -1.222566015 -0.629011687 -1.127569653
#> 819 0 -1.121794061 -2.065701959 -1.321760978
#> 820 0 -0.167474584 -0.895118321 1.062412448
#> 821 0 -1.958414006 -2.983597500 -1.627486071
#> 822 0 -0.592176006 0.124843632 0.871076451
#> 823 0 -0.167474584 0.029302486 0.667045683
#> 824 0 -0.350478796 -0.986261562 -1.783792760
#> 825 0 0.620924161 -0.114971666 0.050424648
#> 826 0 -1.177133779 -1.314783591 -1.244894150
#> 827 0 -0.351585230 -0.582256658 0.836772353
#> 828 0 0.566041719 0.807542567 -0.318456042
#> 829 0 1.663760353 1.480402631 2.299315681
#> 830 0 -1.977923412 -3.121796235 -0.780448031
#> 831 0 -1.090163575 -2.065701959 0.143680389
#> 832 0 -0.637954351 -0.756921041 -0.197988253
#> 833 0 0.675487598 0.868880270 -0.151364462
#> 834 0 -0.869229220 -2.646687427 -1.604124109
#> 835 0 -0.256472779 -1.440056662 -1.924364325
#> 836 0 -0.015333931 -0.820665352 1.861951160
#> 837 0 -1.958414006 -2.036196837 -1.462275080
#> 838 0 0.138359545 -1.790409294 -0.520312886
#> 839 0 0.229347734 0.106404515 0.318168927
#> 840 0 0.477895250 0.229617350 -0.422195985
#> 841 0 -1.268711009 -3.497560395 -0.094699039
#> 842 0 0.844084462 -0.305803234 -0.789176231
#> 843 0 -0.418158566 -0.624238187 -1.156295463
#> 844 0 0.672905290 0.665861758 0.988820130
#> 845 0 -0.094751785 -1.184286201 -0.383527997
#> 846 0 0.799480614 0.037744111 1.297151367
#> 847 0 -1.001251318 -0.986569737 -0.509722245
#> 848 0 1.184813575 0.223671853 0.948738536
#> 849 0 0.509482542 0.031115903 -0.960078119
#> 850 0 -0.295124669 -0.004056565 0.069640746
#> 851 0 -0.280587143 -1.968535319 -0.642857333
#> 852 0 0.241140510 0.855783424 1.190722501
#> 853 0 0.692876508 0.389377080 1.672520558
#> 854 0 -1.001251318 -2.065701959 -1.376894259
#> 855 0 1.357100004 1.038159582 1.724080192
#> 856 0 -0.716919789 0.041877886 0.169921945
#> 857 0 -0.439514510 -2.782963224 -1.776423466
#> 858 0 -1.283178362 -1.390920653 -1.176246440
#> 859 0 0.113279446 0.032173869 1.105173350
#> 860 0 -0.418158566 -1.498305031 -0.352586641
#> 861 0 -1.393405437 -2.227771994 -1.211904179
#> 862 0 0.650752035 0.870076964 0.172484884
#> 863 0 -0.257847380 0.184278366 -0.955779822
#> 864 0 -0.037313912 -0.556922603 -1.240644748
#> 865 0 -1.222566015 -0.489649516 -0.648786856
#> 866 0 0.836348371 1.801792786 0.816701249
#> 867 0 -0.659880020 -1.844452022 -0.468480289
#> 868 0 0.236144107 0.386751900 0.929639751
#> 869 0 1.656675158 1.174964842 0.453241313
#> 870 0 -2.022081286 -1.905372715 -1.723788786
#> 871 0 0.672905290 0.190043735 -0.035326898
#> 872 0 -0.340019004 -0.064637904 0.608830823
#> 873 0 -1.167368621 -1.865114023 -2.006507850
#> 874 0 0.200417113 0.344140793 0.113582414
#> 875 0 0.148831874 -0.489649516 1.462430907
#> 876 0 0.623657245 -0.972542179 1.586366410
#> 877 0 0.008667341 -0.527150432 -0.142862516
#> 878 0 -0.418158566 -0.187664519 1.685246091
#> 879 0 -1.121794061 -2.036196837 -0.172807492
#> 880 0 -2.179599761 -2.867721330 -0.935532589
#> 881 0 -1.725707315 -2.820512900 -3.559906963
#> 882 0 -1.557369432 -2.772926068 -2.731656754
#> 883 0 -0.446147165 -0.988067362 0.094147384
#> 884 0 0.843055196 0.645716214 2.973083804
#> 885 0 0.097557484 -0.393229676 0.856685667
#> 886 0 -1.743314709 -3.082900705 -2.279216961
#> 887 0 -2.344488163 -1.435563283 -2.255204660
#> 888 0 -1.977923412 -1.995935302 -1.624173997
#> 889 0 -0.054930074 -1.434405915 0.095045586
#> 890 0 -3.069242231 -3.712797683 -4.430320178
#> 891 0 -0.637954351 -1.559090289 -1.282782046
#> 892 0 -0.730197066 -1.924209626 -0.867176978
#> 893 0 -0.103882909 -0.546331814 -1.116750069
#> 894 0 0.498140800 -0.395424735 -0.443540996
#> 895 0 0.513260622 0.674104083 0.954496259
#> 896 0 -0.251867933 -1.093176616 0.533034913
#> 897 0 0.824376597 0.838675786 2.434167705
#> 898 0 -0.637954351 0.100671211 1.738022171
#> 899 0 -0.452806579 -1.434405915 -2.522900649
#> 900 0 0.503742999 -0.624238187 -1.421399698
#> 901 0 0.793304107 2.024935105 0.876393816
#> 902 0 -2.179599761 -2.361166481 -3.336136856
#> 903 0 -1.005181934 -1.465181188 -1.620118314
#> 904 0 -1.763352581 -2.603903781 -1.298079833
#> 905 0 -1.314466013 -2.279801899 -0.194242511
#> 906 0 -0.452806579 -0.877088233 -0.539844056
#> 907 0 0.113279446 0.389377080 1.540468960
#> 908 0 -0.346160022 -2.062871523 0.377569531
#> 909 0 -1.222566015 -2.036196837 -0.518650912
#> 910 0 -0.054930074 -1.314783591 -1.067862289
#> 911 0 -1.316093279 -1.754439190 -3.002032488
#> 912 0 -0.423314434 -1.375426561 -1.039456538
#> 913 0 0.489578511 -1.241887015 0.657435765
#> 914 0 -1.121794061 -1.498305031 -0.951787515
#> 915 0 -0.118696696 -1.566638938 -1.001299575
#> 916 0 -0.362287300 -1.498664881 -1.546853316
#> 917 0 -0.292051927 0.389377080 0.952588498
#> 918 0 -1.304409643 -1.995935302 -1.853927038
#> 919 0 -0.717063092 -1.275608741 -1.474532010
#> 920 0 -1.958414006 -2.504233176 -0.917686286
#> 921 0 -0.820177528 -1.582146965 -2.008219189
#> 922 0 -1.854995822 -2.496803403 -1.438337544
#> 923 0 -0.332573698 -0.825026405 -0.692028282
#> 924 0 -0.861647235 -1.945320369 -0.837267282
#> 925 0 -1.736567678 -2.390473070 -1.981547684
#> 926 0 0.113279446 0.037744111 1.517489869
#> 927 0 -0.616618537 0.032173869 0.631959853
#> 928 0 -0.332573698 0.107841476 0.945444557
#> 929 0 -0.507195135 -1.840148830 -1.432336509
#> 930 0 -0.637954351 -1.168627410 1.250912889
#> 931 0 -2.927492507 -2.892119311 -2.289800236
#> 932 0 0.427196470 0.433596689 0.899829891
#> 933 0 -1.610681784 -1.443623594 -1.207835484
#> 934 0 -0.884406639 -0.440364450 0.465921575
#> 935 0 -0.776969197 -0.985364068 -0.280759713
#> 936 0 0.868146498 1.571927196 1.664871387
#> 937 0 -1.524549736 -0.370525777 -0.948986281
#> 938 0 0.843055196 -0.108360551 1.682221972
#> 939 0 -2.455354703 -3.118011273 -2.162776061
#> 940 0 -0.346160022 -0.489649516 0.587418523
#> 941 0 -1.304409643 -0.781372572 0.356856675
#> 942 0 0.065275309 -0.658202059 -0.317153475
#> 943 0 -1.431190171 -2.065701959 -1.481437987
#> 944 0 -0.616618537 -0.355804722 -1.990669444
#> 945 0 0.957810325 0.915731389 2.498366165
#> 946 0 0.280579357 -0.264326178 0.324320914
#> 947 0 1.806698793 1.084950383 0.895222646
#> 948 0 1.147558670 1.295305790 1.802367455
#> 949 0 0.595814141 1.926888054 0.364802173
#> 950 0 0.014562394 -0.342731345 0.381268872
#> 951 0 -0.672490266 -1.095405615 0.569697590
#> 952 0 -0.100453020 -0.818827187 -0.549087261
#> 953 0 -0.311265518 -0.682830213 0.166889733
#> 954 0 -1.222566015 -1.404982950 -0.911256296
#> 955 0 0.200837112 -0.229145813 0.213121286
#> 956 0 0.665089087 0.568883700 0.150221197
#> 957 0 -1.598016256 -2.266070448 -2.750619416
#> 958 0 -1.390880951 -1.755829534 -1.691135270
#> 959 0 0.243085799 -0.227891531 -1.326310399
#> 960 0 -0.600479913 0.288362252 -0.759343490
#> 961 0 -0.380612020 -1.420420046 -1.300735252
#> 962 0 0.474592506 0.036977119 0.829957649
#> 963 0 1.012320032 0.544826681 0.149567854
#> 964 0 -1.391352979 -1.373614666 -0.470509409
#> 965 0 -0.598164281 -0.962079122 -1.205855074
#> 966 0 -1.304409643 -1.969555323 0.617005511
#> 967 0 -0.834599062 -1.340114903 -1.219394858
#> 968 0 -1.222566015 -0.756921041 0.091312402
#> 969 0 -0.526404056 0.311425161 0.118477910
#> 970 0 -0.463552976 -0.549713195 -0.321729818
#> 971 0 -0.251867933 -2.038334754 1.218577031
#> 972 0 -1.006788858 -1.272298519 0.333778613
#> 973 0 -0.207325249 -0.790899405 -0.164120438
#> 974 0 -0.198671678 -1.424801374 -0.515737721
#> 975 0 -1.237788930 -1.168627410 -0.585724370
#> 976 0 -1.317427229 -2.276587625 -0.554345955
#> 977 0 -1.090163575 -2.504233176 -1.142323022
#> 978 0 -0.302652231 -0.403718017 -0.025212237
#> 979 0 -1.306544527 -1.969555323 -1.182021588
#> 980 0 -0.972073262 -2.025713855 -0.504013446
#> 981 0 0.953697789 0.506355585 0.524688786
#> 982 0 -0.930674470 -2.383798643 -3.030736973
#> 983 0 1.149041867 -0.124322538 -0.214029243
#> 984 0 -0.776969197 -0.355804722 0.531710091
#> 985 0 -2.179599761 -2.361166481 -2.195556550
#> 986 0 -0.869307914 -1.334550832 -0.231555284
#> 987 0 -0.057114652 0.258910409 2.017461669
#> 988 0 -0.638075414 -1.168627410 1.075378490
#> 989 0 -0.861647235 -0.686068562 1.104165903
#> 990 0 -0.332573698 -0.582256658 1.739168447
#> 991 0 0.460179935 -0.490180198 0.100981820
#> 992 0 0.213541419 -1.815610955 -2.239312858
#> 993 0 -1.574354070 -1.072093592 -1.288697389
#> 994 0 -0.637954351 -1.124719294 2.041889298
#> 995 0 -1.238780503 -2.409644152 -3.071024177
#> 996 0 0.111594251 0.682887893 -2.155281612
#> 997 0 -0.233774084 -0.355804722 -0.789234909
#> 998 0 -1.169529338 -0.781372572 0.049963241
#> 999 0 -1.431190171 -1.969555323 -0.360933334
#> 1000 0 -0.867018060 -1.689133889 -0.004731789
#>
#> [[5]]
#> gender edu test score
#> 801 0 -1.762386175 -1.211890953 -2.248523253
#> 802 0 -1.757198999 -2.072601121 -2.009755697
#> 803 0 1.170794530 1.169657867 1.191612986
#> 804 0 0.243264933 -0.108360551 -0.697736661
#> 805 0 -1.003037380 -0.355804722 1.984450007
#> 806 0 -0.430447496 -1.209261161 0.789841297
#> 807 0 -0.351585230 -1.156573500 -1.474926656
#> 808 0 -0.544864823 0.812795420 0.497834190
#> 809 0 -0.821708580 -1.353303876 0.982337819
#> 810 0 -1.996778408 -1.980898714 -1.670251654
#> 811 0 -0.351585230 -0.489649516 1.872163467
#> 812 0 -0.057114652 0.032173869 1.109306522
#> 813 0 -1.059961139 -0.364127628 -0.347495108
#> 814 0 -1.408112292 -0.985364068 0.841504242
#> 815 0 -0.452806579 -1.124719294 -1.031754054
#> 816 0 -1.108014806 -2.504233176 -1.038394788
#> 817 0 -1.304409643 -2.603903781 -1.253841133
#> 818 0 -1.222566015 -0.629011687 -1.127569653
#> 819 0 -1.171232733 -2.067012800 -1.321760978
#> 820 0 -0.126807824 -0.895118321 1.062412448
#> 821 0 -1.779031462 -2.504233176 -1.627486071
#> 822 0 -0.592176006 0.124843632 0.871076451
#> 823 0 -0.126807824 -0.073025630 0.667045683
#> 824 0 -0.348509435 -1.087832610 -1.783792760
#> 825 0 0.620924161 -0.114971666 0.050424648
#> 826 0 -1.222566015 -1.156573500 -1.244894150
#> 827 0 -0.351074057 -0.686068562 0.836772353
#> 828 0 0.566041719 0.807542567 -0.318456042
#> 829 0 1.663760353 1.480402631 2.299315681
#> 830 0 -1.977923412 -3.121796235 -0.780448031
#> 831 0 -1.108014806 -2.361166481 0.143680389
#> 832 0 -0.616618537 -0.730707398 -0.197988253
#> 833 0 0.675487598 0.868880270 -0.151364462
#> 834 0 -0.869229220 -2.646687427 -1.604124109
#> 835 0 -0.256472779 -1.440056662 -1.924364325
#> 836 0 -0.015333931 -0.820665352 1.861951160
#> 837 0 -1.779031462 -1.942847492 -1.462275080
#> 838 0 0.138359545 -1.790409294 -0.520312886
#> 839 0 0.229347734 0.106404515 0.318168927
#> 840 0 0.477895250 0.229617350 -0.422195985
#> 841 0 -1.268711009 -3.497560395 -0.094699039
#> 842 0 0.844084462 -0.305803234 -0.789176231
#> 843 0 -0.351585230 -0.686068562 -1.156295463
#> 844 0 0.538015195 0.665861758 0.988820130
#> 845 0 -0.094751785 -1.184286201 -0.383527997
#> 846 0 0.799480614 0.032173869 1.297151367
#> 847 0 -1.043859083 -1.453816955 -0.509722245
#> 848 0 1.184813575 0.223671853 0.948738536
#> 849 0 0.509482542 0.031115903 -0.960078119
#> 850 0 -0.295124669 -0.004056565 0.069640746
#> 851 0 -0.280587143 -1.968535319 -0.642857333
#> 852 0 0.241140510 0.855783424 1.190722501
#> 853 0 0.672905290 0.389377080 1.672520558
#> 854 0 -1.043859083 -2.665623320 -1.376894259
#> 855 0 1.757191684 1.173632593 1.724080192
#> 856 0 -0.716919789 0.041877886 0.169921945
#> 857 0 -0.439514510 -2.782963224 -1.776423466
#> 858 0 -1.283178362 -1.390920653 -1.176246440
#> 859 0 0.113279446 -0.064637904 1.105173350
#> 860 0 -0.351585230 -1.483878994 -0.352586641
#> 861 0 -1.393405437 -2.227771994 -1.211904179
#> 862 0 0.650752035 0.870076964 0.172484884
#> 863 0 -0.257847380 0.184278366 -0.955779822
#> 864 0 -0.037313912 -0.556922603 -1.240644748
#> 865 0 -1.222566015 -0.489649516 -0.648786856
#> 866 0 0.836348371 1.801792786 0.816701249
#> 867 0 -0.659880020 -1.844452022 -0.468480289
#> 868 0 0.236144107 0.386751900 0.929639751
#> 869 0 1.656675158 1.174964842 0.453241313
#> 870 0 -2.022081286 -1.905372715 -1.723788786
#> 871 0 0.503742999 0.037744111 -0.035326898
#> 872 0 -0.332573698 -0.212029256 0.608830823
#> 873 0 -1.167368621 -1.865114023 -2.006507850
#> 874 0 0.200417113 0.344140793 0.113582414
#> 875 0 0.113279446 -0.577101911 1.462430907
#> 876 0 0.623657245 -0.972542179 1.586366410
#> 877 0 0.008667341 -0.559947522 -0.142862516
#> 878 0 -0.351585230 -0.355804722 1.685246091
#> 879 0 -1.171232733 -2.023746740 -0.172807492
#> 880 0 -2.006515876 -2.867721330 -0.935532589
#> 881 0 -1.725707315 -2.820512900 -3.559906963
#> 882 0 -1.557369432 -2.772926068 -2.731656754
#> 883 0 -0.471112394 -1.121976983 0.094147384
#> 884 0 0.811280392 0.665861758 2.973083804
#> 885 0 0.097557484 -0.393229676 0.856685667
#> 886 0 -1.743314709 -3.082900705 -2.279216961
#> 887 0 -2.344488163 -1.435563283 -2.255204660
#> 888 0 -1.977923412 -1.942847492 -1.624173997
#> 889 0 -0.050573998 -1.314783591 0.095045586
#> 890 0 -3.069242231 -3.712797683 -4.430320178
#> 891 0 -0.616618537 -1.483878994 -1.282782046
#> 892 0 -0.730197066 -1.924209626 -0.867176978
#> 893 0 -0.103882909 -0.546331814 -1.116750069
#> 894 0 0.498140800 -0.395424735 -0.443540996
#> 895 0 0.513260622 0.674104083 0.954496259
#> 896 0 -0.233774084 -1.156573500 0.533034913
#> 897 0 0.824376597 0.838675786 2.434167705
#> 898 0 -0.616618537 0.110827603 1.738022171
#> 899 0 -0.471112394 -1.434405915 -2.522900649
#> 900 0 0.328993809 -0.739980245 -1.421399698
#> 901 0 0.793304107 2.024935105 0.876393816
#> 902 0 -2.004058295 -2.504233176 -3.336136856
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