The function spunif transforms a matrix or vector of data x
to the pseudo-uniform scale using a semiparametric transform. Data below the threshold
are transformed to pseudo-uniforms using a rank transform, while data above the threshold
are assumed to follow a generalized Pareto distribution. The parameters of the latter are
estimated using maximum likelihood if either scale = NULL or shape = NULL.
Examples
x <- rmev(1000, d = 3, param = 2, model = 'log')
thresh <- apply(x, 2, quantile, 0.95)
spunif(x, thresh)
#> [,1] [,2] [,3]
#> [1,] 0.829170829 0.179820180 0.328671329
#> [2,] 0.860139860 0.826173826 0.824175824
#> [3,] 0.443556444 0.182817183 0.171828172
#> [4,] 0.922077922 0.714285714 0.873126873
#> [5,] 0.616383616 0.688311688 0.624375624
#> [6,] 0.479520480 0.718281718 0.590409590
#> [7,] 0.964688190 0.904095904 0.981821385
#> [8,] 0.060939061 0.101898102 0.009990010
#> [9,] 0.835164835 0.687312687 0.397602398
#> [10,] 0.187812188 0.682317682 0.222777223
#> [11,] 0.756243756 0.457542458 0.611388611
#> [12,] 0.782217782 0.852147852 0.895104895
#> [13,] 0.138861139 0.183816184 0.206793207
#> [14,] 0.384615385 0.593406593 0.182817183
#> [15,] 0.674325674 0.592407592 0.722277722
#> [16,] 0.901098901 0.847152847 0.635364635
#> [17,] 0.769230769 0.907092907 0.856143856
#> [18,] 0.209790210 0.239760240 0.315684316
#> [19,] 0.503496503 0.689310689 0.637362637
#> [20,] 0.890109890 0.950907031 0.908091908
#> [21,] 0.848151848 0.914085914 0.790209790
#> [22,] 0.003996004 0.240759241 0.035964036
#> [23,] 0.409590410 0.087912088 0.107892108
#> [24,] 0.650349650 0.423576424 0.721278721
#> [25,] 0.660339660 0.800199800 0.737262737
#> [26,] 0.652347652 0.849150849 0.474525475
#> [27,] 0.791208791 0.521478521 0.370629371
#> [28,] 0.301698302 0.807192807 0.682317682
#> [29,] 0.843156843 0.667332667 0.495504496
#> [30,] 0.198801199 0.758241758 0.445554446
#> [31,] 0.820179820 0.410589411 0.651348651
#> [32,] 0.851148851 0.599400599 0.690309690
#> [33,] 0.323676324 0.155844156 0.304695305
#> [34,] 0.757242757 0.881118881 0.788211788
#> [35,] 0.779220779 0.340659341 0.492507493
#> [36,] 0.855144855 0.775224775 0.544455544
#> [37,] 0.598401598 0.809190809 0.610389610
#> [38,] 0.160839161 0.558441558 0.031968032
#> [39,] 0.291708292 0.484515485 0.336663337
#> [40,] 0.078921079 0.046953047 0.472527473
#> [41,] 0.386613387 0.253746254 0.264735265
#> [42,] 0.447552448 0.228771229 0.241758242
#> [43,] 0.068931069 0.014985015 0.058941059
#> [44,] 0.177822178 0.243756244 0.030969031
#> [45,] 0.481518482 0.378621379 0.475524476
#> [46,] 0.441558442 0.605394605 0.844155844
#> [47,] 0.921078921 0.384615385 0.870129870
#> [48,] 0.277722278 0.200799201 0.835164835
#> [49,] 0.583416583 0.143856144 0.354645355
#> [50,] 0.325674326 0.040959041 0.828171828
#> [51,] 0.403596404 0.617382617 0.516483516
#> [52,] 0.496503497 0.187812188 0.305694306
#> [53,] 0.979170427 0.889110889 0.949050949
#> [54,] 0.718281718 0.053946054 0.281718282
#> [55,] 0.560439560 0.832167832 0.535464535
#> [56,] 0.005994006 0.217782218 0.013986014
#> [57,] 0.444555445 0.213786214 0.340659341
#> [58,] 0.897102897 0.900099900 0.923076923
#> [59,] 0.061938062 0.199800200 0.065934066
#> [60,] 0.966748139 0.927072927 0.946053946
#> [61,] 0.798201798 0.509490509 0.560439560
#> [62,] 0.046953047 0.181818182 0.186813187
#> [63,] 0.986865455 0.974579932 0.950431000
#> [64,] 0.947052947 0.660339660 0.567432567
#> [65,] 0.809190809 0.556443556 0.481518482
#> [66,] 0.064935065 0.162837163 0.436563437
#> [67,] 0.552447552 0.760239760 0.531468531
#> [68,] 0.309690310 0.011988012 0.069930070
#> [69,] 0.353646354 0.491508492 0.599400599
#> [70,] 0.290709291 0.526473526 0.307692308
#> [71,] 0.269730270 0.111888112 0.205794206
#> [72,] 0.335664336 0.147852148 0.059940060
#> [73,] 0.602397602 0.216783217 0.600399600
#> [74,] 0.609390609 0.952286726 0.702297702
#> [75,] 0.648351648 0.553446553 0.201798202
#> [76,] 0.072927073 0.097902098 0.102897103
#> [77,] 0.985020281 0.977760636 0.972766276
#> [78,] 0.421578422 0.979438135 0.794205794
#> [79,] 0.567432567 0.633366633 0.829170829
#> [80,] 0.079920080 0.380619381 0.095904096
#> [81,] 0.442557443 0.302697303 0.739260739
#> [82,] 0.172827173 0.254745255 0.540459540
#> [83,] 0.837162837 0.771228771 0.843156843
#> [84,] 0.938061938 0.860139860 0.887112887
#> [85,] 0.276723277 0.517482517 0.420579421
#> [86,] 0.531468531 0.719280719 0.572427572
#> [87,] 0.380619381 0.080919081 0.719280719
#> [88,] 0.555444555 0.194805195 0.372627373
#> [89,] 0.746253746 0.877122877 0.758241758
#> [90,] 0.482517483 0.394605395 0.446553447
#> [91,] 0.772227772 0.805194805 0.676323676
#> [92,] 0.205794206 0.511488511 0.394605395
#> [93,] 0.457542458 0.505494505 0.605394605
#> [94,] 0.869130869 0.500499500 0.619380619
#> [95,] 0.505494505 0.759240759 0.393606394
#> [96,] 0.400599401 0.459540460 0.344655345
#> [97,] 0.575424575 0.209790210 0.273726274
#> [98,] 0.121878122 0.226773227 0.274725275
#> [99,] 0.709290709 0.708291708 0.762237762
#> [100,] 0.904095904 0.863136863 0.866133866
#> [101,] 0.657342657 0.958403973 0.520479520
#> [102,] 0.422577423 0.876123876 0.192807193
#> [103,] 0.706293706 0.602397602 0.821178821
#> [104,] 0.333666334 0.376623377 0.140859141
#> [105,] 0.755244755 0.727272727 0.199800200
#> [106,] 0.143856144 0.311688312 0.966999516
#> [107,] 0.182817183 0.261738262 0.111888112
#> [108,] 0.071928072 0.072927073 0.229770230
#> [109,] 0.452547453 0.898101898 0.395604396
#> [110,] 0.029970030 0.036963037 0.138861139
#> [111,] 0.515484515 0.743256743 0.641358641
#> [112,] 0.972399699 0.966325367 0.966448023
#> [113,] 0.412587413 0.342657343 0.462537463
#> [114,] 0.812187812 0.794205794 0.692307692
#> [115,] 0.493506494 0.661338661 0.450549451
#> [116,] 0.541458541 0.467532468 0.174825175
#> [117,] 0.341658342 0.084915085 0.021978022
#> [118,] 0.611388611 0.566433566 0.245754246
#> [119,] 0.726273726 0.710289710 0.912087912
#> [120,] 0.836163836 0.755244755 0.797202797
#> [121,] 0.524475524 0.475524476 0.280719281
#> [122,] 0.749250749 0.456543457 0.258741259
#> [123,] 0.816183816 0.894105894 0.679320679
#> [124,] 0.789210789 0.823176823 0.832167832
#> [125,] 0.146853147 0.579420579 0.148851149
#> [126,] 0.431568432 0.539460539 0.554445554
#> [127,] 0.631368631 0.546453546 0.905094905
#> [128,] 0.151848152 0.215784216 0.167832168
#> [129,] 0.044955045 0.145854146 0.170829171
#> [130,] 0.725274725 0.731268731 0.756243756
#> [131,] 0.581418581 0.626373626 0.834165834
#> [132,] 0.410589411 0.586413586 0.539460539
#> [133,] 0.058941059 0.005994006 0.018981019
#> [134,] 0.311688312 0.678321678 0.323676324
#> [135,] 0.220779221 0.041958042 0.310689311
#> [136,] 0.065934066 0.403596404 0.296703297
#> [137,] 0.874125874 0.778221778 0.979165375
#> [138,] 0.100899101 0.409590410 0.128871129
#> [139,] 0.246753247 0.365634366 0.346653347
#> [140,] 0.800199800 0.781218781 0.951208378
#> [141,] 0.729270729 0.924075924 0.961824853
#> [142,] 0.680319680 0.393606394 0.650349650
#> [143,] 0.931068931 0.963799509 0.943056943
#> [144,] 0.372627373 0.066933067 0.525474525
#> [145,] 0.596403596 0.867132867 0.596403596
#> [146,] 0.888111888 0.872127872 0.644355644
#> [147,] 0.274725275 0.051948052 0.066933067
#> [148,] 0.983056214 0.932067932 0.921078921
#> [149,] 0.817182817 0.899100899 0.952281498
#> [150,] 0.475524476 0.833166833 0.631368631
#> [151,] 0.562437562 0.267732268 0.451548452
#> [152,] 0.407592408 0.186813187 0.424575425
#> [153,] 0.051948052 0.399600400 0.414585415
#> [154,] 0.507492507 0.756243756 0.589410589
#> [155,] 0.774225774 0.600399600 0.766233766
#> [156,] 0.681318681 0.757242757 0.932067932
#> [157,] 0.165834166 0.034965035 0.002997003
#> [158,] 0.207792208 0.355644356 0.151848152
#> [159,] 0.484515485 0.098901099 0.145854146
#> [160,] 0.438561439 0.434565435 0.373626374
#> [161,] 0.404595405 0.415584416 0.254745255
#> [162,] 0.926073926 0.787212787 0.792207792
#> [163,] 0.120879121 0.032967033 0.146853147
#> [164,] 0.951200113 0.627372627 0.666333666
#> [165,] 0.256743257 0.010989011 0.763236763
#> [166,] 0.453546454 0.584415584 0.629370629
#> [167,] 0.349650350 0.776223776 0.449550450
#> [168,] 0.411588412 0.326673327 0.377622378
#> [169,] 0.280719281 0.278721279 0.216783217
#> [170,] 0.830169830 0.936063936 0.678321678
#> [171,] 0.289710290 0.453546454 0.526473526
#> [172,] 0.346653347 0.811188811 0.913086913
#> [173,] 0.458541459 0.411588412 0.249750250
#> [174,] 0.367632368 0.722277722 0.291708292
#> [175,] 0.669330669 0.297702298 0.640359640
#> [176,] 0.020979021 0.001998002 0.020979021
#> [177,] 0.845154845 0.871128871 0.812187812
#> [178,] 0.847152847 0.482517483 0.602397602
#> [179,] 0.530469530 0.220779221 0.493506494
#> [180,] 0.157842158 0.144855145 0.165834166
#> [181,] 0.283716284 0.736263736 0.169830170
#> [182,] 0.491508492 0.612387612 0.161838162
#> [183,] 0.420579421 0.221778222 0.116883117
#> [184,] 0.047952048 0.374625375 0.112887113
#> [185,] 0.486513487 0.879120879 0.461538462
#> [186,] 0.906093906 0.742257742 0.859140859
#> [187,] 0.497502498 0.545454545 0.815184815
#> [188,] 0.784215784 0.738261738 0.097902098
#> [189,] 0.231768232 0.543456543 0.326673327
#> [190,] 0.610389610 0.799200799 0.429570430
#> [191,] 0.302697303 0.580419580 0.435564436
#> [192,] 0.226773227 0.572427572 0.542457542
#> [193,] 0.702297702 0.571428571 0.820179820
#> [194,] 0.385614386 0.283716284 0.329670330
#> [195,] 0.185814186 0.085914086 0.916083916
#> [196,] 0.028971029 0.636363636 0.033966034
#> [197,] 0.190809191 0.561438561 0.507492507
#> [198,] 0.692307692 0.685314685 0.176823177
#> [199,] 0.547452547 0.578421578 0.288711289
#> [200,] 0.125874126 0.168831169 0.004995005
#> [201,] 0.137862138 0.470529471 0.232767233
#> [202,] 0.416583417 0.485514486 0.473526474
#> [203,] 0.550449550 0.330669331 0.184815185
#> [204,] 0.892107892 0.818181818 0.840159840
#> [205,] 0.903096903 0.828171828 0.787212787
#> [206,] 0.118881119 0.677322677 0.001998002
#> [207,] 0.312687313 0.025974026 0.073926074
#> [208,] 0.979304222 0.988681789 0.977492188
#> [209,] 0.850149850 0.857142857 0.782217782
#> [210,] 0.173826174 0.280719281 0.221778222
#> [211,] 0.796203796 0.446553447 0.953416510
#> [212,] 0.532467532 0.865134865 0.517482517
#> [213,] 0.298701299 0.076923077 0.276723277
#> [214,] 0.682317682 0.564435564 0.729270729
#> [215,] 0.347652348 0.574425574 0.638361638
#> [216,] 0.946053946 0.979715139 0.968962590
#> [217,] 0.950886235 0.888111888 0.935064935
#> [218,] 0.647352647 0.132867133 0.557442557
#> [219,] 0.200799201 0.222777223 0.299700300
#> [220,] 0.436563437 0.534465534 0.319680320
#> [221,] 0.854145854 0.765234765 0.942057942
#> [222,] 0.994361657 0.998372242 0.993062317
#> [223,] 0.582417582 0.670329670 0.614385614
#> [224,] 0.179820180 0.102897103 0.051948052
#> [225,] 0.760239760 0.128871129 0.410589411
#> [226,] 0.579420579 0.256743257 0.584415584
#> [227,] 0.573426573 0.316683317 0.330669331
#> [228,] 0.504495504 0.432567433 0.327672328
#> [229,] 0.587412587 0.601398601 0.837162837
#> [230,] 0.695304695 0.929070929 0.769230769
#> [231,] 0.721278721 0.921078921 0.607392607
#> [232,] 0.180819181 0.163836164 0.166833167
#> [233,] 0.009990010 0.018981019 0.101898102
#> [234,] 0.111888112 0.137862138 0.072927073
#> [235,] 0.235764236 0.189810190 0.057942058
#> [236,] 0.194805195 0.631368631 0.705294705
#> [237,] 0.483516484 0.803196803 0.799200799
#> [238,] 0.414585415 0.210789211 0.267732268
#> [239,] 0.871128871 0.590409590 0.730269730
#> [240,] 0.108891109 0.065934066 0.337662338
#> [241,] 0.645354645 0.720279720 0.431568432
#> [242,] 0.268731269 0.133866134 0.217782218
#> [243,] 0.612387612 0.792207792 0.300699301
#> [244,] 0.199800200 0.659340659 0.399600400
#> [245,] 0.873126873 0.656343656 0.767232767
#> [246,] 0.639360639 0.354645355 0.415584416
#> [247,] 0.840159840 0.839160839 0.872127872
#> [248,] 0.265734266 0.156843157 0.550449550
#> [249,] 0.970830785 0.969326997 0.958057487
#> [250,] 0.520479520 0.549450549 0.556443556
#> [251,] 0.293706294 0.430569431 0.720279720
#> [252,] 0.105894106 0.000999001 0.064935065
#> [253,] 0.132867133 0.573426573 0.110889111
#> [254,] 0.574425574 0.648351648 0.879120879
#> [255,] 0.270729271 0.705294705 0.698301698
#> [256,] 0.710289710 0.377622378 0.627372627
#> [257,] 0.517482517 0.477522478 0.838161838
#> [258,] 0.506493506 0.681318681 0.718281718
#> [259,] 0.345654346 0.211788212 0.008991009
#> [260,] 0.624375624 0.386613387 0.322677323
#> [261,] 0.253746254 0.385614386 0.543456543
#> [262,] 0.388611389 0.510489510 0.712287712
#> [263,] 0.010989011 0.012987013 0.029970030
#> [264,] 0.448551449 0.004995005 0.187812188
#> [265,] 0.152847153 0.074925075 0.484515485
#> [266,] 0.978625481 0.950511674 0.990313804
#> [267,] 0.715284715 0.649350649 0.341658342
#> [268,] 0.168831169 0.229770230 0.528471528
#> [269,] 0.485514486 0.441558442 0.583416583
#> [270,] 0.272727273 0.675324675 0.255744256
#> [271,] 0.113886114 0.191808192 0.672327672
#> [272,] 0.013986014 0.038961039 0.313686314
#> [273,] 0.123876124 0.023976024 0.713286713
#> [274,] 0.273726274 0.313686314 0.302697303
#> [275,] 0.424575425 0.064935065 0.266733267
#> [276,] 0.382617383 0.610389610 0.703296703
#> [277,] 0.543456543 0.177822178 0.508491508
#> [278,] 0.872127872 0.885114885 0.861138861
#> [279,] 0.474525475 0.115884116 0.092907093
#> [280,] 0.928071928 0.843156843 0.871128871
#> [281,] 0.752247752 0.813186813 0.689310689
#> [282,] 0.661338661 0.499500500 0.545454545
#> [283,] 0.203796204 0.300699301 0.776223776
#> [284,] 0.242757243 0.408591409 0.714285714
#> [285,] 0.656343656 0.325674326 0.727272727
#> [286,] 0.184815185 0.324675325 0.425574426
#> [287,] 0.433566434 0.528471528 0.412587413
#> [288,] 0.662337662 0.657342657 0.701298701
#> [289,] 0.510489510 0.425574426 0.240759241
#> [290,] 0.867132867 0.908091908 0.817182817
#> [291,] 0.249750250 0.608391608 0.662337662
#> [292,] 0.738261738 0.480519481 0.428571429
#> [293,] 0.238761239 0.075924076 0.225774226
#> [294,] 0.623376623 0.662337662 0.831168831
#> [295,] 0.588411588 0.702297702 0.944055944
#> [296,] 0.708291708 0.692307692 0.548451548
#> [297,] 0.310689311 0.227772228 0.082917083
#> [298,] 0.239760240 0.063936064 0.125874126
#> [299,] 0.626373626 0.699300699 0.471528472
#> [300,] 0.548451548 0.557442557 0.725274725
#> [301,] 0.429570430 0.875124875 0.262737263
#> [302,] 0.728271728 0.750249750 0.779220779
#> [303,] 0.134865135 0.244755245 0.141858142
#> [304,] 0.264735265 0.414585415 0.577422577
#> [305,] 0.344655345 0.761238761 0.437562438
#> [306,] 0.917082917 0.978432026 0.886113886
#> [307,] 0.968917846 0.938061938 0.878121878
#> [308,] 0.285714286 0.045954046 0.212787213
#> [309,] 0.086913087 0.152847153 0.568431568
#> [310,] 0.039960040 0.352647353 0.419580420
#> [311,] 0.018981019 0.042957043 0.463536464
#> [312,] 0.949050949 0.982789276 0.930069930
#> [313,] 0.351648352 0.402597403 0.503496503
#> [314,] 0.781218781 0.777222777 0.962837148
#> [315,] 0.927072927 0.939060939 0.955001887
#> [316,] 0.742257742 0.769230769 0.553446553
#> [317,] 0.750249750 0.845154845 0.825174825
#> [318,] 0.785214785 0.903096903 0.805194805
#> [319,] 0.133866134 0.439560440 0.726273726
#> [320,] 0.878121878 0.589410589 0.371628372
#> [321,] 0.328671329 0.207792208 0.056943057
#> [322,] 0.833166833 0.568431568 0.903096903
#> [323,] 0.528471528 0.635364635 0.317682318
#> [324,] 0.375624376 0.532467532 0.411588412
#> [325,] 0.033966034 0.159840160 0.034965035
#> [326,] 0.381618382 0.554445554 0.223776224
#> [327,] 0.212787213 0.044955045 0.246753247
#> [328,] 0.263736264 0.450549451 0.489510490
#> [329,] 0.905094905 0.901098901 0.842157842
#> [330,] 0.092907093 0.008991009 0.529470529
#> [331,] 0.542457542 0.492507493 0.144855145
#> [332,] 0.569430569 0.435564436 0.744255744
#> [333,] 0.365634366 0.233766234 0.655344655
#> [334,] 0.296703297 0.266733267 0.129870130
#> [335,] 0.155844156 0.766233766 0.318681319
#> [336,] 0.535464535 0.103896104 0.765234765
#> [337,] 0.511488511 0.645354645 0.279720280
#> [338,] 0.377622378 0.310689311 0.364635365
#> [339,] 0.131868132 0.504495504 0.269730270
#> [340,] 0.909090909 0.864135864 0.857142857
#> [341,] 0.278721279 0.341658342 0.380619381
#> [342,] 0.208791209 0.314685315 0.442557443
#> [343,] 0.225774226 0.031968032 0.534465534
#> [344,] 0.834165834 0.494505495 0.432567433
#> [345,] 0.620379620 0.821178821 0.652347652
#> [346,] 0.373626374 0.417582418 0.261738262
#> [347,] 0.426573427 0.238761239 0.194805195
#> [348,] 0.389610390 0.747252747 0.510489510
#> [349,] 0.939060939 0.837162837 0.917082917
#> [350,] 0.440559441 0.322677323 0.440559441
#> [351,] 0.258741259 0.632367632 0.237762238
#> [352,] 0.853146853 0.824175824 0.736263736
#> [353,] 0.332667333 0.124875125 0.405594406
#> [354,] 0.940059940 0.947052947 0.909090909
#> [355,] 0.912087912 0.397602398 0.434565435
#> [356,] 0.795204795 0.607392607 0.555444555
#> [357,] 0.186813187 0.668331668 0.119880120
#> [358,] 0.521478521 0.184815185 0.311688312
#> [359,] 0.460539461 0.654345654 0.153846154
#> [360,] 0.161838162 0.445554446 0.228771229
#> [361,] 0.055944056 0.003996004 0.024975025
#> [362,] 0.245754246 0.318681319 0.094905095
#> [363,] 0.363636364 0.519480519 0.827172827
#> [364,] 0.162837163 0.055944056 0.010989011
#> [365,] 0.705294705 0.895104895 0.890109890
#> [366,] 0.703296703 0.597402597 0.789210789
#> [367,] 0.934065934 0.949050949 0.896103896
#> [368,] 0.063936064 0.407592408 0.038961039
#> [369,] 0.052947053 0.002997003 0.087912088
#> [370,] 0.144855145 0.763236763 0.754245754
#> [371,] 0.141858142 0.583416583 0.179820180
#> [372,] 0.637362637 0.092907093 0.162837163
#> [373,] 0.685314685 0.303696304 0.303696304
#> [374,] 0.594405594 0.120879121 0.374625375
#> [375,] 0.735264735 0.241758242 0.423576424
#> [376,] 0.329670330 0.286713287 0.361638362
#> [377,] 0.210789211 0.148851149 0.132867133
#> [378,] 0.566433566 0.820179820 0.579420579
#> [379,] 0.932067932 0.934065934 0.865134865
#> [380,] 0.494505495 0.317682318 0.282717283
#> [381,] 0.392607393 0.404595405 0.231768232
#> [382,] 0.665334665 0.919080919 0.753246753
#> [383,] 0.266733267 0.424575425 0.263736264
#> [384,] 0.688311688 0.339660340 0.684315684
#> [385,] 0.807192807 0.652347652 0.755244755
#> [386,] 0.035964036 0.203796204 0.409590410
#> [387,] 0.374625375 0.873126873 0.809190809
#> [388,] 0.677322677 0.272727273 0.499500500
#> [389,] 0.679320679 0.022977023 0.000999001
#> [390,] 0.733266733 0.831168831 0.741258741
#> [391,] 0.480519481 0.611388611 0.349650350
#> [392,] 0.739260739 0.208791209 0.456543457
#> [393,] 0.376623377 0.419580420 0.173826174
#> [394,] 0.175824176 0.058941059 0.773226773
#> [395,] 0.689310689 0.287712288 0.697302697
#> [396,] 0.659340659 0.717282717 0.647352647
#> [397,] 0.634365634 0.798201798 0.919080919
#> [398,] 0.636363636 0.454545455 0.505494505
#> [399,] 0.241758242 0.690309690 0.308691309
#> [400,] 0.585414585 0.265734266 0.250749251
#> [401,] 0.181818182 0.336663337 0.407592408
#> [402,] 0.576423576 0.262737263 0.224775225
#> [403,] 0.405594406 0.451548452 0.242757243
#> [404,] 0.672327672 0.897102897 0.808191808
#> [405,] 0.255744256 0.154845155 0.086913087
#> [406,] 0.354645355 0.150849151 0.164835165
#> [407,] 0.958297586 0.835164835 0.804195804
#> [408,] 0.102897103 0.676323676 0.133866134
#> [409,] 0.262737263 0.840159840 0.122877123
#> [410,] 0.937062937 0.782217782 0.976166733
#> [411,] 0.116883117 0.106893107 0.017982018
#> [412,] 0.740259740 0.598401598 0.454545455
#> [413,] 0.193806194 0.785214785 0.028971029
#> [414,] 0.050949051 0.486513487 0.043956044
#> [415,] 0.006993007 0.282717283 0.063936064
#> [416,] 0.025974026 0.773226773 0.272727273
#> [417,] 0.613386613 0.364635365 0.183816184
#> [418,] 0.401598402 0.604395604 0.877122877
#> [419,] 0.230769231 0.606393606 0.019980020
#> [420,] 0.900099900 0.741258741 0.791208791
#> [421,] 0.537462537 0.563436563 0.780219780
#> [422,] 0.534465534 0.321678322 0.459540460
#> [423,] 0.084915085 0.062937063 0.724275724
#> [424,] 0.731268731 0.230769231 0.551448551
#> [425,] 0.419580420 0.616383616 0.606393606
#> [426,] 0.956972354 0.972782476 0.956585622
#> [427,] 0.211788212 0.387612388 0.244755245
#> [428,] 0.119880120 0.329670330 0.195804196
#> [429,] 0.951233074 0.969193145 0.928071928
#> [430,] 0.022977023 0.569430569 0.465534466
#> [431,] 0.306693307 0.223776224 0.196803197
#> [432,] 0.736263736 0.804195804 0.124875125
#> [433,] 0.292707293 0.214785215 0.074925075
#> [434,] 0.174825175 0.047952048 0.160839161
#> [435,] 0.490509491 0.538461538 0.547452547
#> [436,] 0.748251748 0.346653347 0.109890110
#> [437,] 0.254745255 0.429570430 0.297702298
#> [438,] 0.466533467 0.440559441 0.620379620
#> [439,] 0.099900100 0.091908092 0.115884116
#> [440,] 0.563436563 0.493506494 0.561438561
#> [441,] 0.348651349 0.466533467 0.563436563
#> [442,] 0.366633367 0.017982018 0.363636364
#> [443,] 0.880119880 0.815184815 0.922077922
#> [444,] 0.924075924 0.829170829 0.711288711
#> [445,] 0.578421578 0.701298701 0.530469530
#> [446,] 0.287712288 0.577422577 0.559440559
#> [447,] 0.110889111 0.170829171 0.562437562
#> [448,] 0.603396603 0.753246753 0.443556444
#> [449,] 0.808191808 0.442557443 0.868131868
#> [450,] 0.171828172 0.174825175 0.098901099
#> [451,] 0.032967033 0.052947053 0.180819181
#> [452,] 0.036963037 0.281718282 0.041958042
#> [453,] 0.861138861 0.783216783 0.839160839
#> [454,] 0.780219780 0.672327672 0.786213786
#> [455,] 0.568431568 0.585414585 0.574425574
#> [456,] 0.096903097 0.125874126 0.044955045
#> [457,] 0.478521479 0.508491508 0.733266733
#> [458,] 0.261738262 0.323676324 0.732267732
#> [459,] 0.862137862 0.967599967 0.810189810
#> [460,] 0.815184815 0.481518482 0.595404595
#> [461,] 0.876123876 0.315684316 0.664335664
#> [462,] 0.004995005 0.122877123 0.085914086
#> [463,] 0.859140859 0.902097902 0.669330669
#> [464,] 0.339660340 0.086913087 0.342657343
#> [465,] 0.983438924 0.968678883 0.867132867
#> [466,] 0.966212349 0.795204795 0.798201798
#> [467,] 0.691308691 0.825174825 0.523476523
#> [468,] 0.305694306 0.119880120 0.015984016
#> [469,] 0.271728272 0.396603397 0.343656344
#> [470,] 0.551448551 0.816183816 0.275724276
#> [471,] 0.980647697 0.983439353 0.985101985
#> [472,] 0.139860140 0.375624376 0.152847153
#> [473,] 0.570429570 0.961470038 0.709290709
#> [474,] 0.802197802 0.806193806 0.731268731
#> [475,] 0.676323676 0.655344655 0.628371628
#> [476,] 0.057942058 0.250749251 0.234765235
#> [477,] 0.943056943 0.658341658 0.609390609
#> [478,] 0.368631369 0.056943057 0.036963037
#> [479,] 0.995289300 0.997822758 0.994453056
#> [480,] 0.920079920 0.834165834 0.851148851
#> [481,] 0.396603397 0.514485514 0.042957043
#> [482,] 0.053946054 0.288711289 0.306693307
#> [483,] 0.500499500 0.171828172 0.578421578
#> [484,] 0.303696304 0.479520480 0.444555445
#> [485,] 0.525474525 0.363636364 0.439560440
#> [486,] 0.584415584 0.185814186 0.210789211
#> [487,] 0.340659341 0.416583417 0.301698302
#> [488,] 0.902097902 0.567432567 0.734265734
#> [489,] 0.806193806 0.784215784 0.742257742
#> [490,] 0.248751249 0.550449550 0.379620380
#> [491,] 0.722277722 0.695304695 0.685314685
#> [492,] 0.034965035 0.006993007 0.006993007
#> [493,] 0.418581419 0.749250749 0.927072927
#> [494,] 0.142857143 0.140859141 0.588411588
#> [495,] 0.295704296 0.257742258 0.757242757
#> [496,] 0.557442557 0.562437562 0.350649351
#> [497,] 0.919080919 0.696303696 0.699300699
#> [498,] 0.968709524 0.944055944 0.939060939
#> [499,] 0.350649351 0.338661339 0.564435564
#> [500,] 0.723276723 0.945054945 0.819180819
#> [501,] 0.948051948 0.975787249 0.956200181
#> [502,] 0.930069930 0.978379490 0.775224775
#> [503,] 0.713286713 0.694305694 0.772227772
#> [504,] 0.828171828 0.716283716 0.926073926
#> [505,] 0.894105894 0.887112887 0.656343656
#> [506,] 0.319680320 0.334665335 0.491508492
#> [507,] 0.841158841 0.591408591 0.902097902
#> [508,] 0.501498501 0.247752248 0.335664336
#> [509,] 0.390609391 0.192807193 0.538461538
#> [510,] 0.461538462 0.134865135 0.512487512
#> [511,] 0.865134865 0.819180819 0.880119880
#> [512,] 0.539460539 0.673326673 0.293706294
#> [513,] 0.214785215 0.366633367 0.546453546
#> [514,] 0.915084915 0.746253746 0.681318681
#> [515,] 0.895104895 0.975638144 0.936063936
#> [516,] 0.717282717 0.851148851 0.941058941
#> [517,] 0.605394605 0.121878122 0.032967033
#> [518,] 0.810189810 0.754245754 0.760239760
#> [519,] 0.595404595 0.890109890 0.381618382
#> [520,] 0.972991893 0.990110018 0.967514622
#> [521,] 0.463536464 0.697302697 0.716283716
#> [522,] 0.971343119 0.965085767 0.966423813
#> [523,] 0.026973027 0.357642358 0.204795205
#> [524,] 0.472527473 0.853146853 0.496503497
#> [525,] 0.572427572 0.433566434 0.477522478
#> [526,] 0.625374625 0.892107892 0.855144855
#> [527,] 0.999860590 0.999830378 0.999960621
#> [528,] 0.021978022 0.848151848 0.061938062
#> [529,] 0.995802747 0.994536958 0.997277447
#> [530,] 0.201798202 0.161838162 0.252747253
#> [531,] 0.435564436 0.070929071 0.007992008
#> [532,] 0.229770230 0.104895105 0.202797203
#> [533,] 0.787212787 0.613386613 0.533466533
#> [534,] 0.858141858 0.830169830 0.670329670
#> [535,] 0.754245754 0.206793207 0.663336663
#> [536,] 0.095904096 0.158841159 0.218781219
#> [537,] 0.942057942 0.931068931 0.937062937
#> [538,] 0.857142857 0.724275724 0.386613387
#> [539,] 0.916083916 0.469530470 0.521478521
#> [540,] 0.741258741 0.371628372 0.175824176
#> [541,] 0.097902098 0.817182817 0.172827173
#> [542,] 0.646353646 0.506493506 0.388611389
#> [543,] 0.793206793 0.236763237 0.103896104
#> [544,] 0.222777223 0.258741259 0.157842158
#> [545,] 0.962606535 0.933066933 0.933066933
#> [546,] 0.762237762 0.984801357 0.846153846
#> [547,] 0.684315684 0.212787213 0.389610390
#> [548,] 0.371628372 0.196803197 0.661338661
#> [549,] 0.972890627 0.971219568 0.983295840
#> [550,] 0.008991009 0.541458541 0.012987013
#> [551,] 0.554445554 0.941058941 0.657342657
#> [552,] 0.232767233 0.307692308 0.053946054
#> [553,] 0.734265734 0.698301698 0.778221778
#> [554,] 0.342657343 0.201798202 0.213786214
#> [555,] 0.219780220 0.131868132 0.286713287
#> [556,] 0.663336663 0.180819181 0.580419580
#> [557,] 0.228771229 0.019980020 0.265734266
#> [558,] 0.767232767 0.663336663 0.691308691
#> [559,] 0.049950050 0.068931069 0.026973027
#> [560,] 0.413586414 0.373626374 0.150849151
#> [561,] 0.811188811 0.918081918 0.717282717
#> [562,] 0.355644356 0.619380619 0.080919081
#> [563,] 0.846153846 0.637362637 0.667332667
#> [564,] 0.640359640 0.576423576 0.761238761
#> [565,] 0.619380619 0.367632368 0.693306693
#> [566,] 0.918081918 0.930069930 0.940059940
#> [567,] 0.707292707 0.547452547 0.345654346
#> [568,] 0.159840160 0.270729271 0.362637363
#> [569,] 0.863136863 0.732267732 0.918081918
#> [570,] 0.935064935 0.905094905 0.915084915
#> [571,] 0.150849151 0.117882118 0.513486513
#> [572,] 0.668331668 0.389610390 0.076923077
#> [573,] 0.607392607 0.646353646 0.796203796
#> [574,] 0.307692308 0.395604396 0.955907208
#> [575,] 0.999115609 0.996189072 0.995967402
#> [576,] 0.012987013 0.305694306 0.014985015
#> [577,] 0.279720280 0.138861139 0.039960040
#> [578,] 0.533466533 0.188811189 0.453546454
#> [579,] 0.838161838 0.629370629 0.847152847
#> [580,] 0.109890110 0.252747253 0.089910090
#> [581,] 0.107892108 0.126873127 0.803196803
#> [582,] 0.670329670 0.390609391 0.470529471
#> [583,] 0.019980020 0.246753247 0.048951049
#> [584,] 0.993317793 0.979017192 0.967427917
#> [585,] 0.450549451 0.870129870 0.633366633
#> [586,] 0.606393606 0.630369630 0.735264735
#> [587,] 0.632367632 0.704295704 0.593406593
#> [588,] 0.544455544 0.420579421 0.426573427
#> [589,] 0.667332667 0.412587413 0.469530470
#> [590,] 0.911088911 0.909090909 0.957210412
#> [591,] 0.697302697 0.544455544 0.671328671
#> [592,] 0.250749251 0.164835165 0.257742258
#> [593,] 0.545454545 0.512487512 0.447552448
#> [594,] 0.899100899 0.869130869 0.854145854
#> [595,] 0.980664221 0.982614677 0.977584848
#> [596,] 0.135864136 0.295704296 0.355644356
#> [597,] 0.437562438 0.356643357 0.050949051
#> [598,] 0.884115884 0.884115884 0.841158841
#> [599,] 0.983446346 0.956091646 0.931068931
#> [600,] 0.244755245 0.498501499 0.749250749
#> [601,] 0.591408591 0.024975025 0.016983017
#> [602,] 0.936063936 0.960367355 0.889110889
#> [603,] 0.383616384 0.379620380 0.352647353
#> [604,] 0.635364635 0.665334665 0.710289710
#> [605,] 0.600399600 0.129870130 0.083916084
#> [606,] 0.630369630 0.640359640 0.630369630
#> [607,] 0.327672328 0.542457542 0.278721279
#> [608,] 0.428571429 0.039960040 0.052947053
#> [609,] 0.875124875 0.774225774 0.892107892
#> [610,] 0.929070929 0.739260739 0.900099900
#> [611,] 0.516483516 0.548451548 0.348651349
#> [612,] 0.821178821 0.581418581 0.623376623
#> [613,] 0.498501499 0.653346653 0.549450549
#> [614,] 0.317682318 0.277722278 0.836163836
#> [615,] 0.129870130 0.285714286 0.438561439
#> [616,] 0.093906094 0.461538462 0.118881119
#> [617,] 0.540459540 0.421578422 0.490509491
#> [618,] 0.849150849 0.625374625 0.570429570
#> [619,] 0.526473526 0.358641359 0.190809191
#> [620,] 0.294705295 0.202797203 0.406593407
#> [621,] 0.982230992 0.968094887 0.977334705
#> [622,] 0.315684316 0.301698302 0.408591409
#> [623,] 0.464535465 0.495504496 0.613386613
#> [624,] 0.565434565 0.674325674 0.747252747
#> [625,] 0.017982018 0.007992008 0.391608392
#> [626,] 0.589410589 0.118881119 0.149850150
#> [627,] 0.149850150 0.043956044 0.155844156
#> [628,] 0.629370629 0.693306693 0.707292707
#> [629,] 0.527472527 0.248751249 0.626373626
#> [630,] 0.204795205 0.169830170 0.168831169
#> [631,] 0.247752248 0.372627373 0.135864136
#> [632,] 0.395604396 0.624375624 0.486513487
#> [633,] 0.954030300 0.964039905 0.947052947
#> [634,] 0.831168831 0.942057942 0.845154845
#> [635,] 0.765234765 0.529470529 0.802197802
#> [636,] 0.103896104 0.094905095 0.458541459
#> [637,] 0.778221778 0.621378621 0.777222777
#> [638,] 0.987030870 0.993661336 0.986624878
#> [639,] 0.519480519 0.464535465 0.708291708
#> [640,] 0.154845155 0.296703297 0.136863137
#> [641,] 0.690309690 0.218781219 0.881118881
#> [642,] 0.308691309 0.264735265 0.883116883
#> [643,] 0.451548452 0.489510490 0.625374625
#> [644,] 0.014985015 0.112887113 0.005994006
#> [645,] 0.976078812 0.915084915 0.833166833
#> [646,] 0.642357642 0.740259740 0.566433566
#> [647,] 0.127872128 0.359640360 0.214785215
#> [648,] 0.799200799 0.810189810 0.945054945
#> [649,] 0.518481518 0.332667333 0.488511489
#> [650,] 0.217782218 0.447552448 0.067932068
#> [651,] 0.394605395 0.173826174 0.527472527
#> [652,] 0.284715285 0.299700300 0.227772228
#> [653,] 0.844155844 0.814185814 0.636363636
#> [654,] 0.825174825 0.858141858 0.743256743
#> [655,] 0.866133866 0.868131868 0.404595405
#> [656,] 0.456543457 0.911088911 0.615384615
#> [657,] 0.387612388 0.245754246 0.147852148
#> [658,] 0.130869131 0.422577423 0.117882118
#> [659,] 0.549450549 0.292707293 0.105894106
#> [660,] 0.887112887 0.920079920 0.882117882
#> [661,] 0.770229770 0.142857143 0.509490509
#> [662,] 0.783216783 0.536463536 0.888111888
#> [663,] 0.024975025 0.082917083 0.382617383
#> [664,] 0.671328671 0.418581419 0.649350649
#> [665,] 0.488511489 0.772227772 0.466533467
#> [666,] 0.067932068 0.113886114 0.185814186
#> [667,] 0.487512488 0.570429570 0.467532468
#> [668,] 0.147852148 0.587412587 0.332667333
#> [669,] 0.169830170 0.178821179 0.055944056
#> [670,] 0.538461538 0.020979021 0.047952048
#> [671,] 0.590409590 0.748251748 0.120879121
#> [672,] 0.801198801 0.793206793 0.816183816
#> [673,] 0.321678322 0.351648352 0.378621379
#> [674,] 0.822177822 0.896103896 0.910089910
#> [675,] 0.364635365 0.465534466 0.441558442
#> [676,] 0.730269730 0.770229770 0.700299700
#> [677,] 0.651348651 0.728271728 0.515484515
#> [678,] 0.454545455 0.224775225 0.106893107
#> [679,] 0.536463536 0.146853147 0.500499500
#> [680,] 0.968824313 0.946053946 0.986426420
#> [681,] 0.224775225 0.079920080 0.504495504
#> [682,] 0.744255744 0.715284715 0.575424575
#> [683,] 0.038961039 0.488511489 0.285714286
#> [684,] 0.747252747 0.734265734 0.573426573
#> [685,] 0.495504496 0.603396603 0.759240759
#> [686,] 0.042957043 0.276723277 0.093906094
#> [687,] 0.724275724 0.790209790 0.688311688
#> [688,] 0.604395604 0.503496503 0.617382617
#> [689,] 0.944055944 0.948051948 0.995783669
#> [690,] 0.080919081 0.312687313 0.121878122
#> [691,] 0.502497502 0.638361638 0.680319680
#> [692,] 0.085914086 0.219780220 0.113886114
#> [693,] 0.077922078 0.015984016 0.203796204
#> [694,] 0.073926074 0.284715285 0.193806194
#> [695,] 0.580419580 0.398601399 0.418581419
#> [696,] 0.470529471 0.368631369 0.455544456
#> [697,] 0.696303696 0.520479520 0.706293706
#> [698,] 0.233766234 0.767232767 0.421578422
#> [699,] 0.753246753 0.391608392 0.694305694
#> [700,] 0.508491508 0.289710290 0.514485514
#> [701,] 0.286713287 0.497502498 0.677322677
#> [702,] 0.045954046 0.050949051 0.751248751
#> [703,] 0.015984016 0.016983017 0.068931069
#> [704,] 0.362637363 0.448551449 0.764235764
#> [705,] 0.216783217 0.443556444 0.156843157
#> [706,] 0.359640360 0.370629371 0.536463536
#> [707,] 0.699300699 0.801198801 0.660339660
#> [708,] 0.627372627 0.725274725 0.893106893
#> [709,] 0.369630370 0.779220779 0.324675325
#> [710,] 0.002997003 0.290709291 0.079920080
#> [711,] 0.432567433 0.033966034 0.070929071
#> [712,] 0.462537463 0.298701299 0.646353646
#> [713,] 0.370629371 0.263736264 0.253746254
#> [714,] 0.592407592 0.968819571 0.911088911
#> [715,] 0.794205794 0.225774226 0.359640360
#> [716,] 0.476523477 0.136863137 0.383616384
#> [717,] 0.074925075 0.089910090 0.099900100
#> [718,] 0.352647353 0.737262737 0.781218781
#> [719,] 0.465534466 0.347652348 0.295704296
#> [720,] 0.156843157 0.362637363 0.422577423
#> [721,] 0.227772228 0.874125874 0.236763237
#> [722,] 0.644355644 0.650349650 0.347652348
#> [723,] 0.313686314 0.249750250 0.259740260
#> [724,] 0.196803197 0.333666334 0.376623377
#> [725,] 0.675324675 0.664335664 0.622377622
#> [726,] 0.445554446 0.472527473 0.430569431
#> [727,] 0.304695305 0.437562438 0.604395604
#> [728,] 0.633366633 0.618381618 0.277722278
#> [729,] 0.164835165 0.153846154 0.049950050
#> [730,] 0.408591409 0.431568432 0.874125874
#> [731,] 0.192807193 0.234765235 0.715284715
#> [732,] 0.766233766 0.551448551 0.659340659
#> [733,] 0.925074925 0.913086913 0.901098901
#> [734,] 0.615384615 0.279720280 0.417582418
#> [735,] 0.818181818 0.721278721 0.608391608
#> [736,] 0.322677323 0.438561439 0.511488511
#> [737,] 0.513486513 0.789210789 0.369630370
#> [738,] 0.468531469 0.294705295 0.966765504
#> [739,] 0.998366327 0.998373851 0.984820996
#> [740,] 0.318681319 0.535464535 0.643356643
#> [741,] 0.761238761 0.684315684 0.862137862
#> [742,] 0.343656344 0.634365634 0.367632368
#> [743,] 0.700299700 0.400599401 0.785214785
#> [744,] 0.477522478 0.291708292 0.746253746
#> [745,] 0.654345654 0.232767233 0.219780220
#> [746,] 0.334665335 0.026973027 0.251748252
#> [747,] 0.337662338 0.476523477 0.100899101
#> [748,] 0.434565435 0.735264735 0.582417582
#> [749,] 0.597402597 0.846153846 0.654345654
#> [750,] 0.237762238 0.204795205 0.498501499
#> [751,] 0.176823177 0.405594406 0.163836164
#> [752,] 0.586413586 0.413586414 0.402597403
#> [753,] 0.509490509 0.444555445 0.814185814
#> [754,] 0.727272727 0.680319680 0.384615385
#> [755,] 0.288711289 0.462537463 0.239760240
#> [756,] 0.140859141 0.530469530 0.096903097
#> [757,] 0.803196803 0.436563437 0.476523477
#> [758,] 0.827172827 0.628371628 0.696303696
#> [759,] 0.593406593 0.762237762 0.189810190
#> [760,] 0.415584416 0.540459540 0.674325674
#> [761,] 0.163836164 0.501498501 0.325674326
#> [762,] 0.683316683 0.733266733 0.770229770
#> [763,] 0.114885115 0.382617383 0.126873127
#> [764,] 0.864135864 0.856143856 0.683316683
#> [765,] 0.439560440 0.166833167 0.108891109
#> [766,] 0.007992008 0.198801199 0.003996004
#> [767,] 0.826173826 0.910089910 0.904095904
#> [768,] 0.062937063 0.093906094 0.292707293
#> [769,] 0.977007010 0.972252093 0.986436686
#> [770,] 0.112887113 0.077922078 0.243756244
#> [771,] 0.257742258 0.268731269 0.639360639
#> [772,] 0.449550450 0.641358641 0.485514486
#> [773,] 0.236763237 0.251748252 0.312687313
#> [774,] 0.561438561 0.620379620 0.482517483
#> [775,] 0.743256743 0.555444555 0.541458541
#> [776,] 0.043956044 0.160839161 0.502497502
#> [777,] 0.260739261 0.516483516 0.795204795
#> [778,] 0.397602398 0.231768232 0.143856144
#> [779,] 0.473526474 0.842157842 0.658341658
#> [780,] 0.016983017 0.009990010 0.191808192
#> [781,] 0.832167832 0.537462537 0.522477522
#> [782,] 0.886113886 0.827172827 0.849150849
#> [783,] 0.070929071 0.071928072 0.158841159
#> [784,] 0.608391608 0.764235764 0.457542458
#> [785,] 0.040959041 0.027972028 0.209790210
#> [786,] 0.115884116 0.105894106 0.334665335
#> [787,] 0.763236763 0.679320679 0.519480519
#> [788,] 0.614385614 0.157842158 0.114885115
#> [789,] 0.011988012 0.331668332 0.366633367
#> [790,] 0.489510490 0.054945055 0.127872128
#> [791,] 0.910089910 0.935064935 0.980250729
#> [792,] 0.316683317 0.306693307 0.537462537
#> [793,] 0.952155574 0.940059940 0.963025696
#> [794,] 0.814185814 0.666333666 0.558441558
#> [795,] 0.197802198 0.114885115 0.298701299
#> [796,] 0.357642358 0.237762238 0.400599401
#> [797,] 0.056943057 0.048951049 0.357642358
#> [798,] 0.117882118 0.235764236 0.137862138
#> [799,] 0.300699301 0.255744256 0.077922078
#> [800,] 0.559440559 0.195804196 0.256743257
#> [801,] 0.206793207 0.596403596 0.621378621
#> [802,] 0.275724276 0.515484515 0.230769231
#> [803,] 0.338661339 0.141858142 0.247752248
#> [804,] 0.066933067 0.021978022 0.023976024
#> [805,] 0.790209790 0.859140859 0.984687718
#> [806,] 0.649350649 0.691308691 0.768231768
#> [807,] 0.771228771 0.524475524 0.686313686
#> [808,] 0.331668332 0.711288711 0.289710290
#> [809,] 0.075924076 0.057942058 0.054945055
#> [810,] 0.324675325 0.522477522 0.565434565
#> [811,] 0.122877123 0.349650350 0.090909091
#> [812,] 0.891108891 0.700299700 0.413586414
#> [813,] 0.467532468 0.812187812 0.238761239
#> [814,] 0.564435564 0.726273726 0.208791209
#> [815,] 0.893106893 0.588411588 0.813186813
#> [816,] 0.704295704 0.452547453 0.501498501
#> [817,] 0.824175824 0.712287712 0.807192807
#> [818,] 0.001998002 0.614385614 0.046953047
#> [819,] 0.446553447 0.487512488 0.226773227
#> [820,] 0.399600400 0.751248751 0.591408591
#> [821,] 0.215784216 0.081918082 0.233766234
#> [822,] 0.797202797 0.855144855 0.675324675
#> [823,] 0.558441558 0.135864136 0.616383616
#> [824,] 0.124875125 0.139860140 0.075924076
#> [825,] 0.299700300 0.595404595 0.673326673
#> [826,] 0.098901099 0.205794206 0.062937063
#> [827,] 0.094905095 0.100899101 0.396603397
#> [828,] 0.076923077 0.259740260 0.392607393
#> [829,] 0.908091908 0.928071928 0.898101898
#> [830,] 0.529470529 0.474525475 0.468531469
#> [831,] 0.643356643 0.594405594 0.387612388
#> [832,] 0.178821179 0.361638362 0.360639361
#> [833,] 0.621378621 0.496503497 0.479520480
#> [834,] 0.882117882 0.960870309 0.899100899
#> [835,] 0.425574426 0.744255744 0.356643357
#> [836,] 0.856143856 0.786213786 0.524475524
#> [837,] 0.933066933 0.882117882 0.875124875
#> [838,] 0.360639361 0.175824176 0.771228771
#> [839,] 0.281718282 0.455544456 0.480519481
#> [840,] 0.923076923 0.866133866 0.869130869
#> [841,] 0.839160839 0.850149850 0.938061938
#> [842,] 0.166833167 0.381618382 0.198801199
#> [843,] 0.191808192 0.260739261 0.271728272
#> [844,] 0.758241758 0.647352647 0.800199800
#> [845,] 0.601398601 0.651348651 0.723276723
#> [846,] 0.759240759 0.525474525 0.811188811
#> [847,] 0.054945055 0.073926074 0.081918082
#> [848,] 0.512487512 0.130869131 0.060939061
#> [849,] 0.698301698 0.838161838 0.884115884
#> [850,] 0.981901271 0.937062937 0.897102897
#> [851,] 0.804195804 0.780219780 0.894105894
#> [852,] 0.960497852 0.883116883 0.906093906
#> [853,] 0.773226773 0.483516484 0.248751249
#> [854,] 0.658341658 0.518481518 0.587412587
#> [855,] 0.877122877 0.916083916 0.864135864
#> [856,] 0.083916084 0.088911089 0.084915085
#> [857,] 0.969354570 0.989157600 0.985799054
#> [858,] 0.059940060 0.271728272 0.139860140
#> [859,] 0.963726090 0.978495859 0.991125893
#> [860,] 0.694305694 0.523476523 0.914085914
#> [861,] 0.218781219 0.559440559 0.750249750
#> [862,] 0.158841159 0.327672328 0.483516484
#> [863,] 0.775224775 0.473526474 0.863136863
#> [864,] 0.240759241 0.917082917 0.178821179
#> [865,] 0.786213786 0.729270729 0.365634366
#> [866,] 0.195804196 0.090909091 0.497502498
#> [867,] 0.221778222 0.427572428 0.581418581
#> [868,] 0.081918082 0.471528472 0.130869131
#> [869,] 0.522477522 0.623376623 0.188811189
#> [870,] 0.687312687 0.582417582 0.532467532
#> [871,] 0.126873127 0.449550450 0.270729271
#> [872,] 0.282717283 0.360639361 0.506493506
#> [873,] 0.737262737 0.575424575 0.333666334
#> [874,] 0.091908092 0.309690310 0.612387612
#> [875,] 0.048951049 0.037962038 0.464535465
#> [876,] 0.167832168 0.275724276 0.433566434
#> [877,] 0.514485514 0.269730270 0.142857143
#> [878,] 0.577422577 0.788211788 0.885114885
#> [879,] 0.879120879 0.709290709 0.642357642
#> [880,] 0.234765235 0.069930070 0.215784216
#> [881,] 0.883116883 0.615384615 0.632367632
#> [882,] 0.297702298 0.369630370 0.398601399
#> [883,] 0.764235764 0.822177822 0.740259740
#> [884,] 0.885114885 0.797202797 0.783216783
#> [885,] 0.189810190 0.552447552 0.618381618
#> [886,] 0.430569431 0.337662338 0.321678322
#> [887,] 0.673326673 0.193806194 0.752247752
#> [888,] 0.686313686 0.796203796 0.748251748
#> [889,] 0.356643357 0.345654346 0.597402597
#> [890,] 0.768231768 0.802197802 0.934065934
#> [891,] 0.792207792 0.123876124 0.200799201
#> [892,] 0.089910090 0.197802198 0.645354645
#> [893,] 0.868131868 0.880119880 0.850149850
#> [894,] 0.469530470 0.463536464 0.634365634
#> [895,] 0.907092907 0.836163836 0.852147852
#> [896,] 0.471528472 0.401598402 0.154845155
#> [897,] 0.980944198 0.953761830 0.929070929
#> [898,] 0.027972028 0.344655345 0.197802198
#> [899,] 0.945054945 0.943056943 0.925074925
#> [900,] 0.622377622 0.176823177 0.351648352
#> [901,] 0.976253670 0.906093906 0.891108891
#> [902,] 0.223776224 0.172827173 0.159840160
#> [903,] 0.913086913 0.791208791 0.826173826
#> [904,] 0.213786214 0.190809191 0.585414585
#> [905,] 0.823176823 0.922077922 0.830169830
#> [906,] 0.813186813 0.669330669 0.598401598
#> [907,] 0.805194805 0.533466533 0.984286076
#> [908,] 0.153846154 0.609390609 0.552447552
#> [909,] 0.030969031 0.035964036 0.022977023
#> [910,] 0.711288711 0.854145854 0.806193806
#> [911,] 0.459540460 0.083916084 0.576423576
#> [912,] 0.069930070 0.165834166 0.316683317
#> [913,] 0.402597403 0.388611389 0.416583417
#> [914,] 0.745254745 0.468531469 0.487512488
#> [915,] 0.957063017 0.950756806 0.982403619
#> [916,] 0.990001713 0.973032364 0.988218079
#> [917,] 0.037962038 0.308691309 0.235764236
#> [918,] 0.664335664 0.460539461 0.448551449
#> [919,] 0.087912088 0.671328671 0.427572428
#> [920,] 0.842157842 0.886113886 0.924075924
#> [921,] 0.714285714 0.392607393 0.653346653
#> [922,] 0.914085914 0.703296703 0.848151848
#> [923,] 0.776223776 0.713286713 0.390609391
#> [924,] 0.361638362 0.335664336 0.207792208
#> [925,] 0.082917083 0.096903097 0.027972028
#> [926,] 0.031968032 0.099900100 0.045954046
#> [927,] 0.523476523 0.350649351 0.268731269
#> [928,] 0.617382617 0.861138861 0.745254745
#> [929,] 0.941058941 0.923076923 0.948051948
#> [930,] 0.170829171 0.319680320 0.375624376
#> [931,] 0.106893107 0.108891109 0.104895105
#> [932,] 0.852147852 0.912087912 0.668331668
#> [933,] 0.267732268 0.560439560 0.403596404
#> [934,] 0.378621379 0.683316683 0.338661339
#> [935,] 0.985262848 0.982596054 0.987102084
#> [936,] 0.358641359 0.808191808 0.368631369
#> [937,] 0.553446553 0.343656344 0.784215784
#> [938,] 0.889110889 0.723276723 0.959308510
#> [939,] 0.314685315 0.127872128 0.818181818
#> [940,] 0.720279720 0.622377622 0.586413586
#> [941,] 0.716283716 0.752247752 0.665334665
#> [942,] 0.423576424 0.167832168 0.131868132
#> [943,] 0.398601399 0.110889111 0.339660340
#> [944,] 0.145854146 0.095904096 0.011988012
#> [945,] 0.638361638 0.841158841 0.603396603
#> [946,] 0.202797203 0.531468531 0.594405594
#> [947,] 0.777222777 0.644355644 0.858141858
#> [948,] 0.896103896 0.844155844 0.920079920
#> [949,] 0.326673327 0.304695305 0.494505495
#> [950,] 0.183816184 0.507492507 0.078921079
#> [951,] 0.023976024 0.059940060 0.071928072
#> [952,] 0.455544456 0.383616384 0.283716284
#> [953,] 0.417582418 0.527472527 0.569430569
#> [954,] 0.732267732 0.642357642 0.687312687
#> [955,] 0.090909091 0.078921079 0.211788212
#> [956,] 0.406593407 0.151848152 0.793206793
#> [957,] 0.259740260 0.293706294 0.123876124
#> [958,] 0.751248751 0.706293706 0.822177822
#> [959,] 0.393606394 0.426573427 0.385614386
#> [960,] 0.556443556 0.273726274 0.571428571
#> [961,] 0.546453546 0.274725275 0.478521479
#> [962,] 0.379620380 0.320679321 0.353646354
#> [963,] 0.666333666 0.328671329 0.309690310
#> [964,] 0.251748252 0.707292707 0.294705295
#> [965,] 0.788211788 0.926073926 0.907092907
#> [966,] 0.391608392 0.353646354 0.260739261
#> [967,] 0.320679321 0.049950050 0.037962038
#> [968,] 0.188811189 0.893106893 0.091908092
#> [969,] 0.628371628 0.878121878 0.460539461
#> [970,] 0.330669331 0.013986014 0.704295704
#> [971,] 0.041958042 0.028971029 0.134865135
#> [972,] 0.492507493 0.490509491 0.648351648
#> [973,] 0.101898102 0.067932068 0.284715285
#> [974,] 0.898101898 0.730269730 0.738261738
#> [975,] 0.104895105 0.060939061 0.518481518
#> [976,] 0.653346653 0.643356643 0.331668332
#> [977,] 0.678321678 0.348651349 0.290709291
#> [978,] 0.693306693 0.149850150 0.314685315
#> [979,] 0.618381618 0.768231768 0.823176823
#> [980,] 0.571428571 0.428571429 0.601398601
#> [981,] 0.719280719 0.891108891 0.774225774
#> [982,] 0.252747253 0.116883117 0.220779221
#> [983,] 0.655344655 0.458541459 0.695304695
#> [984,] 0.712287712 0.745254745 0.592407592
#> [985,] 0.148851149 0.030969031 0.452547453
#> [986,] 0.128871129 0.109890110 0.088911089
#> [987,] 0.819180819 0.686313686 0.876123876
#> [988,] 0.136863137 0.029970030 0.358641359
#> [989,] 0.881118881 0.862137862 0.853146853
#> [990,] 0.701298701 0.565434565 0.801198801
#> [991,] 0.427572428 0.502497502 0.287712288
#> [992,] 0.641358641 0.513486513 0.320679321
#> [993,] 0.499500500 0.478521479 0.728271728
#> [994,] 0.088911089 0.061938062 0.025974026
#> [995,] 0.870129870 0.925074925 0.860139860
#> [996,] 0.243756244 0.242757243 0.401598402
#> [997,] 0.964153937 0.988429274 0.980902196
#> [998,] 0.000999001 0.107892108 0.181818182
#> [999,] 0.599400599 0.406593407 0.040959041
#> [1000,] 0.336663337 0.639360639 0.177822178