141 HW2
(1)
n<-50
k<-10
p<-0.4
s<-rbinom(n,k,p)
s
## [1] 3 4 2 4 2 3 5 6 3 5 3 3 3 0 5 5 6 5 3 5 5 5 4 5 5 4 5 3 7 3 4 3 6 1 3 2 6 3
## [39] 3 3 6 2 1 5 5 6 3 1 3 3
(2)
(3)
sf1<-function(...){
s2<-sf(rbinom(n,k,p))
return(s2)
}
sa50=sapply(1:1000,sf1)
sa50
## [,1] [,2] [,3] [,4] [,5] [,6]
## khat value 13.7812500 9.333333 10.9537037 9.3485998 13.5832224 10.6436652
## phat value 0.3047619 0.480000 0.3323077 0.4043386 0.2974257 0.3645361
## [,7] [,8] [,9] [,10] [,11] [,12]
## khat value 17.2915851 16.1058824 22.0029070 8.0181818 11.8543417 15.9006623
## phat value 0.2174468 0.2297297 0.1581609 0.5238095 0.3104348 0.2465306
## [,13] [,14] [,15] [,16] [,17] [,18]
## khat value 12.7374005 20.753086 9.0996132 10.3565752 8.7567568 8.0785843
## phat value 0.3077551 0.197561 0.4263918 0.3881592 0.4111111 0.4976119
## [,19] [,20] [,21] [,22] [,23] [,24]
## khat value 7.0132942 18.3011844 9.2603939 7.7368421 17.2915851 10.4703770
## phat value 0.6074178 0.2273077 0.3973913 0.5428571 0.2174468 0.4125926
## [,25] [,26] [,27] [,28] [,29] [,30]
## khat value 26.0946970 8.2971781 7.603448 9.9467456 7.4257028 13.113475
## phat value 0.1272289 0.4676289 0.552381 0.4121951 0.5790698 0.327907
## [,31] [,32] [,33] [,34] [,35] [,36]
## khat value 6.3411195 8.3731501 7.4532962 11.4110813 7.6213922 8.888889
## phat value 0.6654976 0.4251685 0.5554589 0.3961062 0.5274627 0.450000
## [,37] [,38] [,39] [,40] [,41] [,42]
## khat value 7.6654624 11.1021898 8.6411960 9.0906149 6.8393070 9.8526098
## phat value 0.5374757 0.3512821 0.4721569 0.4664151 0.6257944 0.4201932
## [,43] [,44] [,45] [,46] [,47] [,48]
## khat value 8.9409850 7.7465438 7.3671210 8.4239524 6.3087558 11.4647584
## phat value 0.4540887 0.5292683 0.5049462 0.4724623 0.5864865 0.3366839
## [,49] [,50] [,51] [,52] [,53] [,54]
## khat value 12.6310614 13.2881356 18.3895085 13.1456186 7.6304120 7.4733916
## phat value 0.3055959 0.3371429 0.2294787 0.3073267 0.5006283 0.5191753
## [,55] [,56] [,57] [,58] [,59] [,60]
1
## khat value 9.9411765 8.8366674 9.4325146 11.6304079 11.7937310 8.9103886
## phat value 0.3923077 0.4685024 0.4092228 0.3336082 0.3662963 0.4758491
## [,61] [,62] [,63] [,64] [,65] [,66]
## khat value 6.3116701 14.7546468 13.0310078 7.738035 29.5519126 16.292801
## phat value 0.6369154 0.2561905 0.3146341 0.496250 0.1407692 0.256555
## [,67] [,68] [,69] [,70] [,71] [,72]
## khat value 7.1408451 8.0122607 8.8137028 6.7467057 6.4727157 13.195935
## phat value 0.5461538 0.4817617 0.4856075 0.5691667 0.6241584 0.301608
## [,73] [,74] [,75] [,76] [,77] [,78]
## khat value 7.8016878 7.0661765 11.8656174 8.2724379 7.3500000 19.5395922
## phat value 0.5511628 0.5264516 0.3337374 0.5512281 0.5714286 0.2077833
## [,79] [,80] [,81] [,82] [,83] [,84]
## khat value 9.3553792 11.8242304 8.4151218 9.5998388 14.5520685 7.9013112
## phat value 0.4403883 0.3196825 0.4777114 0.3937566 0.2776238 0.5416822
## [,85] [,86] [,87] [,88] [,89] [,90]
## khat value 9.4265651 16.8267389 11.643928 6.6559022 13.448000 9.4804833
## phat value 0.4222111 0.2389055 0.341809 0.5739267 0.304878 0.4261386
## [,91] [,92] [,93] [,94] [,95] [,96]
## khat value 18.9785331 8.9491907 8.6576577 8.5434439 10.9260523 23.4000000
## phat value 0.2170874 0.4670813 0.4296774 0.4869231 0.3587755 0.1666667
## [,97] [,98] [,99] [,100] [,101] [,102]
## khat value 13.462512 6.7125676 16.6896552 13.4444444 12.54841 7.1234103
## phat value 0.298607 0.5452459 0.2636364 0.3272727 0.33311 0.5980282
## [,103] [,104] [,105] [,106] [,107] [,108]
## khat value 15.6526773 7.3703240 9.5803109 9.0906149 9.6740654 7.8808290
## phat value 0.2657692 0.5888479 0.4488372 0.4664151 0.3762637 0.4948718
## [,109] [,110] [,111] [,112] [,113] [,114]
## khat value 7.9039451 8.9760053 10.8034458 8.426529 6.1186441 6.5990668
## phat value 0.4858333 0.4478607 0.3906161 0.488932 0.6210526 0.6031156
## [,115] [,116] [,117] [,118] [,119] [,120] [,121]
## khat value 15.3225331 9.52381 9.5 7.1489218 12.0042735 6.8811174 10.0844905
## phat value 0.2662745 0.42000 0.4 0.5763107 0.3532075 0.5260773 0.4105314
## [,122] [,123] [,124] [,125] [,126] [,127]
## khat value 10.5363367 12.3504075 11.643928 7.7375030 8.9409850 8.3724432
## phat value 0.3397765 0.3335922 0.341809 0.4626816 0.4540887 0.4610363
## [,128] [,129] [,130] [,131] [,132] [,133]
## khat value 13.0283779 8.9409850 10.5826130 7.7781690 9.1119545 7.1831936
## phat value 0.3085572 0.4540887 0.3912077 0.4834043 0.4302041 0.5819139
## [,134] [,135] [,136] [,137] [,138] [,139]
## khat value 22.2874442 61.45694200 12.084967 10.5475006 14.0915273 8.6112111
## phat value 0.1678075 0.06085561 0.355814 0.4000948 0.3165022 0.4250273
## [,140] [,141] [,142] [,143] [,144] [,145]
## khat value 12.4536114 7.3278816 7.8408916 8.6070082 7.8478261 12.7206235
## phat value 0.3260099 0.5294845 0.5152475 0.4577665 0.4842105 0.3238835
## [,146] [,147] [,148] [,149] [,150] [,151]
## khat value 27.1299435 12.0374105 10.6456693 9.0000000 9.9467456 6.6186738
## phat value 0.1444898 0.3538967 0.3907692 0.4333333 0.4121951 0.5408939
## [,152] [,153] [,154] [,155] [,156] [,157]
## khat value 8.0106650 10.0289608 12.5702479 10.52381 11.1325019 9.0595027
## phat value 0.5642478 0.4048276 0.3102564 0.42000 0.3718841 0.4459406
## [,158] [,159] [,160] [,161] [,162] [,163]
## khat value 6.8730715 8.9603041 6.8113208 9.8100102 9.6564253 8.5691412
## phat value 0.5761616 0.4598058 0.5578947 0.3995918 0.4121608 0.4737931
## [,164] [,165] [,166] [,167] [,168] [,169]
2
## khat value 11.3076923 8.9760053 13.1179432 15.6761134 12.6625310 12.3965744
## phat value 0.3714286 0.4478607 0.2912042 0.2245455 0.2985185 0.3129897
## [,170] [,171] [,172] [,173] [,174] [,175]
## khat value 10.5420824 7.5978456 18.0752688 16.197568 13.8221049 6.1132075
## phat value 0.3851232 0.4843478 0.2268293 0.270411 0.3053081 0.5888889
## [,176] [,177] [,178] [,179] [,180] [,181]
## khat value 14.28571 7.8636447 10.4542504 8.1412631 7.8435460 8.0771253
## phat value 0.28000 0.5264734 0.4342731 0.4692147 0.4921244 0.4754167
## [,182] [,183] [,184] [,185] [,186] [,187]
## khat value 15.0400140 8.9760053 15.3225331 8.9103886 15.1250000 9.6206897
## phat value 0.2752657 0.4478607 0.2662745 0.4758491 0.2909091 0.3866667
## [,188] [,189] [,190] [,191] [,192] [,193]
## khat value 11.1883562 8.0400281 9.3254044 8.5443787 7.9635451 12.9705882
## phat value 0.3539394 0.5323364 0.4246465 0.5336842 0.4796859 0.3238095
## [,194] [,195] [,196] [,197] [,198] [,199]
## khat value 27.6623628 9.8514996 6.3402965 8.7155520 10.3641253 9.4426230
## phat value 0.1496618 0.4080597 0.6119588 0.4773077 0.3492818 0.5083333
## [,200] [,201] [,202] [,203] [,204] [,205]
## khat value 7.8808290 8.258065 9.6992316 8.5649575 9.6804689 11.1883562
## phat value 0.4948718 0.465000 0.3876596 0.4506736 0.4070051 0.3539394
## [,206] [,207] [,208] [,209] [,210] [,211]
## khat value 10.0977256 9.8426528 11.8078603 9.52381 10.2558140 9.0064980
## phat value 0.3981095 0.3535632 0.3523077 0.42000 0.4095238 0.4374619
## [,212] [,213] [,214] [,215] [,216] [,217]
## khat value 6.4792138 7.5148640 10.1821222 10.9534342 6.7108965 8.4202647
## phat value 0.5957513 0.5801835 0.3594536 0.3542268 0.5930653 0.4679188
## [,218] [,219] [,220] [,221] [,222] [,223]
## khat value 10.4416837 8.163265 12.1680000 20.6428571 6.9190587 8.888889
## phat value 0.3620106 0.490000 0.3205128 0.1976471 0.5694416 0.450000
## [,224] [,225] [,226] [,227] [,228] [,229]
## khat value 7.4262691 10.3796379 9.0814442 11.1188662 18.355747 9.2761578
## phat value 0.5170833 0.3603209 0.4580769 0.3435602 0.219005 0.4484615
## [,230] [,231] [,232] [,233] [,234] [,235]
## khat value 9.7167630 9.090909 8.8366674 7.5191691 9.6775786 12.0937987
## phat value 0.4219512 0.440000 0.4685024 0.5612322 0.3988601 0.3257868
## [,236] [,237] [,238] [,239] [,240] [,241]
## khat value 6.2864939 7.8636447 8.8366674 11.1991389 6.484720 6.9719934
## phat value 0.6108333 0.5264734 0.4685024 0.3643137 0.552067 0.5278261
## [,242] [,243] [,244] [,245] [,246] [,247]
## khat value 9.3537582 8.5066430 7.9039451 10.6420323 10.9162389 8.1301700
## phat value 0.4575701 0.4608163 0.4858333 0.3608333 0.3682587 0.4403352
## [,248] [,249] [,250] [,251] [,252] [,253]
## khat value 7.8920188 8.3974082 7.6185986 10.6238938 7.8284424 7.9056834
## phat value 0.5195122 0.5144444 0.5329064 0.3689796 0.5211765 0.4983756
## [,254] [,255] [,256] [,257] [,258] [,259] [,260]
## khat value 16.986265 7.775701 8.2 7.5294535 13.607236 8.8022227 12.50
## phat value 0.248436 0.535000 0.5 0.5471845 0.280733 0.4476142 0.32
## [,261] [,262] [,263] [,264] [,265] [,266] [,267]
## khat value 8.9760053 7.6604995 8.7695242 10.1887635 11.11111 10.1887635 13.0
## phat value 0.4478607 0.4751648 0.4766507 0.3867005 0.36000 0.3867005 0.3
## [,268] [,269] [,270] [,271] [,272] [,273]
## khat value 6.4272300 6.0500000 10.795918 7.0397668 14.9610390 7.0661765
## phat value 0.5756757 0.7272727 0.426087 0.6164977 0.2566667 0.5264516
## [,274] [,275] [,276] [,277] [,278] [,279] [,280]
3
## khat value 8.8366674 7.681790 7.7478539 9.3628842 14.46154 6.666667 10.6436652
## phat value 0.4685024 0.502487 0.5085279 0.3802247 0.26000 0.600000 0.3645361
## [,281] [,282] [,283] [,284] [,285] [,286]
## khat value 10.0977256 12.6626171 15.2440919 6.8109453 9.6311531 7.7301450
## phat value 0.3981095 0.3016754 0.2847005 0.5432432 0.4298551 0.4889947
## [,287] [,288] [,289] [,290] [,291] [,292]
## khat value 9.090909 7.7824648 8.4937552 10.3059937 10.7035040 5.9582552
## phat value 0.440000 0.4985567 0.4756436 0.3842424 0.3905263 0.6277005
## [,293] [,294] [,295] [,296] [,297] [,298]
## khat value 13.448000 9.4325146 9.8514996 9.3537582 6.0276753 10.1514996
## phat value 0.304878 0.4092228 0.4080597 0.4575701 0.6569697 0.3920603
## [,299] [,300] [,301] [,302] [,303] [,304]
## khat value 7.2145923 4.7831995 10.2791220 13.8785561 8.884797 13.3410107
## phat value 0.5682927 0.7359091 0.3949754 0.3069484 0.436701 0.2953299
## [,305] [,306] [,307] [,308] [,309] [,310]
## khat value 8.1606994 7.5507032 8.0122607 8.0122607 16.3333333 7.2812277
## phat value 0.4852525 0.5350495 0.4817617 0.4817617 0.2571429 0.5548515
## [,311] [,312] [,313] [,314] [,315] [,316]
## khat value 14.1134021 6.693902 6.9363057 8.9778260 11.879153 6.0276753
## phat value 0.2621622 0.666278 0.4757576 0.4299482 0.338408 0.6569697
## [,317] [,318] [,319] [,320] [,321] [,322]
## khat value 8.5066430 8.3471400 15.4679155 10.7999420 9.7170700 8.9019074
## phat value 0.4608163 0.4408696 0.2547208 0.3574093 0.4384038 0.4448485
## [,323] [,324] [,325] [,326] [,327] [,328]
## khat value 14.7041516 13.3133191 12.76471 10.6436652 8.5329949 7.333333
## phat value 0.2597906 0.3139713 0.34000 0.3645361 0.4804878 0.600000
## [,329] [,330] [,331] [,332] [,333] [,334]
## khat value 64.97058824 8.6581128 8.3724432 8.3780015 10.6456693 7.4262691
## phat value 0.05787234 0.4781643 0.4610363 0.4965385 0.3907692 0.5170833
## [,335] [,336] [,337] [,338] [,339] [,340]
## khat value 10.5900094 9.0708661 12.9402985 20.8356164 7.8334453 17.992276
## phat value 0.4003774 0.4233333 0.3152941 0.1871795 0.5514815 0.221206
## [,341] [,342] [,343] [,344] [,345] [,346]
## khat value 12.1680000 8.888889 17.3357401 9.8514996 16.7334385 9.2073936
## phat value 0.3205128 0.450000 0.2261224 0.4080597 0.2462136 0.4322613
## [,347] [,348] [,349] [,350] [,351] [,352]
## khat value 18.2413793 10.4463277 9.2181818 6.1132075 8.8627281 9.9643168
## phat value 0.2017391 0.4116279 0.4230769 0.5888889 0.4558416 0.4295327
## [,353] [,354] [,355] [,356] [,357] [,358] [,359]
## khat value 8.1830746 7.767300 11.6510746 9.9705547 8.853026 7.4896123 9.3254044
## phat value 0.5352511 0.551028 0.3295833 0.4192344 0.433750 0.4993583 0.4246465
## [,360] [,361] [,362] [,363] [,364] [,365]
## khat value 11.1883562 8.1601942 13.892562 13.3555841 8.9764749 8.7155520
## phat value 0.3539394 0.4019512 0.295122 0.3054902 0.4923982 0.4773077
## [,366] [,367] [,368] [,369] [,370] [,371]
## khat value 8.9103886 10.0844905 18.0236753 7.9180088 12.5702479 7.806475
## phat value 0.4758491 0.4105314 0.2430137 0.5253846 0.3102564 0.527767
## [,372] [,373] [,374] [,375] [,376] [,377]
## khat value 10.3900096 8.1632692 8.7398615 13.2549020 6.8417928 7.0188189
## phat value 0.4003846 0.5071498 0.4302128 0.3138462 0.5524868 0.5926923
## [,378] [,379] [,380] [,381] [,382] [,383]
## khat value 9.0864865 7.6721992 13.174211 11.6304079 9.5526316 10.0179415
## phat value 0.4512195 0.5604651 0.297551 0.3336082 0.4145455 0.4112621
## [,384] [,385] [,386] [,387] [,388] [,389]
4
## khat value 7.8144833 9.9705547 10.8188501 9.8977756 8.2188450 7.8144833
## phat value 0.5016327 0.4192344 0.3752709 0.4021106 0.5061538 0.5016327
## [,390] [,391] [,392] [,393] [,394] [,395]
## khat value 11.8406362 17.3298969 7.9186163 10.2612770 11.29412 7.8245125
## phat value 0.3226178 0.2365854 0.5026131 0.4229493 0.34000 0.5418868
## [,396] [,397] [,398] [,399] [,400] [,401]
## khat value 7.5962028 10.7999420 8.1600275 8.0038911 8.9103886 7.8408916
## phat value 0.5186802 0.3574093 0.5343119 0.4672727 0.4758491 0.5152475
## [,402] [,403] [,404] [,405] [,406] [,407]
## khat value 6.7795949 9.2073936 11.1966874 6.870918 7.3544647 14.1134021
## phat value 0.5634555 0.4322613 0.3715385 0.547234 0.6009955 0.2621622
## [,408] [,409] [,410] [,411] [,412] [,413]
## khat value 8.5649575 7.1408451 9.9297439 10.7900030 8.1182053 10.6971551
## phat value 0.4506736 0.5461538 0.4290141 0.3540314 0.4779381 0.3496257
## [,414] [,415] [,416] [,417] [,418] [,419]
## khat value 9.1163277 7.6063348 8.5329949 13.7929963 9.3310114 9.1535807
## phat value 0.4804566 0.5390244 0.4804878 0.3204525 0.3922404 0.4500971
## [,420] [,421] [,422] [,423] [,424] [,425] [,426]
## khat value 8.6743197 7.4802814 7.54717 10.0277778 10.4176524 7.7302777 8.510638
## phat value 0.4657426 0.5374129 0.53000 0.3789474 0.4108411 0.5510798 0.470000
## [,427] [,428] [,429] [,430] [,431] [,432]
## khat value 16.6435644 8.1344801 41.87677725 10.2080537 9.3250743 7.6535347
## phat value 0.2463415 0.5015686 0.08978723 0.3820513 0.4160825 0.4886631
## [,433] [,434] [,435] [,436] [,437] [,438]
## khat value 7.0532234 9.6676073 13.531888 8.510638 8.5691412 11.5130362
## phat value 0.5501031 0.4530594 0.304466 0.470000 0.4737931 0.4064957
## [,439] [,440] [,441] [,442] [,443] [,444]
## khat value 9.1879195 7.6141127 7.8144833 9.2996973 8.0222822 11.7906977
## phat value 0.4027027 0.5227136 0.5016327 0.4129167 0.5434862 0.3307692
## [,445] [,446] [,447] [,448] [,449] [,450]
## khat value 7.0433476 11.5931034 9.2872928 7.419512 7.4102564 8.603186
## phat value 0.5991469 0.3536585 0.4414634 0.525641 0.5505882 0.506789
## [,451] [,452] [,453] [,454] [,455] [,456]
## khat value 11.2417303 7.6063348 12.7703966 7.6586922 8.510638 9.4265651
## phat value 0.3344681 0.5390244 0.3116583 0.5118367 0.470000 0.4222111
## [,457] [,458] [,459] [,460] [,461] [,462]
## khat value 9.6479903 10.3509351 8.2449952 10.9056604 51.60975610 12.9351101
## phat value 0.3689888 0.3748454 0.4511828 0.3741176 0.07130435 0.2829508
## [,463] [,464] [,465] [,466] [,467] [,468]
## khat value 10.7288676 10.52632 10.4634672 9.756098 10.2791220 9.3315531
## phat value 0.4045161 0.38000 0.3765482 0.410000 0.3949754 0.4479426
## [,469] [,470] [,471] [,472] [,473] [,474]
## khat value 10.9393939 9.0163265 5.9645390 6.3211352 8.0106562 217.02564103
## phat value 0.3473684 0.5212766 0.6806897 0.5821739 0.5168116 0.01695652
## [,475] [,476] [,477] [,478] [,479] [,480]
## khat value 10.4518443 8.6938098 14.1693772 7.8808290 9.8100102 6.8679707
## phat value 0.3865347 0.4854028 0.2667725 0.4948718 0.3995918 0.6173585
## [,481] [,482] [,483] [,484] [,485] [,486]
## khat value 8.8669588 8.2045455 11.2818792 12.4827919 8.4842200 9.4765857
## phat value 0.4759242 0.4631579 0.3634146 0.3156345 0.4573196 0.4621918
## [,487] [,488] [,489] [,490] [,491] [,492]
## khat value 7.0930576 10.3625498 12.3286264 8.9614604 8.3218101 6.6442688
## phat value 0.5526531 0.3937255 0.3179592 0.4195745 0.4974879 0.6170732
## [,493] [,494] [,495] [,496] [,497] [,498] [,499]
5
## khat value 9.7938363 8.884797 11.4647584 8.9008341 11.2550889 9.2564103 7.4
## phat value 0.3920833 0.436701 0.3366839 0.4404082 0.3713876 0.4105263 0.5
## [,500] [,501] [,502] [,503] [,504] [,505]
## khat value 7.3775005 26.2976190 8.4501769 11.8361775 7.5274151 8.2188450
## phat value 0.5232124 0.1429787 0.5041315 0.3447059 0.4941935 0.5061538
## [,506] [,507] [,508] [,509] [,510] [,511]
## khat value 8.4202647 12.8976404 19.2294146 7.2295082 35.5090562 7.3673469
## phat value 0.4679188 0.3054822 0.2090547 0.5809524 0.1087047 0.5157895
## [,512] [,513] [,514] [,515] [,516] [,517]
## khat value 7.9635451 8.258065 8.3780015 12.0054348 8.2668364 7.2145923
## phat value 0.4796859 0.465000 0.4965385 0.3131915 0.4572487 0.5682927
## [,518] [,519] [,520] [,521] [,522] [,523]
## khat value 8.2434197 11.0625652 8.8627281 6.779661 8.3205546 11.1991389
## phat value 0.4876617 0.3724272 0.4558416 0.590000 0.4855446 0.3643137
## [,524] [,525] [,526] [,527] [,528] [,529]
## khat value 11.2550889 12.8976404 12.9402985 7.9767442 8.0742358 10.25641
## phat value 0.3713876 0.3054822 0.3152941 0.4914286 0.5325581 0.39000
## [,530] [,531] [,532] [,533] [,534] [,535]
## khat value 7.9528112 8.0672248 9.5619919 8.9603041 12.0882957 10.9972230
## phat value 0.4476404 0.4487293 0.4057732 0.4598058 0.3358621 0.3619095
## [,536] [,537] [,538] [,539] [,540] [,541]
## khat value 11.0161987 21.6766917 8.6070419 9.4657613 7.6141127 14.2951654
## phat value 0.3667327 0.1716129 0.4624121 0.3824309 0.5227136 0.2966038
## [,542] [,543] [,544] [,545] [,546] [,547]
## khat value 9.8476001 9.0864865 7.5962028 10.7423146 8.5941289 56.85738540
## phat value 0.4285308 0.4512195 0.5186802 0.4058716 0.4677612 0.06437158
## [,548] [,549] [,550] [,551] [,552] [,553]
## khat value 10.5693780 10.8247810 11.8666123 15.225298 8.0742358 9.7167630
## phat value 0.3557447 0.3436559 0.3522488 0.261407 0.5325581 0.4219512
## [,554] [,555] [,556] [,557] [,558] [,559]
## khat value 10.3509351 7.5334358 13.83784 9.0780699 8.6910103 7.0939921
## phat value 0.3748454 0.5256566 0.27750 0.4031694 0.5223789 0.5723153
## [,560] [,561] [,562] [,563] [,564] [,565]
## khat value 13.554455 6.6581986 16.3791130 29.2635468 9.9281146 7.9548872
## phat value 0.272973 0.5587097 0.2613084 0.1489908 0.3968528 0.4626087
## [,566] [,567] [,568] [,569] [,570] [,571]
## khat value 11.3218646 16.961538 8.2269914 11.918919 12.4896074 11.7438017
## phat value 0.3568317 0.247619 0.4934975 0.352381 0.3330769 0.3457143
## [,572] [,573] [,574] [,575] [,576] [,577]
## khat value 9.3537582 7.9695311 7.6304120 8.2624611 7.3321607 12.6301546
## phat value 0.4575701 0.5244976 0.5006283 0.4986408 0.5428141 0.3135354
## [,578] [,579] [,580] [,581] [,582] [,583]
## khat value 9.333333 10.7035040 10.9162389 10.7511769 15.6565495 12.90323
## phat value 0.420000 0.3905263 0.3682587 0.4073973 0.2529293 0.31000
## [,584] [,585] [,586] [,587] [,588] [,589]
## khat value 8.8468900 18.7797834 9.2204799 10.0227273 8.188393 8.8669588
## phat value 0.4860465 0.2172549 0.4273096 0.4190476 0.471399 0.4759242
## [,590] [,591] [,592] [,593] [,594] [,595]
## khat value 14.1443299 11.3113396 6.6369786 6.3862280 13.6508101 8.7919075
## phat value 0.2771429 0.3518593 0.6117241 0.6232161 0.2915578 0.4435897
## [,596] [,597] [,598] [,599] [,600] [,601]
## khat value 10.0227273 8.7750207 9.2278481 8.5787940 8.695652 7.4740832
## phat value 0.4190476 0.4695146 0.4681481 0.5058986 0.460000 0.5110995
## [,602] [,603] [,604] [,605] [,606] [,607]
6
## khat value 7.4802814 11.3842769 10.0844905 11.7438017 11.0598461 8.6470588
## phat value 0.5374129 0.3460914 0.4105314 0.3457143 0.3562437 0.4857143
## [,608] [,609] [,610] [,611] [,612] [,613]
## khat value 7.9695311 8.3780015 10.7555556 5.3039232 6.8404558 13.8721541
## phat value 0.5244976 0.4965385 0.4090909 0.6749721 0.5730612 0.2566292
## [,614] [,615] [,616] [,617] [,618] [,619] [,620]
## khat value 10.629045 6.235285 11.6449772 12.0937987 9.0250000 13.33333 7.271478
## phat value 0.378209 0.651133 0.3469307 0.3257868 0.4210526 0.30000 0.506087
## [,621] [,622] [,623] [,624] [,625] [,626]
## khat value 7.1988729 12.2700730 15.0902367 8.5787940 15.1234568 8.5329949
## phat value 0.5528643 0.3341463 0.2677228 0.5058986 0.2314286 0.4804878
## [,627] [,628] [,629] [,630] [,631] [,632]
## khat value 13.0283779 13.4852768 9.7979826 8.7771329 9.6804689 8.188393
## phat value 0.3085572 0.3173832 0.3817112 0.4853521 0.4070051 0.471399
## [,633] [,634] [,635] [,636] [,637] [,638] [,639]
## khat value 8.3945814 9.5662759 8.834429 15.532872 8.5972447 7.271478 7.5852363
## phat value 0.4836453 0.4306796 0.504843 0.258806 0.4792233 0.506087 0.5457971
## [,640] [,641] [,642] [,643] [,644] [,645]
## khat value 10.4475006 8.2556943 9.4794040 16.66667 10.0179415 9.5133152
## phat value 0.4000957 0.5135849 0.4388462 0.24000 0.4112621 0.4477934
## [,646] [,647] [,648] [,649] [,650] [,651]
## khat value 7.7344633 9.090909 7.2131762 18.5950026 9.4265651 7.8478261
## phat value 0.4783784 0.440000 0.5573134 0.2032804 0.4222111 0.4842105
## [,652] [,653] [,654] [,655] [,656] [,657]
## khat value 15.5871226 7.3981869 15.298767 9.015598 7.3443010 11.4453701
## phat value 0.2656039 0.5568932 0.239235 0.452549 0.5473632 0.3302646
## [,658] [,659] [,660] [,661] [,662] [,663]
## khat value 11.5473965 22.9438878 11.5163876 18.0752688 7.6721992 8.3326055
## phat value 0.3221505 0.1865421 0.3838009 0.2268293 0.5604651 0.5136449
## [,664] [,665] [,666] [,667] [,668] [,669]
## khat value 11.6510746 9.1087361 11.8078603 8.0038911 9.0064980 6.9247398
## phat value 0.3295833 0.4347475 0.3523077 0.4672727 0.4374619 0.5372043
## [,670] [,671] [,672] [,673] [,674] [,675]
## khat value 9.7092199 10.5 13.6420455 7.0433476 10.6176471 10.0844905
## phat value 0.3810811 0.4 0.2873469 0.5991469 0.3578947 0.4105314
## [,676] [,677] [,678] [,679] [,680] [,681]
## khat value 7.9695311 9.3197685 10.4896552 7.3443010 9.8649544 47.50537634
## phat value 0.5244976 0.4871366 0.3717949 0.5473632 0.3831746 0.07914894
## [,682] [,683] [,684] [,685] [,686] [,687]
## khat value 8.6454034 8.9516860 9.4593949 14.4985207 11.8242304 12.4217252
## phat value 0.4441667 0.5161039 0.4609174 0.2731313 0.3196825 0.3477778
## [,688] [,689] [,690] [,691] [,692] [,693]
## khat value 7.7824648 10.6971551 10.5693780 7.8284424 11.9966677 7.4733916
## phat value 0.4985567 0.3496257 0.3557447 0.5211765 0.3317588 0.5191753
## [,694] [,695] [,696] [,697] [,698] [,699]
## khat value 8.2969697 10.9260523 7.6063348 9.136373 9.6564253 8.0798462
## phat value 0.4459459 0.3587755 0.5390244 0.457512 0.4121608 0.4678307
## [,700] [,701] [,702] [,703] [,704] [,705]
## khat value 24.476454 12.7206235 10.6456693 15.8340664 8.2045455 11.5398458
## phat value 0.153617 0.3238835 0.3907692 0.2513568 0.4631579 0.3483582
## [,706] [,707] [,708] [,709] [,710] [,711]
## khat value 10.7555604 6.3087558 10.9056604 11.1883562 8.2434197 7.7368421
## phat value 0.4109502 0.5864865 0.3741176 0.3539394 0.4876617 0.5428571
## [,712] [,713] [,714] [,715] [,716] [,717]
7
## khat value 13.195935 22.432537 36.6948229 10.9520000 11.1991389 11.6510746
## phat value 0.301608 0.179204 0.1095522 0.3378378 0.3643137 0.3295833
## [,718] [,719] [,720] [,721] [,722] [,723]
## khat value 12.9705882 9.3254044 6.3318208 10.4634672 9.6804689 17.8941176
## phat value 0.3238095 0.4246465 0.5780328 0.3765482 0.4070051 0.2179487
## [,724] [,725] [,726] [,727] [,728] [,729]
## khat value 16.1100042 16.9014016 7.2267658 75.18244406 7.5852363 14.7784091
## phat value 0.2445685 0.2212834 0.5977778 0.05559809 0.5457971 0.2760784
## [,730] [,731] [,732] [,733] [,734] [,735]
## khat value 10.7266036 13.7812500 15.7504456 13.3555841 8.5941289 134.22259136
## phat value 0.3766337 0.3047619 0.2387234 0.3054902 0.4677612 0.02995025
## [,736] [,737] [,738] [,739] [,740] [,741]
## khat value 8.7665333 15.3903490 10.1451292 8.8775857 9.9927007 13.2456964
## phat value 0.4403109 0.2456085 0.3725926 0.3987571 0.3702703 0.2778261
## [,742] [,743] [,744] [,745] [,746] [,747]
## khat value 8.8244275 9.7906866 9.9411765 7.1488673 15.3217136 8.3670363
## phat value 0.4623529 0.4146798 0.3923077 0.5259574 0.2493194 0.5043602
## [,748] [,749] [,750] [,751] [,752] [,753]
## khat value 11.1325019 11.1883562 9.1392770 7.8625814 10.6420323 6.7651383
## phat value 0.3718841 0.3539394 0.4442365 0.5519816 0.3608333 0.5528342
## [,754] [,755] [,756] [,757] [,758] [,759]
## khat value 10.2080537 14.7041516 7.5789474 12.7945655 11.5398458 7.1748937
## phat value 0.3820513 0.2597906 0.5066667 0.3235749 0.3483582 0.5491371
## [,760] [,761] [,762] [,763] [,764] [,765]
## khat value 12.3504075 9.0708661 13.448000 6.5152395 8.0700769 6.8395183
## phat value 0.3335922 0.4233333 0.304878 0.6170149 0.4882234 0.6462443
## [,766] [,767] [,768] [,769] [,770] [,771]
## khat value 6.7984104 15.449918 10.1519356 7.8245125 16.292801 8.1176361
## phat value 0.5707216 0.251134 0.4196244 0.5418868 0.256555 0.5149282
## [,772] [,773] [,774] [,775] [,776] [,777]
## khat value 8.5394887 7.3912201 8.884797 9.6206897 12.7469880 7.9039451
## phat value 0.5363319 0.5790654 0.436701 0.3866667 0.2886957 0.4858333
## [,778] [,779] [,780] [,781] [,782] [,783]
## khat value 6.6367432 9.2181818 6.7600000 9.5526316 10.5693780 7.7199248
## phat value 0.5635294 0.4230769 0.5769231 0.4145455 0.3557447 0.5751351
## [,784] [,785] [,786] [,787] [,788] [,789]
## khat value 10.1451292 12.6626171 11.2040816 6.4909031 10.4963592 8.2414525
## phat value 0.3725926 0.3016754 0.3266667 0.6131658 0.3544086 0.4780711
## [,790] [,791] [,792] [,793] [,794] [,795]
## khat value 9.2204799 7.8144833 7.0092166 11.0347113 7.4135174 12.7119641
## phat value 0.4273096 0.5016327 0.5564103 0.3389305 0.5449505 0.3351174
## [,796] [,797] [,798] [,799] [,800] [,801]
## khat value 8.3207547 10.0977256 9.1101760 10.0424398 7.6889632 17.66667
## phat value 0.5047619 0.3981095 0.4149206 0.4321659 0.5436364 0.24000
## [,802] [,803] [,804] [,805] [,806] [,807]
## khat value 12.4536114 9.7531486 10.1873778 23.4852071 8.737170 18.6036343
## phat value 0.3260099 0.3609091 0.3749738 0.1609524 0.485283 0.1945856
## [,808] [,809] [,810] [,811] [,812] [,813]
## khat value 8.163265 10.81081 8.0106562 10.7035040 11.5931034 14.6304063
## phat value 0.490000 0.37000 0.5168116 0.3905263 0.3536585 0.2501639
## [,814] [,815] [,816] [,817] [,818] [,819]
## khat value 7.5875515 8.4014481 6.4909031 11.8406362 15.6804124 11.0161987
## phat value 0.4665537 0.4213559 0.6131658 0.3226178 0.2487179 0.3667327
## [,820] [,821] [,822] [,823] [,824] [,825]
8
## khat value 16.00 9.0064980 10.3625498 16.5405405 8.7750207 12.6301546
## phat value 0.25 0.4374619 0.3937255 0.2466667 0.4695146 0.3135354
## [,826] [,827] [,828] [,829] [,830] [,831]
## khat value 9.7531486 11.0625652 18.1810700 10.9162389 12.099585 6.1786796
## phat value 0.3609091 0.3724272 0.2068085 0.3682587 0.357037 0.6538614
## [,832] [,833] [,834] [,835] [,836] [,837]
## khat value 6.666667 6.7270512 11.5919003 14.8406940 9.3310114 10.4634672
## phat value 0.600000 0.5410989 0.3157377 0.2614433 0.3922404 0.3765482
## [,838] [,839] [,840] [,841] [,842] [,843] [,844]
## khat value 6.9190587 16.8101216 8.695652 9.8514996 8.3025856 8.888889 7.9132948
## phat value 0.5694416 0.2462802 0.460000 0.4080597 0.5251376 0.450000 0.4675676
## [,845] [,846] [,847] [,848] [,849] [,850]
## khat value 7.4711111 9.5869565 9.2780578 23.2707424 24.3731020 8.2210066
## phat value 0.5487805 0.4380952 0.4031016 0.1882192 0.1739623 0.5376471
## [,851] [,852] [,853] [,854] [,855] [,856]
## khat value 16.9240604 9.8908451 7.8144833 8.2971781 9.6316220 7.5612382
## phat value 0.2469856 0.4286792 0.5016327 0.4676289 0.4505991 0.5607547
## [,857] [,858] [,859] [,860] [,861] [,862]
## khat value 15.2686804 13.5832224 6.349206 7.0836502 10.9162389 8.1542766
## phat value 0.2567347 0.2974257 0.630000 0.5844444 0.3682587 0.4954455
## [,863] [,864] [,865] [,866] [,867] [,868]
## khat value 13.5500182 9.4472050 12.3504075 12.4477336 11.7262859 18.4016121
## phat value 0.2848705 0.4128205 0.3335922 0.3727586 0.3632864 0.2141117
## [,869] [,870] [,871] [,872] [,873] [,874]
## khat value 11.2459016 6.7132118 7.8808290 9.2782824 10.0670860 39.25079031
## phat value 0.3485714 0.5630688 0.4948718 0.4569811 0.3893878 0.09834197
## [,875] [,876] [,877] [,878] [,879] [,880]
## khat value 11.2812500 9.7938363 9.2782824 6.898599 11.1137488 6.7510040
## phat value 0.3368421 0.3920833 0.4569811 0.542139 0.3815094 0.6073171
## [,881] [,882] [,883] [,884] [,885] [,886]
## khat value 9.6485057 7.5664054 9.9424951 6.9739381 8.9944144 10.6176471
## phat value 0.3959162 0.4995767 0.4063366 0.5821675 0.5047577 0.3578947
## [,887] [,888] [,889] [,890] [,891] [,892]
## khat value 6.6137725 13.7984085 40.24050633 13.4401914 17.2251656 10.9723688
## phat value 0.5685106 0.2956863 0.09294118 0.3154717 0.2368627 0.3809569
## [,893] [,894] [,895] [,896] [,897] [,898]
## khat value 9.6889952 7.9942904 15.8030942 7.7219319 12.9402985 11.1991389
## phat value 0.4644444 0.4953535 0.2683019 0.5361353 0.3152941 0.3643137
## [,899] [,900] [,901] [,902] [,903] [,904]
## khat value 8.6070082 14.8625592 17.5580183 7.54717 9.5657371 8.3731501
## phat value 0.4577665 0.3014286 0.2289552 0.53000 0.4097959 0.4251685
## [,905] [,906] [,907] [,908] [,909] [,910]
## khat value 8.0476190 13.195935 11.6304079 22.7086015 15.7504456 8.7511149
## phat value 0.4846154 0.301608 0.3336082 0.1735025 0.2387234 0.4639409
## [,911] [,912] [,913] [,914] [,915] [,916]
## khat value 9.8112617 10.4922280 9.2872928 7.1143199 8.5152042 9.333333
## phat value 0.3954639 0.4288889 0.4414634 0.5313228 0.4650505 0.420000
## [,917] [,918] [,919] [,920] [,921] [,922]
## khat value 7.9467905 18.355747 9.0471449 20.5121951 10.9162389 8.4654190
## phat value 0.4882474 0.219005 0.4664455 0.1696552 0.3682587 0.4819608
## [,923] [,924] [,925] [,926] [,927] [,928]
## khat value 13.554455 9.6344947 9.2152347 11.1021898 12.3965744 5.8818624
## phat value 0.272973 0.4380095 0.4427451 0.3512821 0.3129897 0.6256522
## [,929] [,930] [,931] [,932] [,933] [,934]
9
## khat value 7.1488673 8.853026 13.5832224 14.4400000 7.9942904 8.6411960
## phat value 0.5259574 0.433750 0.2974257 0.2631579 0.4953535 0.4721569
## [,935] [,936] [,937] [,938] [,939] [,940]
## khat value 12.3965744 9.5657371 9.540373 11.8361775 7.9942904 7.0669795
## phat value 0.3129897 0.4097959 0.402500 0.3447059 0.4953535 0.5914833
## [,941] [,942] [,943] [,944] [,945] [,946] [,947]
## khat value 9.302326 9.0227416 8.8366674 8.5932203 10.25641 9.6740654 12.7922686
## phat value 0.430000 0.4588406 0.4685024 0.4538462 0.39000 0.3762637 0.2829834
## [,948] [,949] [,950] [,951] [,952] [,953]
## khat value 7.3240313 7.8334453 5.3847723 10.1872792 7.5507032 6.9957173
## phat value 0.5215707 0.5514815 0.6611236 0.3651613 0.5350495 0.5660606
## [,954] [,955] [,956] [,957] [,958] [,959]
## khat value 7.6384181 6.4298643 8.853026 10.4185741 8.6743197 21.9194215
## phat value 0.5446154 0.6314286 0.433750 0.3820101 0.4657426 0.1879612
## [,960] [,961] [,962] [,963] [,964] [,965]
## khat value 9.3250743 8.018008 13.188366 6.6851852 6.3549191 11.4294479
## phat value 0.4160825 0.434023 0.313913 0.5684211 0.5948148 0.3622222
## [,966] [,967] [,968] [,969] [,970] [,971]
## khat value 8.1046600 12.6569102 25.9848393 9.6804689 27.1299435 7.4802814
## phat value 0.5083495 0.3523767 0.1593237 0.4070051 0.1444898 0.5374129
## [,972] [,973] [,974] [,975] [,976] [,977]
## khat value 28.9158700 13.1179432 9.1799591 9.8112617 25.7066943 8.8947368
## phat value 0.1473239 0.2912042 0.4379104 0.3954639 0.1501554 0.4676923
## [,978] [,979] [,980] [,981] [,982] [,983]
## khat value 11.7590447 6.9644670 9.7712873 6.9751037 7.7621021 13.0505992
## phat value 0.3792825 0.5628571 0.4728139 0.5878049 0.5230542 0.3034343
## [,984] [,985] [,986] [,987] [,988] [,989]
## khat value 10.2154696 10.0289608 11.1966874 10.4409938 9.8515755 7.7633797
## phat value 0.4209302 0.4048276 0.3715385 0.3926829 0.4425688 0.5126633
## [,990] [,991] [,992] [,993] [,994] [,995]
## khat value 7.2775120 9.6775786 7.5612382 11.6052632 8.3631841 8.737170
## phat value 0.5358974 0.3988601 0.5607547 0.3619048 0.4902439 0.485283
## [,996] [,997] [,998] [,999] [,1000]
## khat value 18.2413793 8.1542766 11.8406362 12.0937987 7.624797
## phat value 0.2269565 0.4954455 0.3226178 0.3257868 0.508866
(4)
n<-100
sf2<-function(...){
s2<-sf(rbinom(n,k,p))
return(s2)
}
sa100=sapply(1:1000,sf2)
sa100
## [,1] [,2] [,3] [,4] [,5] [,6]
## khat value 10.9861304 8.0106562 13.7233605 10.4013065 7.9186163 10.2045382
## phat value 0.4050562 0.5168116 0.2790862 0.3778372 0.5026131 0.3910025
## [,7] [,8] [,9] [,10] [,11] [,12]
## khat value 12.6301546 9.0501116 18.355747 8.918988 10.2630740 9.3061971
## phat value 0.3135354 0.4220942 0.219005 0.457451 0.3829262 0.4631323
## [,13] [,14] [,15] [,16] [,17] [,18]
## khat value 9.366509 12.3071594 14.7647832 7.7491564 9.8450247 11.6702187
## phat value 0.411039 0.2965753 0.2871698 0.5355422 0.4032494 0.3496078
10
## [,19] [,20] [,21] [,22] [,23] [,24]
## khat value 9.382979 9.2734027 12.487194 9.2996973 10.325408 11.1746948
## phat value 0.447619 0.4259494 0.338747 0.4129167 0.409669 0.3498977
## [,25] [,26] [,27] [,28] [,29] [,30]
## khat value 9.9894383 8.5932203 12.7578664 11.9849485 8.3504110 8.4472362
## phat value 0.4084314 0.4538462 0.3284248 0.3078862 0.5005742 0.4853659
## [,31] [,32] [,33] [,34] [,35] [,36]
## khat value 10.8000000 7.9080625 8.9919869 13.7529850 7.8284424 9.1495510
## phat value 0.3333333 0.5222518 0.4592978 0.2930273 0.5211765 0.4229716
## [,37] [,38] [,39] [,40] [,41] [,42]
## khat value 9.1836200 8.2723337 11.7181136 13.9899216 12.5677563 12.2734575
## phat value 0.4126913 0.4726598 0.3217241 0.2880645 0.3166834 0.3430166
## [,43] [,44] [,45] [,46] [,47] [,48]
## khat value 8.1412631 9.4325146 13.6067800 8.1412631 9.9494407 8.5527897
## phat value 0.4692147 0.4092228 0.2858869 0.4692147 0.4010276 0.4688529
## [,49] [,50] [,51] [,52] [,53] [,54]
## khat value 8.2823703 11.2105486 13.6868859 7.3999214 13.7450052 8.822261
## phat value 0.4865757 0.3559148 0.2615642 0.5243299 0.2771916 0.456799
## [,55] [,56] [,57] [,58] [,59] [,60]
## khat value 8.9540843 8.6281046 8.2188450 8.9600351 13.4904669 12.1153817
## phat value 0.4389059 0.4786683 0.5061538 0.4508911 0.2957644 0.3276826
## [,61] [,62] [,63] [,64] [,65] [,66]
## khat value 8.7750207 9.3313296 10.9869281 9.8593997 10.1448560 7.476636
## phat value 0.4695146 0.4222335 0.3731707 0.4006329 0.3972457 0.535000
## [,67] [,68] [,69] [,70] [,71] [,72]
## khat value 8.5655393 13.7511342 19.5622680 9.1875000 9.280336 9.8837877
## phat value 0.4798297 0.2996117 0.2131655 0.4571429 0.411623 0.4198795
## [,73] [,74] [,75] [,76] [,77] [,78]
## khat value 10.5574513 15.532872 11.3773585 10.4202456 11.0640809 7.9619201
## phat value 0.3769849 0.258806 0.3533333 0.3963438 0.3660494 0.4760158
## [,79] [,80] [,81] [,82] [,83] [,84]
## khat value 11.9991792 7.1408451 13.3703704 7.7517033 10.4459688 11.9219858
## phat value 0.3341895 0.5461538 0.2842105 0.5018252 0.4049409 0.3439024
## [,85] [,86] [,87] [,88] [,89] [,90]
## khat value 10.4634672 6.9452055 9.4971751 7.9180088 12.1480752 9.195402
## phat value 0.3765482 0.5615385 0.4317073 0.5253846 0.3482033 0.435000
## [,91] [,92] [,93] [,94] [,95] [,96]
## khat value 12.7815126 8.7757962 9.5898440 7.6136114 9.4992390 17.4380322
## phat value 0.3051282 0.4728916 0.4160652 0.5358824 0.4158228 0.2202083
## [,97] [,98] [,99] [,100] [,101] [,102]
## khat value 9.2417582 7.6948399 8.1999553 15.3429844 8.3454582 10.0420082
## phat value 0.4393103 0.4834409 0.4670757 0.2704819 0.4876904 0.3943434
## [,103] [,104] [,105] [,106] [,107] [,108] [,109]
## khat value 7.337593 8.6018809 12.3168265 9.524116 8.6680417 8.561644 10.9968214
## phat value 0.535598 0.4557143 0.3304423 0.434686 0.4360847 0.438000 0.3382796
## [,110] [,111] [,112] [,113] [,114] [,115]
## khat value 9.2517560 8.8383272 7.5759522 7.9894878 10.3498194 9.5526316
## phat value 0.4420782 0.4401285 0.5108269 0.4731217 0.3729534 0.4145455
## [,116] [,117] [,118] [,119] [,120] [,121]
## khat value 21.8640370 11.6106870 13.1827411 17.0680738 9.2517560 9.2761578
## phat value 0.1779177 0.3358974 0.2814286 0.2302545 0.4420782 0.4484615
## [,122] [,123] [,124] [,125] [,126] [,127]
## khat value 12.3382118 9.9138405 8.3454582 9.8664884 11.4360902 8.6889085
## phat value 0.3104178 0.4196154 0.4876904 0.4439269 0.3410256 0.4269811
11
## [,128] [,129] [,130] [,131] [,132] [,133]
## khat value 9.2019635 10.0670860 11.5398458 7.4503022 10.570188 9.2761578
## phat value 0.4401235 0.3893878 0.3483582 0.5140731 0.366124 0.4484615
## [,134] [,135] [,136] [,137] [,138] [,139]
## khat value 11.8242304 9.925375 11.5850422 7.6586922 7.9027725 8.6070082
## phat value 0.3196825 0.404015 0.3383673 0.5118367 0.5162745 0.4577665
## [,140] [,141] [,142] [,143] [,144] [,145]
## khat value 26.0664894 9.215797 8.1665928 12.7028271 9.925375 10.423064
## phat value 0.1519192 0.429697 0.4702083 0.3282734 0.404015 0.371292
## [,146] [,147] [,148] [,149] [,150] [,151]
## khat value 10.1514996 8.073605 9.2168208 8.927699 10.4416837 10.075375
## phat value 0.3920603 0.500396 0.4491787 0.460365 0.3620106 0.396015
## [,152] [,153] [,154] [,155] [,156] [,157]
## khat value 11.2909973 9.7215853 21.0996441 9.0488751 9.8697667 9.1119545
## phat value 0.3418653 0.3939687 0.1824675 0.4774074 0.4285816 0.4302041
## [,158] [,159] [,160] [,161] [,162] [,163]
## khat value 10.9162389 7.5191691 7.8701135 10.7304566 11.3728453 8.5131553
## phat value 0.3682587 0.5612322 0.5018987 0.3904773 0.3402842 0.4910048
## [,164] [,165] [,166] [,167] [,168] [,169]
## khat value 10.4634672 8.036469 13.978550 7.9338526 11.0130128 8.9224178
## phat value 0.3765482 0.501464 0.281145 0.4827415 0.3641147 0.4673621
## [,170] [,171] [,172] [,173] [,174] [,175]
## khat value 9.1857923 8.3896567 8.3801853 8.9313018 8.7159141 9.7398819
## phat value 0.4463415 0.4624742 0.4868627 0.4333075 0.4853191 0.4332701
## [,176] [,177] [,178] [,179] [,180] [,181]
## khat value 10.5965589 9.2590581 8.6055899 17.0793705 14.515577 11.3734711
## phat value 0.3567196 0.4525298 0.4729484 0.2265891 0.300367 0.3666427
## [,182] [,183] [,184] [,185] [,186] [,187]
## khat value 12.2248451 9.3787338 9.1799591 9.1495510 10.1293964 10.4135277
## phat value 0.3427446 0.4126357 0.4379104 0.4229716 0.4264815 0.3754731
## [,188] [,189] [,190] [,191] [,192] [,193]
## khat value 11.2329085 10.4409454 7.2186060 8.5145130 8.0655393 12.9141814
## phat value 0.3765721 0.3840648 0.5776739 0.4674372 0.4798191 0.3190291
## [,194] [,195] [,196] [,197] [,198] [,199]
## khat value 9.9983137 10.0289608 8.6532964 9.2627250 11.6317161 8.8010471
## phat value 0.3850649 0.4048276 0.4749635 0.4178036 0.3249735 0.4658537
## [,200] [,201] [,202] [,203] [,204] [,205]
## khat value 7.0523661 9.910622 8.9409850 8.7016040 8.8310336 12.9667769
## phat value 0.5686035 0.385445 0.4540887 0.4573869 0.4325654 0.3092519
## [,206] [,207] [,208] [,209] [,210] [,211]
## khat value 9.4792123 7.596054 9.4794040 7.0223084 10.1908092 10.8572545
## phat value 0.4810526 0.512108 0.4388462 0.5454047 0.3964356 0.3601279
## [,212] [,213] [,214] [,215] [,216] [,217]
## khat value 14.4560907 9.6804689 10.2034571 14.2766311 9.5341162 13.5764493
## phat value 0.2614815 0.4070051 0.4096651 0.2598652 0.4552074 0.2924181
## [,218] [,219] [,220] [,221] [,222] [,223]
## khat value 9.366509 7.3223758 10.1407678 12.3045515 8.5830879 11.5307557
## phat value 0.411039 0.5408081 0.3816279 0.3226448 0.4706931 0.3512346
## [,224] [,225] [,226] [,227] [,228] [,229]
## khat value 8.1665928 9.0250000 10.6957379 11.4840509 7.070196 9.4964981
## phat value 0.4702083 0.4210526 0.3954846 0.3422137 0.543125 0.4538515
## [,230] [,231] [,232] [,233] [,234] [,235]
## khat value 15.0902367 8.4309979 7.5514386 12.6000000 7.9133288 7.2429620
## phat value 0.2677228 0.4957895 0.5058639 0.3333333 0.4726203 0.5536409
12
## [,236] [,237] [,238] [,239] [,240] [,241]
## khat value 8.4099291 11.4513761 11.6872563 10.9202265 9.1510538 11.1085162
## phat value 0.4577922 0.3449367 0.3345524 0.3772816 0.4054178 0.3906912
## [,242] [,243] [,244] [,245] [,246] [,247]
## khat value 14.3840682 9.4499314 9.3156904 9.8977756 8.8022227 8.5318596
## phat value 0.2899041 0.4391566 0.4272362 0.4021106 0.4476142 0.4746914
## [,248] [,249] [,250] [,251] [,252] [,253]
## khat value 9.9368857 12.1177423 14.6850153 7.2040651 14.581275 12.4536114
## phat value 0.3944898 0.3111141 0.2669388 0.5233156 0.272267 0.3260099
## [,254] [,255] [,256] [,257] [,258] [,259]
## khat value 9.5746323 10.9627561 8.2049560 9.6620263 11.4698195 10.2735703
## phat value 0.3979265 0.3703448 0.4838539 0.4170968 0.3347917 0.3805882
## [,260] [,261] [,262] [,263] [,264] [,265]
## khat value 10.3156213 11.2623668 12.2525559 9.4265651 12.446605 6.837607
## phat value 0.4158741 0.3604926 0.3517633 0.4222111 0.306911 0.585000
## [,266] [,267] [,268] [,269] [,270] [,271]
## khat value 9.7356322 10.8188501 14.4930750 7.905942 7.8408916 9.563472
## phat value 0.3954545 0.3752709 0.2849637 0.481916 0.5152475 0.424532
## [,272] [,273] [,274] [,275] [,276] [,277]
## khat value 9.8304094 11.3157740 10.0882002 8.510638 10.3214531 10.21053
## phat value 0.4170732 0.3473028 0.3647826 0.470000 0.3943243 0.38000
## [,278] [,279] [,280] [,281] [,282] [,283] [,284]
## khat value 8.8524823 7.0255780 8.1601697 9.1799591 9.2553340 9.2109643 9.411765
## phat value 0.4462025 0.5892754 0.4926368 0.4379104 0.4311028 0.4212371 0.425000
## [,285] [,286] [,287] [,288] [,289] [,290]
## khat value 11.3943873 10.0470945 9.4401709 17.7100694 10.705203 8.9135802
## phat value 0.3589487 0.3802094 0.3982979 0.2281188 0.365243 0.4263158
## [,291] [,292] [,293] [,294] [,295] [,296]
## khat value 11.2666667 8.4472961 10.3070957 8.4548389 8.2772016 14.1260504
## phat value 0.3461538 0.4545833 0.3890524 0.4766501 0.5243318 0.2902439
## [,297] [,298] [,299] [,300] [,301] [,302]
## khat value 10.102326 11.1991389 9.0488751 7.9767442 10.8455598 8.1330590
## phat value 0.406837 0.3643137 0.4774074 0.4914286 0.3909434 0.4733766
## [,303] [,304] [,305] [,306] [,307] [,308]
## khat value 10.6099491 12.6310614 9.1593124 10.2735703 8.1092929 10.6784798
## phat value 0.3873723 0.3055959 0.4247044 0.3805882 0.4722977 0.3773945
## [,309] [,310] [,311] [,312] [,313] [,314]
## khat value 9.6254055 11.5398458 10.6176471 11.8687214 12.7353308 11.0548573
## phat value 0.4041388 0.3483582 0.3578947 0.3294373 0.3172277 0.3609273
## [,315] [,316] [,317] [,318] [,319] [,320]
## khat value 13.0060926 11.4698195 8.3746159 12.6231038 10.3070957 9.2321103
## phat value 0.2929396 0.3347917 0.4788279 0.3335154 0.3890524 0.4148564
## [,321] [,322] [,323] [,324] [,325] [,326]
## khat value 9.5869565 8.330312 11.1300813 8.3298991 10.9907493 8.0400485
## phat value 0.4380952 0.490978 0.3324324 0.4729949 0.3966972 0.4962657
## [,327] [,328] [,329] [,330] [,331] [,332] [,333]
## khat value 6.1404412 9.593597 10.6456693 8.2664521 8.9953198 10.33706 9.8401964
## phat value 0.6237337 0.460724 0.3907692 0.5092874 0.4135484 0.38599 0.4339344
## [,334] [,335] [,336] [,337] [,338] [,339]
## khat value 9.9150228 7.9451772 9.5044909 8.9871209 13.3465154 7.5671642
## phat value 0.3993939 0.5122604 0.4092802 0.4628846 0.2974559 0.5153846
## [,340] [,341] [,342] [,343] [,344] [,345]
## khat value 8.791209 10.0704602 7.2085308 10.0081353 6.9252898 12.7505376
## phat value 0.455000 0.4041523 0.5410256 0.4306497 0.5501575 0.3019481
13
## [,346] [,347] [,348] [,349] [,350] [,351]
## khat value 10.4743750 10.1695019 8.8022227 10.6238938 12.4575045 11.4513761
## phat value 0.4000239 0.4198829 0.4476142 0.3689796 0.3331325 0.3449367
## [,352] [,353] [,354] [,355] [,356] [,357]
## khat value 12.2167924 9.5598694 8.4304036 16.8188649 12.446605 7.8594266
## phat value 0.3159585 0.3838965 0.4827764 0.2419902 0.306911 0.5585649
## [,358] [,359] [,360] [,361] [,362] [,363] [,364]
## khat value 9.7681121 14.28571 9.276197 9.540373 6.3087132 9.2181818 8.0820110
## phat value 0.4391841 0.28000 0.421509 0.402500 0.5975862 0.4230769 0.4714173
## [,365] [,366] [,367] [,368] [,369] [,370]
## khat value 9.8100102 11.6110381 13.8559656 11.083498 8.4286679 7.1203911
## phat value 0.3995918 0.3238298 0.2807455 0.376235 0.4591473 0.5659801
## [,371] [,372] [,373] [,374] [,375] [,376]
## khat value 9.7235486 8.9981822 9.1077844 10.7560976 8.1204081 27.2641509
## phat value 0.4082872 0.4423116 0.4282051 0.3319048 0.4888917 0.1558824
## [,377] [,378] [,379] [,380] [,381] [,382]
## khat value 9.8266156 8.0320078 8.0655393 12.2844702 13.5883739 14.9571237
## phat value 0.4060401 0.4531868 0.4798191 0.2995652 0.2737634 0.2446995
## [,383] [,384] [,385] [,386] [,387] [,388]
## khat value 9.1489287 12.777132 7.5815369 8.4501769 10.9044675 9.8695763
## phat value 0.4667213 0.298189 0.5368305 0.5041315 0.3613198 0.3981934
## [,389] [,390] [,391] [,392] [,393] [,394]
## khat value 11.4019838 13.0505992 7.5334358 7.4257028 10.8772605 13.2362205
## phat value 0.3666029 0.3034343 0.5256566 0.5211628 0.3557881 0.3097561
## [,395] [,396] [,397] [,398] [,399] [,400]
## khat value 9.2761578 7.2722309 9.3857442 10.1873778 7.7491564 12.6868258
## phat value 0.4484615 0.5239108 0.4336364 0.3749738 0.5355422 0.3105584
## [,401] [,402] [,403] [,404] [,405] [,406]
## khat value 9.6033973 9.5315490 10.5693780 8.7531557 8.4695040 9.4537738
## phat value 0.4238084 0.4479859 0.3557447 0.4512658 0.4687406 0.4294581
## [,407] [,408] [,409] [,410] [,411] [,412]
## khat value 7.9633508 10.9382330 10.1887635 11.4019838 12.3683563 7.7208122
## phat value 0.4897436 0.3629471 0.3867005 0.3666029 0.3242145 0.5051282
## [,413] [,414] [,415] [,416] [,417] [,418]
## khat value 9.221315 11.2459016 10.7900030 9.4374455 13.892562 8.3580981
## phat value 0.425102 0.3485714 0.3540314 0.4270223 0.295122 0.4486667
## [,419] [,420] [,421] [,422] [,423] [,424]
## khat value 7.8489486 10.1107872 8.2622076 17.1099408 9.2517560 9.6917563
## phat value 0.4879634 0.4035294 0.4926044 0.2413801 0.4420782 0.4292308
## [,425] [,426] [,427] [,428] [,429] [,430]
## khat value 9.8695763 10.423064 14.7394686 15.1416082 8.8067114 11.8799091
## phat value 0.3981934 0.371292 0.2707018 0.2621914 0.4598765 0.3442787
## [,431] [,432] [,433] [,434] [,435] [,436]
## khat value 20.7559558 8.8524823 8.9614604 9.7160537 13.8159487 7.9351549
## phat value 0.1821164 0.4462025 0.4195745 0.4188943 0.2851777 0.5154279
## [,437] [,438] [,439] [,440] [,441] [,442]
## khat value 12.0069244 7.5000751 11.1645570 9.4502683 8.602151 9.5484155
## phat value 0.3398039 0.5159948 0.3761905 0.4528972 0.465000 0.4220596
## [,443] [,444] [,445] [,446] [,447] [,448]
## khat value 7.0281742 14.6850153 8.2045455 10.25641 13.6578450 11.1915539
## phat value 0.5577551 0.2669388 0.4631579 0.39000 0.3111765 0.3475835
## [,449] [,450] [,451] [,452] [,453] [,454]
## khat value 9.0906149 13.7479459 9.7830688 7.4389515 9.3787338 11.3119869
## phat value 0.4664151 0.2960442 0.4395349 0.5363659 0.4126357 0.3668675
14
## [,455] [,456] [,457] [,458] [,459] [,460]
## khat value 11.632877 9.2409057 12.2798574 8.1987480 8.2818918 7.4766709
## phat value 0.353309 0.4339401 0.3379518 0.4915385 0.4745293 0.5149351
## [,461] [,462] [,463] [,464] [,465] [,466]
## khat value 12.3683563 8.2010512 8.8120156 10.2944656 8.9614604 15.7467279
## phat value 0.3242145 0.4816456 0.4278249 0.4011864 0.4195745 0.2521159
## [,467] [,468] [,469] [,470] [,471] [,472]
## khat value 12.7469880 13.0226843 8.0839278 10.4325718 20.7134972 8.7753510
## phat value 0.2886957 0.3186747 0.4465651 0.4112121 0.1916625 0.4273333
## [,473] [,474] [,475] [,476] [,477] [,478]
## khat value 8.467688 12.26598 12.8184082 10.9583829 13.7039168 10.2799780
## phat value 0.471203 0.35627 0.3065903 0.3504167 0.3042926 0.3764599
## [,479] [,480] [,481] [,482] [,483] [,484]
## khat value 8.2926678 8.9023066 10.6238938 9.6757455 8.4049012 9.3485998
## phat value 0.4618538 0.4549383 0.3689796 0.4196059 0.4961391 0.4043386
## [,485] [,486] [,487] [,488] [,489] [,490]
## khat value 8.3352978 9.5526316 7.0077862 9.9101124 9.0391092 8.9600351
## phat value 0.4774874 0.4145455 0.5679397 0.4238095 0.4281395 0.4508911
## [,491] [,492] [,493] [,494] [,495] [,496]
## khat value 9.5044909 11.7345766 10.9162389 17.8647928 7.6586922 7.3443010
## phat value 0.4092802 0.3570644 0.3682587 0.2244638 0.5118367 0.5473632
## [,497] [,498] [,499] [,500] [,501] [,502]
## khat value 7.1646470 8.5329949 8.0321750 9.4258691 8.8773896 8.333333
## phat value 0.5387565 0.4804878 0.4917722 0.4360341 0.4528358 0.480000
## [,503] [,504] [,505] [,506] [,507] [,508]
## khat value 11.4360902 9.2914573 8.7131474 9.8027918 11.3948160 12.4536114
## phat value 0.3410256 0.4627907 0.4648148 0.3784636 0.3624455 0.3260099
## [,509] [,510] [,511] [,512] [,513] [,514]
## khat value 9.1999438 8.5527897 8.9328926 9.411765 7.3133242 10.3240369
## phat value 0.3934807 0.4688529 0.4489027 0.425000 0.5182322 0.4048804
## [,515] [,516] [,517] [,518] [,519] [,520]
## khat value 12.837755 13.2585630 12.0735418 8.9600351 8.8310336 7.8476978
## phat value 0.310802 0.2964122 0.3428986 0.4508911 0.4325654 0.4982353
## [,521] [,522] [,523] [,524] [,525] [,526]
## khat value 8.8467681 9.1122329 10.7472699 9.7938363 9.9983137 9.2553340
## phat value 0.4419693 0.4323858 0.3861446 0.3920833 0.3850649 0.4311028
## [,527] [,528] [,529] [,530] [,531] [,532]
## khat value 12.7206235 7.070196 8.927699 10.4048305 8.2723337 7.9291012
## phat value 0.3238835 0.543125 0.460365 0.3873201 0.4726598 0.4931202
## [,533] [,534] [,535] [,536] [,537] [,538]
## khat value 11.1669403 11.6872563 8.1336898 9.8753956 52.44827586 10.6093979
## phat value 0.3617822 0.3345524 0.4794872 0.3959335 0.07435897 0.4005882
## [,539] [,540] [,541] [,542] [,543] [,544]
## khat value 9.6196930 9.9010733 8.5390779 6.8431814 8.3579618 9.285699
## phat value 0.4022997 0.4161165 0.4555527 0.5582199 0.4845679 0.444770
## [,545] [,546] [,547] [,548] [,549] [,550]
## khat value 15.7102804 10.3843594 14.0643612 11.6106870 13.7558480 12.1657722
## phat value 0.2609756 0.3803797 0.2580992 0.3358974 0.2820619 0.3320792
## [,551] [,552] [,553] [,554] [,555] [,556]
## khat value 13.4061311 11.1659607 8.0133011 8.3505877 13.7078976 14.4985207
## phat value 0.2692798 0.3591272 0.5278723 0.4658355 0.2706469 0.2731313
## [,557] [,558] [,559] [,560] [,561] [,562]
## khat value 9.6485057 11.42857 7.6235294 12.4485791 13.0408870 10.3508637
## phat value 0.3959162 0.35000 0.4722222 0.3140921 0.2975258 0.4047971
15
## [,563] [,564] [,565] [,566] [,567] [,568]
## khat value 8.6517581 8.0514235 8.7398615 6.9079482 11.7861176 9.7933962
## phat value 0.4611779 0.4744503 0.4302128 0.5471958 0.3656845 0.4176284
## [,569] [,570] [,571] [,572] [,573] [,574]
## khat value 9.302326 31.2836426 8.1680210 8.9307787 9.4131994 10.8830964
## phat value 0.430000 0.1224282 0.5105276 0.4758824 0.4302469 0.3813253
## [,575] [,576] [,577] [,578] [,579] [,580]
## khat value 8.2454834 8.5110309 7.9013112 10.629045 11.2713582 9.7160537
## phat value 0.5057314 0.4840777 0.5416822 0.378209 0.3575434 0.4188943
## [,581] [,582] [,583] [,584] [,585] [,586]
## khat value 7.0202475 13.1179432 7.8947801 9.3944742 14.1381649 11.8935709
## phat value 0.5626582 0.2912042 0.4965306 0.4012997 0.2815075 0.3522912
## [,587] [,588] [,589] [,590] [,591] [,592]
## khat value 7.9911341 9.9368857 8.8622203 7.3915900 9.7085207 24.24242
## phat value 0.5205769 0.3944898 0.4863341 0.5073333 0.4253995 0.16500
## [,593] [,594] [,595] [,596] [,597] [,598]
## khat value 14.1519274 11.9573460 8.7042629 13.846619 13.195935 10.2658689
## phat value 0.2791139 0.3637931 0.4549495 0.295379 0.301608 0.3730809
## [,599] [,600] [,601] [,602] [,603] [,604]
## khat value 10.1080008 9.3537582 11.022400 9.6917563 8.7016040 15.2685962
## phat value 0.3769291 0.4575701 0.376506 0.4292308 0.4573869 0.2665602
## [,605] [,606] [,607] [,608] [,609] [,610]
## khat value 7.7219319 8.4548389 11.5473965 8.9019074 9.1143233 8.7098446
## phat value 0.5361353 0.4766501 0.3221505 0.4448485 0.4476471 0.4707317
## [,611] [,612] [,613] [,614] [,615] [,616]
## khat value 10.0277778 11.4300091 6.8359332 8.1092929 9.8112617 7.0600165
## phat value 0.3789474 0.3525806 0.5646632 0.4722977 0.3954639 0.5396588
## [,617] [,618] [,619] [,620] [,621] [,622]
## khat value 10.2667299 9.6564253 10.2558140 9.2872928 9.9281146 10.0611354
## phat value 0.4051923 0.4121608 0.4095238 0.4414634 0.3968528 0.3816667
## [,623] [,624] [,625] [,626] [,627] [,628]
## khat value 10.0728477 21.9107675 8.3505877 11.0548573 9.8228214 9.52381
## phat value 0.3871795 0.1793639 0.4658355 0.3609273 0.4112871 0.42000
## [,629] [,630] [,631] [,632] [,633] [,634] [,635]
## khat value 21.4973443 7.5265710 10.0 8.6914286 7.9635451 9.8203121 8.4587728
## phat value 0.1963033 0.5128497 0.4 0.4487179 0.4796859 0.4205569 0.4504199
## [,636] [,637] [,638] [,639] [,640] [,641]
## khat value 8.7989006 7.7058985 9.3552374 9.1851566 9.6344947 7.4452335
## phat value 0.4455102 0.5333577 0.4371883 0.4746789 0.4380095 0.5466585
## [,642] [,643] [,644] [,645] [,646] [,647]
## khat value 8.9225842 11.3119869 8.1157347 8.4320685 9.8709677 10.3843594
## phat value 0.4012291 0.3668675 0.4867089 0.4921687 0.4133333 0.3803797
## [,648] [,649] [,650] [,651] [,652] [,653]
## khat value 15.7589004 8.8903694 14.2465236 12.9402985 12.1992471 8.822929
## phat value 0.2373262 0.4870439 0.2955107 0.3152941 0.3492019 0.480566
## [,654] [,655] [,656] [,657] [,658] [,659]
## khat value 7.3500000 8.1005917 10.3242884 10.6064498 8.3298991 9.3063830
## phat value 0.5714286 0.4567568 0.3816244 0.3714721 0.4729949 0.4351852
## [,660] [,661] [,662] [,663] [,664] [,665]
## khat value 9.6992316 8.188393 9.6410593 7.8642746 10.8824658 8.2049560
## phat value 0.3876596 0.471399 0.4263017 0.5416901 0.3914554 0.4838539
## [,666] [,667] [,668] [,669] [,670] [,671]
## khat value 8.6318202 8.9503542 16.8415842 7.4512903 7.481481 9.3170254
## phat value 0.4900473 0.4368542 0.2244444 0.5180311 0.540000 0.4443478
16
## [,672] [,673] [,674] [,675] [,676] [,677]
## khat value 8.0385064 8.8120156 15.6804124 10.9056604 8.5499133 8.1005917
## phat value 0.5162651 0.4278249 0.2487179 0.3741176 0.4573146 0.5024324
## [,678] [,679] [,680] [,681] [,682] [,683]
## khat value 8.858447 9.8593997 9.3849624 9.3193784 11.3113396 9.2469799
## phat value 0.471866 0.4006329 0.4208861 0.4002413 0.3518593 0.4487952
## [,684] [,685] [,686] [,687] [,688] [,689]
## khat value 10.9556812 11.7050952 12.2290312 9.9083914 9.5898440 14.4684252
## phat value 0.3769734 0.3408772 0.3091005 0.4097537 0.4160652 0.2813022
## [,690] [,691] [,692] [,693] [,694] [,695]
## khat value 11.42857 10.6957379 9.3849624 9.0924855 11.1712850 8.6318202
## phat value 0.35000 0.3954846 0.4208861 0.4718182 0.3679075 0.4900473
## [,696] [,697] [,698] [,699] [,700] [,701]
## khat value 11.7050952 10.2746146 10.3240369 8.5932203 10.3379978 24.8396624
## phat value 0.3408772 0.3980685 0.4048804 0.4538462 0.3791837 0.1634483
## [,702] [,703] [,704] [,705] [,706] [,707]
## khat value 7.1839199 8.2434197 14.3133602 11.1659607 9.6254055 9.3193784
## phat value 0.5442711 0.4876617 0.2731714 0.3591272 0.4041388 0.4002413
## [,708] [,709] [,710] [,711] [,712] [,713]
## khat value 8.3665158 10.6238938 8.7159141 9.5898440 10.2351205 10.1716858
## phat value 0.5139535 0.3689796 0.4853191 0.4160652 0.3986275 0.4060291
## [,714] [,715] [,716] [,717] [,718] [,719]
## khat value 11.2445778 10.3900096 9.7822544 7.8319445 9.0449974 9.4804833
## phat value 0.3672881 0.4003846 0.4508163 0.4966838 0.4411278 0.4261386
## [,720] [,721] [,722] [,723] [,724] [,725]
## khat value 8.330312 7.5127670 7.3619492 8.4202647 7.9056834 7.7279152
## phat value 0.490978 0.5417445 0.5609927 0.4679188 0.4983756 0.5240741
## [,726] [,727] [,728] [,729] [,730] [,731]
## khat value 11.1659624 11.3773585 10.3900096 11.5101602 14.7886284 14.6777861
## phat value 0.3824122 0.3533333 0.4003846 0.3761894 0.2887354 0.2854654
## [,732] [,733] [,734] [,735] [,736] [,737]
## khat value 9.2181818 8.1634714 9.7067862 11.7233005 8.602151 8.3341837
## phat value 0.4230769 0.4875377 0.4110526 0.3130518 0.465000 0.4751515
## [,738] [,739] [,740] [,741] [,742] [,743]
## khat value 14.1519274 8.0659620 8.7745026 7.5832056 8.247423 10.187879
## phat value 0.2791139 0.5033498 0.4307937 0.5564929 0.485000 0.402439
## [,744] [,745] [,746] [,747] [,748] [,749]
## khat value 10.5693780 11.2193835 11.7050952 8.8807339 9.2553340 8.5064562
## phat value 0.3557447 0.3583085 0.3408772 0.4954545 0.4311028 0.4525974
## [,750] [,751] [,752] [,753] [,754] [,755]
## khat value 9.1168664 11.0921951 7.8637693 10.9577439 11.7454560 7.0600165
## phat value 0.4617815 0.3579093 0.4934021 0.3860284 0.3260836 0.5396588
## [,756] [,757] [,758] [,759] [,760] [,761]
## khat value 12.2798574 9.6152108 10.5826130 7.9356223 9.686224 8.9433740
## phat value 0.3379518 0.3837669 0.3912077 0.5418605 0.413990 0.4461404
## [,762] [,763] [,764] [,765] [,766] [,767]
## khat value 8.4062629 10.6271706 7.4135174 17.0351201 13.4988128 8.4202647
## phat value 0.4805941 0.3839216 0.5449505 0.2254167 0.2792838 0.4679188
## [,768] [,769] [,770] [,771] [,772] [,773]
## khat value 7.5225819 9.8975562 8.7919075 9.9083914 8.0111585 9.5352543
## phat value 0.5237563 0.4071712 0.4435897 0.4097537 0.5105379 0.4383732
## [,774] [,775] [,776] [,777] [,778] [,779]
## khat value 12.001131 10.0517928 10.411598 8.2331762 8.9139952 13.1416852
## phat value 0.343301 0.4327586 0.367859 0.4761224 0.4161995 0.2807859
17
## [,780] [,781] [,782] [,783] [,784] [,785]
## khat value 7.3778990 9.1392770 11.4513761 14.2971268 10.2833030 10.689252
## phat value 0.5638462 0.4442365 0.3449367 0.2825743 0.3870352 0.367659
## [,786] [,787] [,788] [,789] [,790] [,791]
## khat value 10.9972230 11.5517575 8.7809172 11.8361775 9.6254055 9.8663045
## phat value 0.3619095 0.3540587 0.4578109 0.3447059 0.4041388 0.4165693
## [,792] [,793] [,794] [,795] [,796] [,797]
## khat value 9.3156904 9.2872928 10.7733990 8.5932203 8.5664048 12.4047535
## phat value 0.4272362 0.4414634 0.3759259 0.4538462 0.4996262 0.3014973
## [,798] [,799] [,800] [,801] [,802] [,803]
## khat value 10.0973157 15.8135359 8.4236015 11.0982497 12.4272532 10.1350427
## phat value 0.3931738 0.2706542 0.4997862 0.3721308 0.3234826 0.3798701
## [,804] [,805] [,806] [,807] [,808] [,809]
## khat value 7.5483353 10.3625498 8.4937552 8.5036834 8.0029988 9.6485057
## phat value 0.5140206 0.3937255 0.4756436 0.4727363 0.5323005 0.3959162
## [,810] [,811] [,812] [,813] [,814] [,815]
## khat value 9.3063830 12.1997133 8.403412 9.6050338 12.5130754 12.4420063
## phat value 0.4351852 0.3024661 0.492657 0.4133249 0.3092765 0.3038095
## [,816] [,817] [,818] [,819] [,820] [,821]
## khat value 8.9540843 9.1495510 8.9750524 9.0471449 12.4236010 9.9494865
## phat value 0.4389059 0.4229716 0.4668496 0.4664455 0.3332367 0.4090663
## [,822] [,823] [,824] [,825] [,826] [,827]
## khat value 10.3379978 15.2399095 9.437650 9.3933969 7.2342202 11.3157740
## phat value 0.3791837 0.2637811 0.419596 0.4279602 0.5335751 0.3473028
## [,828] [,829] [,830] [,831] [,832] [,833]
## khat value 11.9293248 9.4258691 11.581233 10.8747127 17.5468533 9.0563948
## phat value 0.3177045 0.4360341 0.342796 0.3521932 0.2125737 0.4317391
## [,834] [,835] [,836] [,837] [,838] [,839]
## khat value 18.9833538 10.2007435 10.6337115 10.0287436 10.5663711 12.3584158
## phat value 0.1964879 0.3842857 0.3808642 0.4148077 0.3681491 0.3196203
## [,840] [,841] [,842] [,843] [,844] [,845]
## khat value 13.8886479 12.1104000 10.1944120 11.6702187 9.0771549 18.5864023
## phat value 0.2822449 0.3591954 0.3992383 0.3496078 0.4483784 0.2179012
## [,846] [,847] [,848] [,849] [,850] [,851]
## khat value 9.0391092 9.4499707 9.9411765 8.7035210 8.6346430 11.6887299
## phat value 0.4281395 0.4031759 0.3923077 0.4526904 0.4667246 0.3387879
## [,852] [,853] [,854] [,855] [,856] [,857]
## khat value 7.556426 8.8467681 11.8360794 10.6064498 9.4933234 10.5375058
## phat value 0.565082 0.4419693 0.3320356 0.3714721 0.4287224 0.4061682
## [,858] [,859] [,860] [,861] [,862] [,863]
## khat value 7.6535263 11.5398458 8.221622 10.5055067 6.7794029 9.2996973
## phat value 0.5213283 0.3483582 0.474359 0.3588594 0.6445995 0.4129167
## [,864] [,865] [,866] [,867] [,868] [,869]
## khat value 7.873838 11.0284236 12.1119397 10.33706 9.3787338 10.4518443
## phat value 0.488961 0.3527249 0.3327295 0.38599 0.4126357 0.3865347
## [,870] [,871] [,872] [,873] [,874] [,875] [,876]
## khat value 9.1101760 11.4353741 7.7517033 8.1479039 8.3110688 9.52381 9.8819176
## phat value 0.4149206 0.3585366 0.5018252 0.4565591 0.5089598 0.42000 0.4543653
## [,877] [,878] [,879] [,880] [,881] [,882]
## khat value 9.9424951 15.2751418 13.950588 14.1041137 9.4583260 9.7406229
## phat value 0.4063366 0.2821578 0.275974 0.2843142 0.4239651 0.4250242
## [,883] [,884] [,885] [,886] [,887] [,888]
## khat value 8.3875007 7.7368421 8.2556943 8.5434439 7.3143813 8.1548645
## phat value 0.4566319 0.5428571 0.5135849 0.4869231 0.5537037 0.4831472
18
## [,889] [,890] [,891] [,892] [,893] [,894]
## khat value 9.5401108 12.0882957 8.5437950 14.5729344 10.0494344 8.6581128
## phat value 0.4171859 0.3358621 0.4716873 0.2614436 0.3990274 0.4781643
## [,895] [,896] [,897] [,898] [,899] [,900]
## khat value 8.6992754 8.695652 8.2975655 7.7225244 11.7076670 11.1386139
## phat value 0.4506122 0.460000 0.4543501 0.5140806 0.3527603 0.3366667
## [,901] [,902] [,903] [,904] [,905] [,906]
## khat value 12.8188011 9.7529547 9.2662120 8.608696 11.3595826 13.2549020
## phat value 0.3026804 0.3783469 0.4284383 0.460000 0.3424422 0.3138462
## [,907] [,908] [,909] [,910] [,911] [,912]
## khat value 8.6852231 7.7813765 9.1995554 8.2269914 9.4971751 8.8244275
## phat value 0.4743689 0.4780645 0.4195855 0.4934975 0.4317073 0.4623529
## [,913] [,914] [,915] [,916] [,917] [,918]
## khat value 9.7215853 10.247947 11.3728453 10.1093991 9.8661654 9.4583260
## phat value 0.3939687 0.385443 0.3402842 0.4006173 0.4104938 0.4239651
## [,919] [,920] [,921] [,922] [,923] [,924]
## khat value 13.4988253 7.070196 11.3119869 9.5203296 8.6281046 8.163265
## phat value 0.2807652 0.543125 0.3668675 0.3959947 0.4786683 0.490000
## [,925] [,926] [,927] [,928] [,929] [,930]
## khat value 8.7131474 8.2964416 7.2096500 10.9589 8.5868795 12.0054348
## phat value 0.4648148 0.5050358 0.5714563 0.3650 0.4763081 0.3131915
## [,931] [,932] [,933] [,934] [,935] [,936]
## khat value 10.1156268 6.1709402 11.5919003 10.6746128 7.6475812 13.8605769
## phat value 0.3717021 0.6157895 0.3683607 0.4018881 0.5191184 0.2683871
## [,937] [,938] [,939] [,940] [,941] [,942] [,943]
## khat value 9.0240314 13.0505992 9.9281146 9.004134 8.9031888 8.8347344 7.997516
## phat value 0.4665321 0.3034343 0.3968528 0.439798 0.4425381 0.4538903 0.486401
## [,944] [,945] [,946] [,947] [,948] [,949]
## khat value 8.9031888 8.4440154 15.5634585 10.8779134 9.4583260 8.3298991
## phat value 0.4425381 0.4796296 0.2306685 0.3640404 0.4239651 0.4729949
## [,950] [,951] [,952] [,953] [,954] [,955]
## khat value 11.3232167 9.7363495 10.2246232 8.3724432 8.0111585 12.1480752
## phat value 0.3541397 0.4056962 0.4019708 0.4610363 0.5105379 0.3482033
## [,956] [,957] [,958] [,959] [,960] [,961]
## khat value 10.7042991 8.6798893 8.458677 7.3448641 8.467688 10.7266036
## phat value 0.3559318 0.4470103 0.509536 0.5554902 0.471203 0.3766337
## [,962] [,963] [,964] [,965] [,966] [,967]
## khat value 8.0659620 8.8971018 8.8773896 7.2433862 7.4482759 12.268235
## phat value 0.5033498 0.4473367 0.4528358 0.5108108 0.4833333 0.330936
## [,968] [,969] [,970] [,971] [,972] [,973]
## khat value 7.6730896 10.3070957 10.102326 7.6048007 7.8604000 10.7266036
## phat value 0.5069666 0.3890524 0.406837 0.5036292 0.4999746 0.3766337
## [,974] [,975] [,976] [,977] [,978] [,979]
## khat value 9.7059943 8.5969297 7.4432990 9.0182131 9.6917563 8.7274437
## phat value 0.4162376 0.4862201 0.6126316 0.4468734 0.4292308 0.4617618
## [,980] [,981] [,982] [,983] [,984] [,985]
## khat value 11.5788143 7.8491241 9.4194328 11.0921690 11.9853306 6.8372093
## phat value 0.3506404 0.5236253 0.4395169 0.3687286 0.3529314 0.6142857
## [,986] [,987] [,988] [,989] [,990] [,991]
## khat value 10.7560976 10.1156268 12.5549340 7.020513 16.1249868 8.602151
## phat value 0.3709524 0.3717021 0.3018734 0.527027 0.2424808 0.465000
## [,992] [,993] [,994] [,995] [,996] [,997]
## khat value 9.5499634 8.6865190 9.0998613 7.8402297 11.1170511 11.3157740
## phat value 0.3968602 0.4627861 0.4450617 0.5076382 0.3625062 0.3473028
19
## [,998] [,999] [,1000]
## khat value 9.3895678 8.822929 11.5788143
## phat value 0.4185496 0.480566 0.3506404
n<-250
sf3<-function(...){
s2<-sf(rbinom(n,k,p))
return(s2)
}
sa250=sapply(1:1000,sf3)
sa250
## [,1] [,2] [,3] [,4] [,5] [,6] [,7]
## khat value 9.0900260 10.218414 9.3978633 9.6379786 9.9954606 9.957449 9.662443
## phat value 0.4343222 0.385187 0.4358438 0.4038191 0.3797724 0.382829 0.397001
## [,8] [,9] [,10] [,11] [,12] [,13]
## khat value 10.3641314 8.2062041 11.1202298 9.796315 10.9935525 9.8407964
## phat value 0.3901919 0.4986471 0.3478345 0.403417 0.3649412 0.4052518
## [,14] [,15] [,16] [,17] [,18] [,19]
## khat value 13.5275109 10.7353210 7.8430516 8.9861954 9.7190486 8.9022193
## phat value 0.2968765 0.3703662 0.5130656 0.4531395 0.4127976 0.4412383
## [,20] [,21] [,22] [,23] [,24] [,25]
## khat value 10.3586990 9.5838288 11.0908862 11.8112559 9.9175824 11.7129703
## phat value 0.3950303 0.4265519 0.3707549 0.3393373 0.3831579 0.3602844
## [,26] [,27] [,28] [,29] [,30] [,31] [,32]
## khat value 12.6238386 10.15228 9.4701879 11.219292 9.408768 9.090888 8.1525498
## phat value 0.3127416 0.39400 0.4274466 0.359381 0.433213 0.433401 0.4734715
## [,33] [,34] [,35] [,36] [,37] [,38]
## khat value 9.1265609 9.1640819 11.8642746 10.9484004 10.0973163 10.0602400
## phat value 0.4172437 0.4229556 0.3287179 0.3763107 0.3822798 0.3968096
## [,39] [,40] [,41] [,42] [,43] [,44]
## khat value 9.7361973 11.0025085 10.0900360 8.370633 9.510617 9.1118317
## phat value 0.4022104 0.3730058 0.4063415 0.474994 0.407124 0.4328438
## [,45] [,46] [,47] [,48] [,49] [,50]
## khat value 10.1987156 13.6443769 12.5892190 8.5771370 10.232003 8.2137211
## phat value 0.3847543 0.2946269 0.3199563 0.4747505 0.392494 0.4835811
## [,51] [,52] [,53] [,54] [,55] [,56]
## khat value 11.5444412 9.2913445 8.74722 8.8420915 10.6416938 10.3449012
## phat value 0.3374784 0.4154404 0.45866 0.4474055 0.3721212 0.3816373
## [,57] [,58] [,59] [,60] [,61] [,62]
## khat value 10.25641 9.5994123 10.6594717 8.4218783 10.0118532 9.9357162
## phat value 0.39000 0.4125253 0.3756284 0.4744785 0.4087155 0.3884974
## [,63] [,64] [,65] [,66] [,67] [,68]
## khat value 9.5917385 10.0349160 10.2676591 13.7165940 11.8642746 9.2648088
## phat value 0.4228639 0.3954194 0.3887936 0.2962835 0.3287179 0.4308778
## [,69] [,70] [,71] [,72] [,73] [,74]
## khat value 12.5689825 11.7853442 10.8536280 10.6563303 10.2598500 8.1610156
## phat value 0.3236539 0.3332953 0.3692774 0.3674811 0.4136513 0.4920956
## [,75] [,76] [,77] [,78] [,79] [,80]
## khat value 7.3869270 12.0788102 11.8321727 10.1941048 9.2412937 8.8613174
## phat value 0.5203788 0.3348012 0.3370471 0.3857131 0.4410638 0.4432749
## [,81] [,82] [,83] [,84] [,85] [,86]
## khat value 8.3002778 10.2445206 9.0357062 9.3852794 10.8188501 8.1004032
## phat value 0.4799839 0.3912335 0.4413601 0.4556071 0.3752709 0.4854079
## [,87] [,88] [,89] [,90] [,91] [,92]
20
## khat value 9.379860 14.9766029 12.7120623 11.9450145 8.7276647 11.4056459
## phat value 0.407682 0.2665491 0.3115152 0.3325237 0.4679373 0.3415852
## [,93] [,94] [,95] [,96] [,97] [,98]
## khat value 9.5313922 9.5362846 11.1363295 9.0031128 8.9463576 8.0444185
## phat value 0.4150495 0.3955419 0.3606215 0.4482894 0.4475564 0.4758579
## [,99] [,100] [,101] [,102] [,103] [,104]
## khat value 10.0171326 10.0670860 8.7051940 9.4485136 10.8395462 10.7939608
## phat value 0.3857391 0.3893878 0.4696047 0.4377408 0.3738164 0.3683541
## [,105] [,106] [,107] [,108] [,109] [,110]
## khat value 10.7689864 10.8508590 10.4559349 7.999775 9.7375160 8.9356436
## phat value 0.3669798 0.3800621 0.3775846 0.499014 0.4005128 0.4252632
## [,111] [,112] [,113] [,114] [,115] [,116]
## khat value 10.8911968 10.2057009 8.8245124 7.8487655 11.8782874 8.9864755
## phat value 0.3676364 0.3829232 0.4233662 0.5040283 0.3226054 0.4455584
## [,117] [,118] [,119] [,120] [,121] [,122]
## khat value 8.9008341 14.7292052 9.3969171 9.2199191 10.3218988 9.1089819
## phat value 0.4404082 0.2750997 0.4201378 0.4238649 0.3689244 0.4483487
## [,123] [,124] [,125] [,126] [,127] [,128]
## khat value 8.225320 9.0032270 11.7332095 8.4101796 8.5328593 10.4173372
## phat value 0.497002 0.4402866 0.3470491 0.5041509 0.4664322 0.4058619
## [,129] [,130] [,131] [,132] [,133] [,134]
## khat value 8.9648880 10.8659512 8.7593453 9.4182394 9.2091837 8.0218841
## phat value 0.4394924 0.3651774 0.4543719 0.4196113 0.4126316 0.5165869
## [,135] [,136] [,137] [,138] [,139] [,140]
## khat value 9.6625053 10.4990149 9.3991281 10.3532397 9.4228658 13.275580
## phat value 0.4110735 0.3893699 0.4191878 0.3963977 0.4177073 0.306126
## [,141] [,142] [,143] [,144] [,145] [,146]
## khat value 10.6215327 12.7221341 10.198168 9.155714 8.1177396 9.0433788
## phat value 0.3852551 0.3071812 0.376146 0.439507 0.5055595 0.4485049
## [,147] [,148] [,149] [,150] [,151] [,152]
## khat value 12.1653117 9.379860 10.8287185 9.3254044 8.1180806 11.1747321
## phat value 0.3304478 0.407682 0.3649555 0.4246465 0.4671055 0.3733423
## [,153] [,154] [,155] [,156] [,157] [,158]
## khat value 12.8413079 9.5892309 8.3523784 9.1675069 8.5664587 9.1686514
## phat value 0.3174132 0.4146318 0.4745954 0.4572672 0.4664705 0.4371417
## [,159] [,160] [,161] [,162] [,163] [,164]
## khat value 10.2816002 9.1647767 10.6650610 10.9869281 8.9435005 10.2780099
## phat value 0.3999377 0.4342714 0.3821825 0.3731707 0.4392016 0.3821752
## [,165] [,166] [,167] [,168] [,169] [,170]
## khat value 8.0773759 18.8147268 10.0591755 10.1115420 8.6400367 10.665403
## phat value 0.4853061 0.2081348 0.3912846 0.3789729 0.4490722 0.371669
## [,171] [,172] [,173] [,174] [,175] [,176]
## khat value 10.0729274 10.8370173 8.2518718 8.7155520 8.8034386 8.3124164
## phat value 0.3843967 0.3705817 0.4716506 0.4773077 0.4616378 0.4990125
## [,177] [,178] [,179] [,180] [,181] [,182]
## khat value 11.5261994 11.5534498 9.0447551 8.9835014 9.2796596 9.3491842
## phat value 0.3543232 0.3503715 0.4431297 0.4408081 0.4142393 0.4231385
## [,183] [,184] [,185] [,186] [,187] [,188]
## khat value 10.9737883 9.6280004 10.2096212 9.7058354 8.1390958 8.8317891
## phat value 0.3623179 0.4245949 0.3788583 0.4261354 0.4772029 0.4524565
## [,189] [,190] [,191] [,192] [,193] [,194]
## khat value 9.5046809 10.0349160 11.1574151 10.1079004 9.7859017 9.1362432
## phat value 0.4204244 0.3954194 0.3602985 0.4000831 0.4001675 0.4176771
## [,195] [,196] [,197] [,198] [,199] [,200]
21
## khat value 8.6426457 10.0761048 10.5304089 10.0711587 9.7573334 12.6631361
## phat value 0.4665238 0.4235764 0.3889688 0.3928049 0.4152774 0.3202998
## [,201] [,202] [,203] [,204] [,205] [,206]
## khat value 9.5307739 9.1911984 11.1207526 9.7850431 10.1085590 8.8001589
## phat value 0.4188537 0.4160502 0.3578894 0.4104223 0.4048055 0.4513555
## [,207] [,208] [,209] [,210] [,211] [,212]
## khat value 10.3118512 8.7728580 12.0239636 9.3569650 9.5265177 8.9349382
## phat value 0.3921701 0.4751017 0.3323363 0.4330464 0.4014059 0.4360411
## [,213] [,214] [,215] [,216] [,217] [,218]
## khat value 10.9581944 10.4679799 9.7472615 10.415515 8.7750564 10.9332449
## phat value 0.3526128 0.3851746 0.3947775 0.380202 0.4549259 0.3578078
## [,219] [,220] [,221] [,222] [,223] [,224]
## khat value 8.8431186 13.7371642 9.431453 9.0430979 10.1908092 9.1315455
## phat value 0.4355929 0.2926368 0.421144 0.4463072 0.3964356 0.4411082
## [,225] [,226] [,227] [,228] [,229] [,230]
## khat value 9.3285239 7.8705391 9.699270 10.9351930 9.7472331 8.8980658
## phat value 0.4395122 0.5051751 0.415289 0.3603046 0.4111936 0.4648201
## [,231] [,232] [,233] [,234] [,235] [,236]
## khat value 10.2060140 8.727273 9.3000826 9.5112287 9.5884346 10.3330762
## phat value 0.3872227 0.440000 0.4399961 0.4192939 0.4175864 0.3801385
## [,237] [,238] [,239] [,240] [,241] [,242]
## khat value 9.4682915 9.7871300 10.3159982 11.8288346 8.9226241 8.4889758
## phat value 0.4106337 0.3992999 0.3788291 0.3263212 0.4617476 0.4768538
## [,243] [,244] [,245] [,246] [,247] [,248]
## khat value 9.5900104 10.742729 10.2188699 8.9640013 11.5739643 12.2338882
## phat value 0.4004167 0.364898 0.3937813 0.4471218 0.3411104 0.3210754
## [,249] [,250] [,251] [,252] [,253] [,254]
## khat value 9.6370054 10.1383005 9.0484962 11.9777863 9.1486371 9.6291255
## phat value 0.4071804 0.3913871 0.4354315 0.3449719 0.4337258 0.4100061
## [,255] [,256] [,257] [,258] [,259] [,260]
## khat value 9.6838423 11.4514325 10.5962972 8.8178813 8.067482 9.3254044
## phat value 0.4250379 0.3590817 0.3831527 0.4590672 0.483918 0.4246465
## [,261] [,262] [,263] [,264] [,265] [,266]
## khat value 9.049774 9.905162 9.541743 10.4616431 11.8182242 7.5971313
## phat value 0.442000 0.401003 0.423822 0.3792903 0.3448911 0.5380978
## [,267] [,268] [,269] [,270] [,271] [,272]
## khat value 11.1523138 11.0586428 11.914832 10.322210 14.2948551 11.602964
## phat value 0.3511379 0.3598995 0.328666 0.376276 0.2809402 0.359908
## [,273] [,274] [,275] [,276] [,277] [,278]
## khat value 8.3945814 11.2470889 8.9667594 9.2812500 9.8634858 9.501830
## phat value 0.4836453 0.3538693 0.4559061 0.4266667 0.3958033 0.443704
## [,279] [,280] [,281] [,282] [,283] [,284]
## khat value 10.1535381 9.8393908 12.473488 10.2369125 9.3689139 8.4056604
## phat value 0.3841026 0.4138468 0.325811 0.3774576 0.4363366 0.4711111
## [,285] [,286] [,287] [,288] [,289] [,290]
## khat value 9.6267816 9.545455 9.4943184 10.1410448 9.2308756 9.9765338
## phat value 0.3909926 0.440000 0.4419485 0.3952255 0.4307284 0.3985352
## [,291] [,292] [,293] [,294] [,295] [,296]
## khat value 9.1384302 12.1506045 10.5551148 10.1603211 11.9979052 12.1103811
## phat value 0.4399005 0.3328229 0.3656995 0.3909325 0.3347251 0.3170833
## [,297] [,298] [,299] [,300] [,301] [,302]
## khat value 8.4893754 8.5941289 8.8983393 9.8868487 12.4960630 9.1162316
## phat value 0.4457336 0.4677612 0.4468249 0.3960817 0.3313043 0.4436044
## [,303] [,304] [,305] [,306] [,307] [,308]
22
## khat value 10.9972230 9.3731403 9.1547767 10.5173949 9.8985135 9.5187692
## phat value 0.3619095 0.4327258 0.4439213 0.3947746 0.4093544 0.4109775
## [,309] [,310] [,311] [,312] [,313] [,314]
## khat value 8.7936794 9.526291 11.1167273 8.6320758 7.7279924 8.8947368
## phat value 0.4371322 0.421990 0.3630565 0.4689486 0.5129405 0.4676923
## [,315] [,316] [,317] [,318] [,319] [,320]
## khat value 9.4019188 11.7973856 8.6538028 9.3591246 10.1603211 8.5444840
## phat value 0.4165107 0.3221053 0.4511311 0.4308095 0.3909325 0.4587755
## [,321] [,322] [,323] [,324] [,325] [,326]
## khat value 11.2896341 9.0132846 10.2445206 9.0231357 10.1725702 9.8977756
## phat value 0.3422609 0.4429018 0.3912335 0.4632536 0.3967532 0.4021106
## [,327] [,328] [,329] [,330] [,331] [,332]
## khat value 7.905138 8.695652 10.2909039 11.5107864 16.3223360 9.1326346
## phat value 0.506000 0.460000 0.3607069 0.3586202 0.2477587 0.4322958
## [,333] [,334] [,335] [,336] [,337] [,338]
## khat value 9.0666050 8.7301659 10.9878409 10.6420323 9.2731968 10.4777969
## phat value 0.4367677 0.4590978 0.3775082 0.3608333 0.4417031 0.3909219
## [,339] [,340] [,341] [,342] [,343] [,344]
## khat value 11.2871961 9.9557457 9.6619718 9.1983767 9.1768654 10.0264724
## phat value 0.3522575 0.3953496 0.4057143 0.4252924 0.4267252 0.4037312
## [,345] [,346] [,347] [,348] [,349] [,350]
## khat value 11.0887768 10.9446178 10.36269 10.346205 9.6715243 10.1728537
## phat value 0.3603644 0.3647455 0.38600 0.397827 0.4309559 0.3916305
## [,351] [,352] [,353] [,354] [,355] [,356]
## khat value 13.402724 8.3423797 12.1323352 11.0045288 8.0319611 13.4601770
## phat value 0.297253 0.4636567 0.3260708 0.3758453 0.4770939 0.2897436
## [,357] [,358] [,359] [,360] [,361] [,362]
## khat value 8.8375363 9.8679493 10.3887357 8.6346033 9.9596416 9.8514996
## phat value 0.4503518 0.4008938 0.3781018 0.4646421 0.4008176 0.4080597
## [,363] [,364] [,365] [,366] [,367] [,368]
## khat value 9.4701879 9.7171493 9.3265166 8.8786668 10.6616739 10.8015987
## phat value 0.4274466 0.4149365 0.4121582 0.4554738 0.3665466 0.3792031
## [,369] [,370] [,371] [,372] [,373] [,374]
## khat value 11.7815330 10.8122867 8.0090346 8.3951049 10.1383005 10.4143332
## phat value 0.3452861 0.3906667 0.5049298 0.4669388 0.3913871 0.3871587
## [,375] [,376] [,377] [,378] [,379] [,380]
## khat value 8.7402551 10.5197169 8.8999145 10.1441076 9.3106781 8.9861954
## phat value 0.4727551 0.3878431 0.4584314 0.4018096 0.4214516 0.4531395
## [,381] [,382] [,383] [,384] [,385] [,386]
## khat value 9.5904611 8.1577166 10.2280963 9.9596416 12.4787798 9.391153
## phat value 0.4074882 0.4717006 0.3969458 0.4008176 0.3109278 0.405914
## [,387] [,388] [,389] [,390] [,391] [,392]
## khat value 10.6126222 8.1938306 11.2251225 10.4205491 9.9416039 8.1426370
## phat value 0.3622102 0.4696216 0.3428025 0.4038175 0.3914861 0.5049961
## [,393] [,394] [,395] [,396] [,397] [,398]
## khat value 8.6955270 10.1449595 10.1051621 10.1115420 10.69519 11.4756681
## phat value 0.4641467 0.3867931 0.4191917 0.3789729 0.37400 0.3419409
## [,399] [,400] [,401] [,402] [,403] [,404]
## khat value 9.4705382 9.2712033 10.0715551 10.8162543 9.376235 9.6942940
## phat value 0.4455924 0.4327378 0.4106615 0.3709232 0.430450 0.4175652
## [,405] [,406] [,407] [,408] [,409] [,410]
## khat value 10.3100755 12.836279 10.6108587 9.2259414 11.7523180 9.2566429
## phat value 0.3860302 0.318784 0.3961979 0.4552381 0.3444427 0.4472464
## [,411] [,412] [,413] [,414] [,415] [,416] [,417]
23
## khat value 9.0595027 9.8338294 9.6853515 9.4477867 11.63866 7.9956215 9.2882012
## phat value 0.4459406 0.3933361 0.4200157 0.4153354 0.34815 0.4907686 0.4220408
## [,418] [,419] [,420] [,421] [,422] [,423]
## khat value 11.5409830 9.0401529 9.260668 10.232003 8.4590031 10.7489436
## phat value 0.3330739 0.4508773 0.427183 0.392494 0.4714504 0.3639427
## [,424] [,425] [,426] [,427] [,428] [,429]
## khat value 8.0276537 9.0125025 14.2320510 9.8609193 9.2826007 10.9199685
## phat value 0.4853224 0.4633563 0.2709378 0.3926612 0.4391011 0.3556787
## [,430] [,431] [,432] [,433] [,434] [,435]
## khat value 8.7624746 10.7201144 11.5135440 10.2235274 11.56069 8.7894054
## phat value 0.4496447 0.3802198 0.3508911 0.3842118 0.34600 0.4555485
## [,436] [,437] [,438] [,439] [,440] [,441]
## khat value 9.9464859 8.3844313 7.559982 10.5604668 11.527378 10.1873778
## phat value 0.4073801 0.4923411 0.514816 0.3746047 0.351858 0.3749738
## [,442] [,443] [,444] [,445] [,446] [,447]
## khat value 11.3977218 9.1865417 11.9449061 10.1201264 9.7469981 11.97605
## phat value 0.3425246 0.4367258 0.3298477 0.3873469 0.4272085 0.33400
## [,448] [,449] [,450] [,451] [,452] [,453]
## khat value 12.1297285 8.4924665 10.3298636 10.6616739 11.7283167 8.8016838
## phat value 0.3366934 0.4790128 0.3918735 0.3665466 0.3359391 0.4408247
## [,454] [,455] [,456] [,457] [,458] [,459]
## khat value 10.0678314 7.5859484 10.2829133 10.3833225 10.75269 9.5348169
## phat value 0.3786317 0.5172722 0.3847159 0.3856184 0.37200 0.4207737
## [,460] [,461] [,462] [,463] [,464] [,465]
## khat value 10.3815115 8.4084004 10.3118512 8.7511149 10.0931932 9.737210
## phat value 0.3922358 0.4614433 0.3921701 0.4639409 0.4050254 0.401347
## [,466] [,467] [,468] [,469] [,470] [,471]
## khat value 8.9352477 10.9175206 9.5752410 9.5754460 8.5482792 11.3739698
## phat value 0.4628859 0.3828708 0.4231747 0.4319381 0.4754173 0.3573071
## [,472] [,473] [,474] [,475] [,476] [,477]
## khat value 12.160522 14.576526 9.8536231 9.1324012 10.6614014 8.4084004
## phat value 0.349985 0.270572 0.4266451 0.4432569 0.3875663 0.4614433
## [,478] [,479] [,480] [,481] [,482] [,483]
## khat value 9.5211268 9.9410024 13.0315269 9.1992337 9.6081375 10.4488351
## phat value 0.4369231 0.3846695 0.2919075 0.4261224 0.4029917 0.3854975
## [,484] [,485] [,486] [,487] [,488] [,489]
## khat value 12.9347191 10.2358027 9.2332710 10.0484230 8.5328593 8.5894900
## phat value 0.2916182 0.3903944 0.4163205 0.3932955 0.4664322 0.4600972
## [,490] [,491] [,492] [,493] [,494] [,495]
## khat value 12.0924873 10.549099 9.478673 9.4120941 8.8411388 9.4892748
## phat value 0.3324378 0.363633 0.422000 0.4356098 0.4596693 0.4017167
## [,496] [,497] [,498] [,499] [,500] [,501]
## khat value 8.5559694 10.5391518 8.5013172 12.8693549 7.921772 10.465425
## phat value 0.4763925 0.3715669 0.4512242 0.3011806 0.517561 0.356985
## [,502] [,503] [,504] [,505] [,506] [,507]
## khat value 9.2399379 11.8089829 9.1195493 13.5292588 9.820776 8.888889
## phat value 0.4277085 0.3289022 0.4469519 0.3015686 0.413002 0.450000
## [,508] [,509] [,510] [,511] [,512] [,513]
## khat value 8.7349331 11.0760043 9.4117060 7.8115510 10.1232378 10.1449582
## phat value 0.4382403 0.3647525 0.4369027 0.5110381 0.3864376 0.4084788
## [,514] [,515] [,516] [,517] [,518] [,519]
## khat value 9.7260112 11.1522843 9.6250995 10.8038128 8.7270515 12.7756713
## phat value 0.4305979 0.3636923 0.4189048 0.3654265 0.4633867 0.3206094
## [,520] [,521] [,522] [,523] [,524] [,525]
24
## khat value 10.9516211 9.9911851 10.2885640 8.6068511 10.4192376 9.510617
## phat value 0.3710866 0.4043564 0.3883924 0.4340728 0.3942707 0.407124
## [,526] [,527] [,528] [,529] [,530] [,531]
## khat value 7.481051 10.6762765 8.9847944 9.8109768 10.2235274 11.9170561
## phat value 0.538427 0.3679185 0.4398543 0.4109683 0.3842118 0.3390099
## [,532] [,533] [,534] [,535] [,536] [,537]
## khat value 12.3128141 8.0160079 9.4149856 8.2780204 9.1686514 10.0143972
## phat value 0.3216162 0.4985025 0.4206061 0.4996364 0.4371417 0.3850456
## [,538] [,539] [,540] [,541] [,542] [,543]
## khat value 11.0239234 10.8599369 9.4667368 9.8885205 11.8656174 10.4138314
## phat value 0.3483333 0.3569082 0.4166166 0.3952057 0.3337374 0.3775748
## [,544] [,545] [,546] [,547] [,548] [,549]
## khat value 8.5487326 9.2204799 9.2777011 9.5192885 9.9891367 8.9801275
## phat value 0.4777316 0.4273096 0.4315724 0.4265025 0.3992337 0.4347377
## [,550] [,551] [,552] [,553] [,554] [,555]
## khat value 10.5272854 9.4664740 11.7587115 8.6472197 10.2243957 10.8565703
## phat value 0.3735056 0.3988814 0.3432349 0.4653519 0.3916124 0.3618086
## [,556] [,557] [,558] [,559] [,560] [,561]
## khat value 9.5185259 10.2051344 11.1633033 7.7840328 9.6693020 8.4791973
## phat value 0.4101475 0.3950952 0.3701413 0.5010256 0.4202992 0.4816494
## [,562] [,563] [,564] [,565] [,566] [,567]
## khat value 9.7320851 10.5482614 10.3887357 11.2459016 9.0032270 10.5856723
## phat value 0.4040244 0.4023412 0.3781018 0.3485714 0.4402866 0.3759799
## [,568] [,569] [,570] [,571] [,572] [,573]
## khat value 8.3052778 9.0357062 9.3657451 10.0512383 11.3239567 8.5413503
## phat value 0.4551323 0.4413601 0.4416093 0.3776649 0.3557061 0.4701833
## [,574] [,575] [,576] [,577] [,578] [,579]
## khat value 14.645879 9.5092621 9.9112487 10.0750990 9.3068417 9.4230601
## phat value 0.267379 0.3983485 0.3955102 0.4065469 0.4319403 0.4134538
## [,580] [,581] [,582] [,583] [,584] [,585]
## khat value 9.5577403 10.0977256 10.0271576 8.9730882 11.7692308 9.708738
## phat value 0.4335753 0.3981095 0.3965231 0.4595965 0.3466667 0.412000
## [,586] [,587] [,588] [,589] [,590] [,591]
## khat value 8.6347174 11.3680514 10.3118512 11.696555 9.4007151 10.1775747
## phat value 0.4813128 0.3490484 0.3921701 0.343007 0.4093306 0.3989163
## [,592] [,593] [,594] [,595] [,596] [,597]
## khat value 8.7186889 9.1774921 9.4182394 10.0782978 8.610434 9.2980509
## phat value 0.4574082 0.4275678 0.4196113 0.3945111 0.467340 0.4271863
## [,598] [,599] [,600] [,601] [,602] [,603]
## khat value 9.8075074 8.7785361 9.3814876 10.4945515 11.0603093 8.5182100
## phat value 0.4221256 0.4415315 0.4400155 0.3700968 0.3710565 0.4522077
## [,604] [,605] [,606] [,607] [,608] [,609]
## khat value 9.1296507 10.2957690 11.3178769 9.6544032 12.6612845 9.8878592
## phat value 0.4455811 0.3935597 0.3481218 0.4002319 0.3140282 0.3919959
## [,610] [,611] [,612] [,613] [,614] [,615]
## khat value 11.0146422 12.6881560 10.5029467 11.4001487 12.4367022 8.8769448
## phat value 0.3646056 0.3076885 0.3835114 0.3582409 0.3287045 0.4402416
## [,616] [,617] [,618] [,619] [,620] [,621]
## khat value 10.9052885 7.575758 10.9110473 9.6397611 10.284198 9.8621323
## phat value 0.3583582 0.528000 0.3574359 0.4269815 0.390502 0.4019415
## [,622] [,623] [,624] [,625] [,626] [,627]
## khat value 9.2938489 8.2851494 10.7689864 12.4154229 11.0967629 10.52632
## phat value 0.4514814 0.4523757 0.3669798 0.3392555 0.3680353 0.38000
## [,628] [,629] [,630] [,631] [,632] [,633]
25
## khat value 8.5379348 8.3970944 8.9909190 10.7772227 10.5767418 12.8791064
## phat value 0.4984812 0.4858824 0.4444484 0.3808031 0.3846175 0.3074747
## [,634] [,635] [,636] [,637] [,638] [,639]
## khat value 8.3341837 11.7857214 10.9162389 8.6264231 9.8864863 9.0761874
## phat value 0.4751515 0.3492362 0.3682587 0.4609095 0.4130891 0.4173559
## [,640] [,641] [,642] [,643] [,644] [,645]
## khat value 8.3296824 9.5307749 10.6332837 8.9988573 9.0430979 8.6992754
## phat value 0.4682051 0.4251491 0.3814438 0.4462789 0.4463072 0.4506122
## [,646] [,647] [,648] [,649] [,650] [,651]
## khat value 9.4149856 9.4239130 9.9712093 11.9276202 9.2817991 10.2383025
## phat value 0.4206061 0.4329412 0.4176023 0.3346854 0.4356914 0.3789691
## [,652] [,653] [,654] [,655] [,656] [,657]
## khat value 9.9776314 8.6332408 8.9004016 8.3982737 9.8311001 10.0396384
## phat value 0.4057075 0.4735186 0.4458226 0.4634286 0.3999552 0.3992176
## [,658] [,659] [,660] [,661] [,662] [,663]
## khat value 12.7621555 10.3123595 10.8220582 9.9281146 11.0161987 11.2859819
## phat value 0.3181281 0.3797385 0.3803343 0.3968528 0.3667327 0.3608016
## [,664] [,665] [,666] [,667] [,668] [,669]
## khat value 8.1468804 9.1947352 12.1928697 8.8083768 10.0634914 9.9551654
## phat value 0.4904945 0.4237207 0.3375743 0.4582002 0.3903218 0.4050159
## [,670] [,671] [,672] [,673] [,674] [,675]
## khat value 9.981745 9.478673 12.1514426 10.3952783 8.6996614 8.8771576
## phat value 0.385103 0.422000 0.3248997 0.3874836 0.4804785 0.4483417
## [,676] [,677] [,678] [,679] [,680] [,681]
## khat value 9.7675645 8.8349288 10.7772227 10.0420082 11.7853442 9.9184209
## phat value 0.4254899 0.4513902 0.3808031 0.3943434 0.3332953 0.4057097
## [,682] [,683] [,684] [,685] [,686] [,687]
## khat value 9.4404383 10.8178808 11.240348 10.7164736 10.2619234 9.6112554
## phat value 0.4228617 0.3660606 0.357996 0.3736304 0.3964169 0.4236699
## [,688] [,689] [,690] [,691] [,692] [,693]
## khat value 14.0372988 8.2829952 8.124784 9.478673 10.2252824 9.8534584
## phat value 0.2929339 0.4805025 0.486413 0.422000 0.3896225 0.4160976
## [,694] [,695] [,696] [,697] [,698] [,699]
## khat value 10.9669234 8.5898335 8.7955584 13.3935679 12.8182711 10.6172651
## phat value 0.3643684 0.4610101 0.4606871 0.3052211 0.3189198 0.3925681
## [,700] [,701] [,702] [,703] [,704] [,705]
## khat value 11.3867283 9.7241217 10.5769487 9.3679917 11.0164043 10.9249739
## phat value 0.3403963 0.4097028 0.3812063 0.4133223 0.3656365 0.3613739
## [,706] [,707] [,708] [,709] [,710] [,711]
## khat value 9.5265177 10.2377877 9.409982 9.6206052 9.8731010 10.3382534
## phat value 0.4014059 0.3797695 0.438258 0.4120323 0.3998744 0.3965854
## [,712] [,713] [,714] [,715] [,716] [,717]
## khat value 10.6586041 9.6804689 11.5758550 8.5216199 10.6860180 9.1686514
## phat value 0.3576453 0.4070051 0.3438191 0.4717413 0.3806844 0.4371417
## [,718] [,719] [,720] [,721] [,722] [,723] [,724]
## khat value 9.1857711 9.155714 11.83432 13.0331695 8.437472 9.5960794 8.9948240
## phat value 0.4524389 0.439507 0.33800 0.3161165 0.482609 0.4289252 0.4433661
## [,725] [,726] [,727] [,728] [,729] [,730]
## khat value 11.3239567 8.0 13.0283779 8.2420091 9.2266825 10.5515657
## phat value 0.3557061 0.5 0.3085572 0.4610526 0.4317912 0.3775743
## [,731] [,732] [,733] [,734] [,735] [,736]
## khat value 8.7388535 11.2193835 10.3913457 11.4183984 8.0884222 9.7638376
## phat value 0.4485714 0.3583085 0.4103415 0.3555665 0.4876105 0.4129524
## [,737] [,738] [,739] [,740] [,741] [,742]
26
## khat value 13.8361941 9.4193018 10.5606624 9.2219177 13.9774359 8.8485983
## phat value 0.2916987 0.4263586 0.3836881 0.4328818 0.2881787 0.4760076
## [,743] [,744] [,745] [,746] [,747] [,748]
## khat value 11.5661882 9.4325146 10.769362 8.3434661 11.0954180 10.6239313
## phat value 0.3582857 0.4092228 0.364367 0.4894848 0.3644748 0.3772615
## [,749] [,750] [,751] [,752] [,753] [,754]
## khat value 9.2393003 10.4942797 8.0970322 9.3891547 11.840093 9.3320989
## phat value 0.4355308 0.3670571 0.4920321 0.4324138 0.342227 0.4303426
## [,755] [,756] [,757] [,758] [,759] [,760]
## khat value 9.5662759 9.5624556 10.4389555 12.562083 10.278545 9.2838773
## phat value 0.4306796 0.4116098 0.3954419 0.308866 0.396165 0.4256842
## [,761] [,762] [,763] [,764] [,765] [,766]
## khat value 9.4970814 11.3586689 11.5902758 8.9646309 9.9169802 8.7422442
## phat value 0.4456106 0.3613099 0.3523643 0.4653845 0.4126256 0.4502276
## [,767] [,768] [,769] [,770] [,771] [,772]
## khat value 13.2894915 8.7388797 8.403022 10.0446607 9.0401529 11.8341470
## phat value 0.3073105 0.4714563 0.469355 0.4069824 0.4508773 0.3390189
## [,773] [,774] [,775] [,776] [,777] [,778]
## khat value 9.1033021 9.0997285 9.8757722 8.1176361 11.0627524 9.5512251
## phat value 0.4367646 0.4378153 0.3835649 0.5149282 0.3684436 0.4037178
## [,779] [,780] [,781] [,782] [,783] [,784]
## khat value 9.374345 10.5176121 10.1419371 8.2879917 9.3270824 9.2334609
## phat value 0.414749 0.3791735 0.3782315 0.4695951 0.4382935 0.4449036
## [,785] [,786] [,787] [,788] [,789] [,790]
## khat value 9.4537128 10.6543453 14.9577934 10.05025 10.5970779 9.0194518
## phat value 0.4324227 0.3728056 0.2687562 0.39800 0.3819921 0.4479208
## [,791] [,792] [,793] [,794] [,795] [,796]
## khat value 11.6074413 8.5575118 8.7883540 8.6686882 9.2816684 8.7922187
## phat value 0.3521879 0.4501308 0.4706228 0.4909624 0.4335427 0.4654115
## [,797] [,798] [,799] [,800] [,801] [,802]
## khat value 12.4318113 8.4090535 9.3991281 9.0222154 8.5490970 9.4366327
## phat value 0.3124243 0.4485642 0.4191878 0.4548772 0.4669499 0.4281188
## [,803] [,804] [,805] [,806] [,807] [,808]
## khat value 9.5668919 10.2752395 10.52632 8.8476176 11.0859788 9.8275513
## phat value 0.4256346 0.3927889 0.38000 0.4394403 0.3557647 0.4009137
## [,809] [,810] [,811] [,812] [,813] [,814]
## khat value 11.9066720 8.5976186 8.3350047 9.1512605 8.5896442 15.6686747
## phat value 0.3272115 0.4405871 0.4760645 0.4327273 0.4619516 0.2603922
## [,815] [,816] [,817] [,818] [,819] [,820]
## khat value 8.4691358 9.820776 14.1684186 9.2308756 9.2107079 10.06102
## phat value 0.4628571 0.413002 0.2811888 0.4307284 0.4351457 0.40314
## [,821] [,822] [,823] [,824] [,825] [,826]
## khat value 10.0740425 8.3748945 9.7859017 8.9456013 10.2129385 8.9415869
## phat value 0.3859424 0.4852598 0.4001675 0.4641387 0.3889184 0.4486899
## [,827] [,828] [,829] [,830] [,831] [,832]
## khat value 9.7607323 10.0681004 9.6486283 9.3754976 8.5499643 10.3822229
## phat value 0.4163622 0.4211321 0.4195415 0.4283506 0.4552066 0.3898972
## [,833] [,834] [,835] [,836] [,837] [,838]
## khat value 12.2004782 11.1991389 9.0839068 11.7797594 9.1271842 8.9236606
## phat value 0.3176925 0.3643137 0.4372568 0.3541668 0.4518371 0.4415228
## [,839] [,840] [,841] [,842] [,843] [,844]
## khat value 10.98901 10.8433471 10.7585071 10.1607834 10.8622693 8.4406794
## phat value 0.36400 0.3604053 0.3680808 0.3948514 0.3538855 0.4563614
## [,845] [,846] [,847] [,848] [,849] [,850]
27
## khat value 9.0357062 9.8184218 8.6411960 8.7437940 8.3982791 9.2876952
## phat value 0.4413601 0.4029161 0.4721569 0.4387112 0.4677149 0.4212025
## [,851] [,852] [,853] [,854] [,855] [,856]
## khat value 9.5408500 11.3713128 9.9595977 8.2484899 10.3421565 7.753015
## phat value 0.4079301 0.3471895 0.4028275 0.4825126 0.3782577 0.517992
## [,857] [,858] [,859] [,860] [,861] [,862]
## khat value 9.7167630 9.7278610 9.8320314 10.70383 10.8256598 10.5962972
## phat value 0.4219512 0.4169467 0.3840508 0.35875 0.3687535 0.3831527
## [,863] [,864] [,865] [,866] [,867] [,868]
## khat value 9.3959096 11.6406415 9.0895341 8.4914619 10.3827160 9.6544032
## phat value 0.4248657 0.3532451 0.4475477 0.4715325 0.3910345 0.4002319
## [,869] [,870] [,871] [,872] [,873] [,874]
## khat value 10.0917671 13.6331361 15.4726438 10.7617748 9.3123162 8.5446619
## phat value 0.3888318 0.2816667 0.2582623 0.3653672 0.4437135 0.4732779
## [,875] [,876] [,877] [,878] [,879] [,880]
## khat value 10.4018059 8.3951049 12.0906200 12.7131404 11.1356311 11.2193835
## phat value 0.3691667 0.4669388 0.3225641 0.3174668 0.3566928 0.3583085
## [,881] [,882] [,883] [,884] [,885] [,886]
## khat value 11.5329241 9.1309198 10.9572680 9.1119545 9.2368699 12.8540445
## phat value 0.3454458 0.4608517 0.3792916 0.4302041 0.4209218 0.2999834
## [,887] [,888] [,889] [,890] [,891] [,892]
## khat value 8.7977988 9.0269547 11.6003555 8.9236606 9.5472070 7.4050598
## phat value 0.4451113 0.4435604 0.3434378 0.4415228 0.4248363 0.5315285
## [,893] [,894] [,895] [,896] [,897] [,898]
## khat value 8.8485983 9.7310510 8.5313256 12.1705955 8.6458364 9.411117
## phat value 0.4760076 0.4258533 0.4618274 0.3283323 0.4594119 0.421629
## [,899] [,900] [,901] [,902] [,903] [,904]
## khat value 8.6843207 13.0418975 10.3913457 8.6105504 11.6539793 13.4038612
## phat value 0.4633638 0.3177452 0.4103415 0.4524682 0.3229798 0.2897673
## [,905] [,906] [,907] [,908] [,909] [,910]
## khat value 10.2279020 11.0967629 10.5082655 8.7381106 11.6697655 11.1239766
## phat value 0.3832653 0.3633492 0.3905497 0.4609692 0.3321404 0.3516728
## [,911] [,912] [,913] [,914] [,915] [,916]
## khat value 9.3124146 9.8551102 11.2923257 10.4280847 8.7006736 10.5076586
## phat value 0.4385544 0.4148102 0.3460757 0.3970048 0.4578956 0.3730612
## [,917] [,918] [,919] [,920] [,921] [,922]
## khat value 8.0293490 11.691196 10.2438374 8.7726672 9.0164911 9.5688584
## phat value 0.5151103 0.345217 0.3873548 0.4682726 0.4312099 0.4268012
## [,923] [,924] [,925] [,926] [,927] [,928]
## khat value 8.0216839 11.3805077 8.1970200 10.5508213 10.8187089 10.3421565
## phat value 0.4916673 0.3560474 0.4850543 0.3757053 0.3885861 0.3782577
## [,929] [,930] [,931] [,932] [,933] [,934]
## khat value 10.1756732 10.1097288 9.8803438 10.9223604 8.8420915 9.2578407
## phat value 0.4052803 0.3968455 0.4230622 0.3739119 0.4474055 0.4281776
## [,935] [,936] [,937] [,938] [,939] [,940]
## khat value 9.6892360 11.2606106 9.8702058 8.832021 7.9990678 9.6366874
## phat value 0.4124164 0.3783099 0.4121495 0.437499 0.5240611 0.4208915
## [,941] [,942] [,943] [,944] [,945] [,946]
## khat value 12.064974 11.9702777 13.6753239 9.3779887 9.4160592 10.7278851
## phat value 0.333859 0.3435175 0.2846002 0.4337817 0.4307535 0.3668943
## [,947] [,948] [,949] [,950] [,951] [,952]
## khat value 9.2214620 12.4756779 9.2959890 9.9870383 12.5383703 9.5817703
## phat value 0.4255291 0.3193414 0.4311537 0.3929093 0.3279533 0.4120324
## [,953] [,954] [,955] [,956] [,957] [,958]
28
## khat value 11.3842769 11.0744237 9.174312 11.3823825 9.3179298 9.668251
## phat value 0.3460914 0.3568583 0.436000 0.3507174 0.4267042 0.397590
## [,959] [,960] [,961] [,962] [,963] [,964]
## khat value 9.6466535 9.8112617 8.9968450 11.8958989 8.5062477 12.390645
## phat value 0.4105051 0.3954639 0.4325961 0.3281803 0.4566056 0.319596
## [,965] [,966] [,967] [,968] [,969] [,970]
## khat value 9.7687115 8.7250563 9.5497292 9.1324012 9.1517944 11.2682760
## phat value 0.4225736 0.4456132 0.4322636 0.4432569 0.4475625 0.3649183
## [,971] [,972] [,973] [,974] [,975] [,976]
## khat value 10.4844177 12.5277219 11.5009116 8.7644678 9.8813670 8.4723216
## phat value 0.3788479 0.3186533 0.3450161 0.4614085 0.3979207 0.4730699
## [,977] [,978] [,979] [,980] [,981] [,982]
## khat value 9.2937260 12.7812450 14.5769132 9.6297274 11.1574151 10.7122185
## phat value 0.4032828 0.3079512 0.2697416 0.4137189 0.3602985 0.3707915
## [,983] [,984] [,985] [,986] [,987] [,988]
## khat value 10.0451074 8.5958504 8.5946581 12.6158899 13.4772221 9.3274103
## phat value 0.3850631 0.4709249 0.4505124 0.2993051 0.3062946 0.4421377
## [,989] [,990] [,991] [,992] [,993] [,994]
## khat value 10.4679799 8.3723427 10.4073478 9.4426230 10.9191859 10.3462600
## phat value 0.3851746 0.4925742 0.3785787 0.4066667 0.3498429 0.3939588
## [,995] [,996] [,997] [,998] [,999] [,1000]
## khat value 11.2253350 11.3466997 10.6218805 7.9203271 11.6114398 11.3879525
## phat value 0.3420833 0.3341941 0.3893849 0.5267459 0.3496552 0.3526534
(5) the estimators seem to underestimate the parameters and the bias and the MSE decrease when the
sample size increases.
n<-50
sapply(sa50[1,],function(x){x-10})#bias for khat
## [1] 3.78125000 -0.66666667 0.95370370 -0.65140016 3.58322237
## [6] 0.64366516 7.29158513 6.10588235 12.00290698 -1.98181818
## [11] 1.85434174 5.90066225 2.73740053 10.75308642 -0.90038685
## [16] 0.35657524 -1.24324324 -1.92141572 -2.98670583 8.30118443
## [21] -0.73960613 -2.26315789 7.29158513 0.47037702 16.09469697
## [26] -1.70282187 -2.39655172 -0.05325444 -2.57429719 3.11347518
## [31] -3.65888050 -1.62684989 -2.54670377 1.41108132 -2.37860781
## [36] -1.11111111 -2.33453757 1.10218978 -1.35880399 -0.90938511
## [41] -3.16069295 -0.14739020 -1.05901497 -2.25345622 -2.63287905
## [46] -1.57604765 -3.69124424 1.46475839 2.63106138 3.28813559
## [51] 8.38950847 3.14561856 -2.36958795 -2.52660842 -0.05882353
## [56] -1.16333265 -0.56748544 1.63040791 1.79373104 -1.08961142
## [61] -3.68832995 4.75464684 3.03100775 -2.26196474 19.55191257
## [66] 6.29280119 -2.85915493 -1.98773930 -1.18629715 -3.25329429
## [71] -3.52728426 3.19593469 -2.19831224 -2.93382353 1.86561743
## [76] -1.72756206 -2.65000000 9.53959222 -0.64462081 1.82423039
## [81] -1.58487815 -0.40016125 4.55206847 -2.09868875 -0.57343490
## [86] 6.82673886 1.64392826 -3.34409779 3.44800000 -0.51951673
## [91] 8.97853309 -1.05080926 -1.34234234 -1.45655608 0.92605233
## [96] 13.40000000 3.46251250 -3.28743235 6.68965517 3.44444444
## [101] 2.54840563 -2.87658973 5.65267728 -2.62967601 -0.41968912
## [106] -0.90938511 -0.32593458 -2.11917098 -2.09605489 -1.02399467
## [111] 0.80344577 -1.57347101 -3.88135593 -3.40093318 5.32253314
## [116] -0.47619048 -0.50000000 -2.85107817 2.00427350 -3.11888259
## [121] 0.08449047 0.53633673 2.35040745 1.64392826 -2.26249698
29
## [126] -1.05901497 -1.62755675 3.02837794 -1.05901497 0.58261299
## [131] -2.22183099 -0.88804554 -2.81680645 12.28744423 51.45694200
## [136] 2.08496732 0.54750059 4.09152734 -1.38878889 2.45361136
## [141] -2.67211838 -2.15910838 -1.39299179 -2.15217391 2.72062350
## [146] 17.12994350 2.03741045 0.64566929 -1.00000000 -0.05325444
## [151] -3.38132617 -1.98933501 0.02896082 2.57024793 0.52380952
## [156] 1.13250195 -0.94049734 -3.12692847 -1.03969595 -3.18867925
## [161] -0.18998979 -0.34357474 -1.43085881 1.30769231 -1.02399467
## [166] 3.11794319 5.67611336 2.66253102 2.39657444 0.54208237
## [171] -2.40215440 8.07526882 6.19756839 3.82210494 -3.88679245
## [176] 4.28571429 -2.13635529 0.45425036 -1.85873689 -2.15645399
## [181] -1.92287467 5.04001404 -1.02399467 5.32253314 -1.08961142
## [186] 5.12500000 -0.37931034 1.18835616 -1.95997191 -0.67459562
## [191] -1.45562130 -2.03645492 2.97058824 17.66236281 -0.14850037
## [196] -3.65970350 -1.28444803 0.36412528 -0.55737705 -2.11917098
## [201] -1.74193548 -0.30076839 -1.43504254 -0.31953106 1.18835616
## [206] 0.09772557 -0.15734720 1.80786026 -0.47619048 0.25581395
## [211] -0.99350197 -3.52078622 -2.48513599 0.18212223 0.95343423
## [216] -3.28910354 -1.57973530 0.44168372 -1.83673469 2.16800000
## [221] 10.64285714 -3.08094134 -1.11111111 -2.57373086 0.37963787
## [226] -0.91855584 1.11886620 8.35574739 -0.72384220 -0.28323699
## [231] -0.90909091 -1.16333265 -2.48083094 -0.32242141 2.09379869
## [236] -3.71350614 -2.13635529 -1.16333265 1.19913886 -3.51528031
## [241] -3.02800659 -0.64624183 -1.49335695 -2.09605489 0.64203233
## [246] 0.91623885 -1.86982999 -2.10798122 -1.60259179 -2.38140137
## [251] 0.62389381 -2.17155756 -2.09431656 6.98626478 -2.22429907
## [256] -1.80000000 -2.47054649 3.60723611 -1.19777727 2.50000000
## [261] -1.02399467 -2.33950046 -1.23047581 0.18876345 1.11111111
## [266] 0.18876345 3.00000000 -3.57276995 -3.95000000 0.79591837
## [271] -2.96023322 4.96103896 -2.93382353 -1.16333265 -2.31820994
## [276] -2.25214614 -0.63711584 4.46153846 -3.33333333 0.64366516
## [281] 0.09772557 2.66261715 5.24409194 -3.18905473 -0.36884693
## [286] -2.26985501 -0.90909091 -2.21753515 -1.50624480 0.30599369
## [291] 0.70350404 -4.04174476 3.44800000 -0.56748544 -0.14850037
## [296] -0.64624183 -3.97232472 0.15149962 -2.78540773 -5.21680049
## [301] 0.27912198 3.87855613 -1.11520302 3.34101066 -1.83930058
## [306] -2.44929682 -1.98773930 -1.98773930 6.33333333 -2.71877231
## [311] 4.11340206 -3.30609773 -3.06369427 -1.02217402 1.87915319
## [316] -3.97232472 -1.49335695 -1.65285996 5.46791550 0.79994201
## [321] -0.28292996 -1.09809264 4.70415155 3.31331911 2.76470588
## [326] 0.64366516 -1.46700508 -2.66666667 54.97058824 -1.34188725
## [331] -1.62755675 -1.62199845 0.64566929 -2.57373086 0.59000943
## [336] -0.92913386 2.94029851 10.83561644 -2.16655473 7.99227624
## [341] 2.16800000 -1.11111111 7.33574007 -0.14850037 6.73343849
## [346] -0.79260637 8.24137931 0.44632768 -0.78181818 -3.88679245
## [351] -1.13727194 -0.03568320 -1.81692544 -2.23270014 1.65107459
## [356] -0.02944533 -1.14697406 -2.51038766 -0.67459562 1.18835616
## [361] -1.83980583 3.89256198 3.35558408 -1.02352509 -1.28444803
## [366] -1.08961142 0.08449047 8.02367531 -2.08199122 2.57024793
## [371] -2.19352465 0.39000961 -1.83673081 -1.26013848 3.25490196
## [376] -3.15820724 -2.98118105 -0.91351351 -2.32780083 3.17421125
## [381] 1.63040791 -0.44736842 0.01794145 -2.18551668 -0.02944533
## [386] 0.81885009 -0.10222444 -1.78115502 -2.18551668 1.84063616
## [391] 7.32989691 -2.08138372 0.26127697 1.29411765 -2.17548747
30
## [396] -2.40379722 0.79994201 -1.83997253 -1.99610895 -1.08961142
## [401] -2.15910838 -3.22040513 -0.79260637 1.19668737 -3.12908243
## [406] -2.64553531 4.11340206 -1.43504254 -2.85915493 -0.07025607
## [411] 0.79000296 -1.88179465 0.69715509 -0.88367231 -2.39366516
## [416] -1.46700508 3.79299633 -0.66898858 -0.84641933 -1.32568027
## [421] -2.51971857 -2.45283019 0.02777778 0.41765241 -2.26972227
## [426] -1.48936170 6.64356436 -1.86551994 31.87677725 0.20805369
## [431] -0.67492567 -2.34646531 -2.94677661 -0.33239266 3.53188776
## [436] -1.48936170 -1.43085881 1.51303616 -0.81208054 -2.38588733
## [441] -2.18551668 -0.70030272 -1.97771776 1.79069767 -2.95665243
## [446] 1.59310345 -0.71270718 -2.58048780 -2.58974359 -1.39681390
## [451] 1.24173028 -2.39366516 2.77039665 -2.34130781 -1.48936170
## [456] -0.57343490 -0.35200974 0.35093509 -1.75500477 0.90566038
## [461] 41.60975610 2.93511008 0.72886762 0.52631579 0.46346724
## [466] -0.24390244 0.27912198 -0.66844691 0.93939394 -0.98367347
## [471] -4.03546099 -3.67886482 -1.98934380 207.02564103 0.45184426
## [476] -1.30619020 4.16937723 -2.11917098 -0.18998979 -3.13202934
## [481] -1.13304123 -1.79545455 1.28187919 2.48279189 -1.51577998
## [486] -0.52341434 -2.90694239 0.36254980 2.32862644 -1.03853955
## [491] -1.67818994 -3.35573123 -0.20616366 -1.11520302 1.46475839
## [496] -1.09916589 1.25508889 -0.74358974 -2.60000000 -2.62249950
## [501] 16.29761905 -1.54982306 1.83617747 -2.47258486 -1.78115502
## [506] -1.57973530 2.89764041 9.22941456 -2.77049180 25.50905624
## [511] -2.63265306 -2.03645492 -1.74193548 -1.62199845 2.00543478
## [516] -1.73316362 -2.78540773 -1.75658029 1.06256517 -1.13727194
## [521] -3.22033898 -1.67944535 1.19913886 1.25508889 2.89764041
## [526] 2.94029851 -2.02325581 -1.92576419 0.25641026 -2.04718876
## [531] -1.93277518 -0.43800813 -1.03969595 2.08829569 0.99722299
## [536] 1.01619870 11.67669173 -1.39295805 -0.53423866 -2.38588733
## [541] 4.29516539 -0.15239991 -0.91351351 -2.40379722 0.74231465
## [546] -1.40587109 46.85738540 0.56937799 0.82478098 1.86661233
## [551] 5.22529796 -1.92576419 -0.28323699 0.35093509 -2.46656418
## [556] 3.83783784 -0.92193006 -1.30898971 -2.90600792 3.55445545
## [561] -3.34180139 6.37911302 19.26354680 -0.07188539 -2.04511278
## [566] 1.32186459 6.96153846 -1.77300858 1.91891892 2.48960739
## [571] 1.74380165 -0.64624183 -2.03046889 -2.36958795 -1.73753894
## [576] -2.66783929 2.63015464 -0.66666667 0.70350404 0.91623885
## [581] 0.75117687 5.65654952 2.90322581 -1.15311005 8.77978339
## [586] -0.77952008 0.02272727 -1.81160695 -1.13304123 4.14432990
## [591] 1.31133962 -3.36302142 -3.61377197 3.65081007 -1.20809249
## [596] 0.02272727 -1.22497932 -0.77215190 -1.42120605 -1.30434783
## [601] -2.52591682 -2.51971857 1.38427691 0.08449047 1.74380165
## [606] 1.05984611 -1.35294118 -2.03046889 -1.62199845 0.75555556
## [611] -4.69607681 -3.15954416 3.87215412 0.62904499 -3.76471478
## [616] 1.64497717 2.09379869 -0.97500000 3.33333333 -2.72852234
## [621] -2.80112707 2.27007299 5.09023669 -1.42120605 5.12345679
## [626] -1.46700508 3.02837794 3.48527680 -0.20201737 -1.22286709
## [631] -0.31953106 -1.81160695 -1.60541862 -0.43372408 -1.16557115
## [636] 5.53287197 -1.40275527 -2.72852234 -2.41476367 0.44750060
## [641] -1.74430566 -0.52059597 6.66666667 0.01794145 -0.48668484
## [646] -2.26553672 -0.90909091 -2.78682378 8.59500260 -0.57343490
## [651] -2.15217391 5.58712259 -2.60181311 5.29876656 -0.98440208
## [656] -2.65569896 1.44537007 1.54739653 12.94388778 1.51638764
## [661] 8.07526882 -2.32780083 -1.66739447 1.65107459 -0.89126394
31
## [666] 1.80786026 -1.99610895 -0.99350197 -3.07526021 -0.29078014
## [671] 0.50000000 3.64204545 -2.95665243 0.61764706 0.08449047
## [676] -2.03046889 -0.68023151 0.48965517 -2.65569896 -0.13504557
## [681] 37.50537634 -1.35459662 -1.04831404 -0.54060510 4.49852071
## [686] 1.82423039 2.42172524 -2.21753515 0.69715509 0.56937799
## [691] -2.17155756 1.99666768 -2.52660842 -1.70303030 0.92605233
## [696] -2.39366516 -0.86362686 -0.34357474 -1.92015381 14.47645429
## [701] 2.72062350 0.64566929 5.83406637 -1.79545455 1.53984576
## [706] 0.75556045 -3.69124424 0.90566038 1.18835616 -1.75658029
## [711] -2.26315789 3.19593469 12.43253748 26.69482289 0.95200000
## [716] 1.19913886 1.65107459 2.97058824 -0.67459562 -3.66817924
## [721] 0.46346724 -0.31953106 7.89411765 6.11000415 6.90140164
## [726] -2.77323420 65.18244406 -2.41476367 4.77840909 0.72660358
## [731] 3.78125000 5.75044563 3.35558408 -1.40587109 124.22259136
## [736] -1.23346670 5.39034899 0.14512922 -1.12241428 -0.00729927
## [741] 3.24569640 -1.17557252 -0.20931338 -0.05882353 -2.85113269
## [746] 5.32171357 -1.63296373 1.13250195 1.18835616 -0.86072300
## [751] -2.13741860 0.64203233 -3.23486168 0.20805369 4.70415155
## [756] -2.42105263 2.79456554 1.53984576 -2.82510630 2.35040745
## [761] -0.92913386 3.44800000 -3.48476052 -1.92992306 -3.16048173
## [766] -3.20158960 5.44991790 0.15193556 -2.17548747 6.29280119
## [771] -1.88236387 -1.46051132 -2.60877986 -1.11520302 -0.37931034
## [776] 2.74698795 -2.09605489 -3.36325678 -0.78181818 -3.24000000
## [781] -0.44736842 0.56937799 -2.28007519 0.14512922 2.66261715
## [786] 1.20408163 -3.50909687 0.49635922 -1.75854746 -0.77952008
## [791] -2.18551668 -2.99078341 1.03471127 -2.58648256 2.71196414
## [796] -1.67924528 0.09772557 -0.88982402 0.04243975 -2.31103679
## [801] 7.66666667 2.45361136 -0.24685139 0.18737783 13.48520710
## [806] -1.26283048 8.60363430 -1.83673469 0.81081081 -1.98934380
## [811] 0.70350404 1.59310345 4.63040629 -2.41244853 -1.59855189
## [816] -3.50909687 1.84063616 5.68041237 1.01619870 6.00000000
## [821] -0.99350197 0.36254980 6.54054054 -1.22497932 2.63015464
## [826] -0.24685139 1.06256517 8.18106996 0.91623885 2.09958506
## [831] -3.82132041 -3.33333333 -3.27294882 1.59190031 4.84069401
## [836] -0.66898858 0.46346724 -3.08094134 6.81012162 -1.30434783
## [841] -0.14850037 -1.69741440 -1.11111111 -2.08670520 -2.52888889
## [846] -0.41304348 -0.72194216 13.27074236 14.37310195 -1.77899344
## [851] 6.92406044 -0.10915493 -2.18551668 -1.70282187 -0.36837799
## [856] -2.43876178 5.26868045 3.58322237 -3.65079365 -2.91634981
## [861] 0.91623885 -1.84572342 3.55001819 -0.55279503 2.35040745
## [866] 2.44773358 1.72628586 8.40161214 1.24590164 -3.28678820
## [871] -2.11917098 -0.72171759 0.06708595 29.25079031 1.28125000
## [876] -0.20616366 -0.72171759 -3.10140067 1.11374876 -3.24899598
## [881] -0.35149431 -2.43359458 -0.05750487 -3.02606194 -1.00558562
## [886] 0.61764706 -3.38622754 3.79840849 30.24050633 3.44019139
## [891] 7.22516556 0.97236875 -0.31100478 -2.00570962 5.80309423
## [896] -2.27806812 2.94029851 1.19913886 -1.39299179 4.86255924
## [901] 7.55801825 -2.45283019 -0.43426295 -1.62684989 -1.95238095
## [906] 3.19593469 1.63040791 12.70860152 5.75044563 -1.24888511
## [911] -0.18873827 0.49222798 -0.71270718 -2.88568014 -1.48479583
## [916] -0.66666667 -2.05320946 8.35574739 -0.95285511 10.51219512
## [921] 0.91623885 -1.53458096 3.55445545 -0.36550530 -0.78476528
## [926] 1.10218978 2.39657444 -4.11813760 -2.85113269 -1.14697406
## [931] 3.58322237 4.44000000 -2.00570962 -1.35880399 2.39657444
32
## [936] -0.43426295 -0.45962733 1.83617747 -2.00570962 -2.93302055
## [941] -0.69767442 -0.97725837 -1.16333265 -1.40677966 0.25641026
## [946] -0.32593458 2.79226865 -2.67596868 -2.16655473 -4.61522774
## [951] 0.18727915 -2.44929682 -3.00428266 -2.36158192 -3.57013575
## [956] -1.14697406 0.41857406 -1.32568027 11.91942149 -0.67492567
## [961] -1.98199153 3.18836565 -3.31481481 -3.64508095 1.42944785
## [966] -1.89533995 2.65691016 15.98483930 -0.31953106 17.12994350
## [971] -2.51971857 18.91586998 3.11794319 -0.82004090 -0.18873827
## [976] 15.70669427 -1.10526316 1.75904469 -3.03553299 -0.22871269
## [981] -3.02489627 -2.23789791 3.05059920 0.21546961 0.02896082
## [986] 1.19668737 0.44099379 -0.14842454 -2.23662027 -2.72248804
## [991] -0.32242141 -2.43876178 1.60526316 -1.63681592 -1.26283048
## [996] 8.24137931 -1.84572342 1.84063616 2.09379869 -2.37520259
sapply(sa50[2,],function(x){x-0.4})#bias for phat
## [1] -9.523810e-02 8.000000e-02 -6.769231e-02 4.338624e-03 -1.025743e-01
## [6] -3.546392e-02 -1.825532e-01 -1.702703e-01 -2.418391e-01 1.238095e-01
## [11] -8.956522e-02 -1.534694e-01 -9.224490e-02 -2.024390e-01 2.639175e-02
## [16] -1.184080e-02 1.111111e-02 9.761194e-02 2.074178e-01 -1.726923e-01
## [21] -2.608696e-03 1.428571e-01 -1.825532e-01 1.259259e-02 -2.727711e-01
## [26] 6.762887e-02 1.523810e-01 1.219512e-02 1.790698e-01 -7.209302e-02
## [31] 2.654976e-01 2.516854e-02 1.554589e-01 -3.893805e-03 1.274627e-01
## [36] 5.000000e-02 1.374757e-01 -4.871795e-02 7.215686e-02 6.641509e-02
## [41] 2.257944e-01 2.019324e-02 5.408867e-02 1.292683e-01 1.049462e-01
## [46] 7.246231e-02 1.864865e-01 -6.331606e-02 -9.440415e-02 -6.285714e-02
## [51] -1.705213e-01 -9.267327e-02 1.006283e-01 1.191753e-01 -7.692308e-03
## [56] 6.850242e-02 9.222798e-03 -6.639175e-02 -3.370370e-02 7.584906e-02
## [61] 2.369154e-01 -1.438095e-01 -8.536585e-02 9.625000e-02 -2.592308e-01
## [66] -1.434450e-01 1.461538e-01 8.176166e-02 8.560748e-02 1.691667e-01
## [71] 2.241584e-01 -9.839196e-02 1.511628e-01 1.264516e-01 -6.626263e-02
## [76] 1.512281e-01 1.714286e-01 -1.922167e-01 4.038835e-02 -8.031746e-02
## [81] 7.771144e-02 -6.243386e-03 -1.223762e-01 1.416822e-01 2.221106e-02
## [86] -1.610945e-01 -5.819095e-02 1.739267e-01 -9.512195e-02 2.613861e-02
## [91] -1.829126e-01 6.708134e-02 2.967742e-02 8.692308e-02 -4.122449e-02
## [96] -2.333333e-01 -1.013930e-01 1.452459e-01 -1.363636e-01 -7.272727e-02
## [101] -6.688995e-02 1.980282e-01 -1.342308e-01 1.888479e-01 4.883721e-02
## [106] 6.641509e-02 -2.373626e-02 9.487179e-02 8.583333e-02 4.786070e-02
## [111] -9.383886e-03 8.893204e-02 2.210526e-01 2.031156e-01 -1.337255e-01
## [116] 2.000000e-02 -5.551115e-17 1.763107e-01 -4.679245e-02 1.260773e-01
## [121] 1.053140e-02 -6.022346e-02 -6.640777e-02 -5.819095e-02 6.268156e-02
## [126] 5.408867e-02 6.103627e-02 -9.144279e-02 5.408867e-02 -8.792271e-03
## [131] 8.340426e-02 3.020408e-02 1.819139e-01 -2.321925e-01 -3.391444e-01
## [136] -4.418605e-02 9.478673e-05 -8.349776e-02 2.502732e-02 -7.399015e-02
## [141] 1.294845e-01 1.152475e-01 5.776650e-02 8.421053e-02 -7.611650e-02
## [146] -2.555102e-01 -4.610329e-02 -9.230769e-03 3.333333e-02 1.219512e-02
## [151] 1.408939e-01 1.642478e-01 4.827586e-03 -8.974359e-02 2.000000e-02
## [156] -2.811594e-02 4.594059e-02 1.761616e-01 5.980583e-02 1.578947e-01
## [161] -4.081633e-04 1.216080e-02 7.379310e-02 -2.857143e-02 4.786070e-02
## [166] -1.087958e-01 -1.754545e-01 -1.014815e-01 -8.701031e-02 -1.487685e-02
## [171] 8.434783e-02 -1.731707e-01 -1.295890e-01 -9.469194e-02 1.888889e-01
## [176] -1.200000e-01 1.264734e-01 3.427313e-02 6.921466e-02 9.212435e-02
## [181] 7.541667e-02 -1.247343e-01 4.786070e-02 -1.337255e-01 7.584906e-02
## [186] -1.090909e-01 -1.333333e-02 -4.606061e-02 1.323364e-01 2.464646e-02
## [191] 1.336842e-01 7.968586e-02 -7.619048e-02 -2.503382e-01 8.059701e-03
33
## [196] 2.119588e-01 7.730769e-02 -5.071823e-02 1.083333e-01 9.487179e-02
## [201] 6.500000e-02 -1.234043e-02 5.067358e-02 7.005076e-03 -4.606061e-02
## [206] -1.890547e-03 -4.643678e-02 -4.769231e-02 2.000000e-02 9.523810e-03
## [211] 3.746193e-02 1.957513e-01 1.801835e-01 -4.054645e-02 -4.577320e-02
## [216] 1.930653e-01 6.791878e-02 -3.798942e-02 9.000000e-02 -7.948718e-02
## [221] -2.023529e-01 1.694416e-01 5.000000e-02 1.170833e-01 -3.967914e-02
## [226] 5.807692e-02 -5.643979e-02 -1.809950e-01 4.846154e-02 2.195122e-02
## [231] 4.000000e-02 6.850242e-02 1.612322e-01 -1.139896e-03 -7.421320e-02
## [236] 2.108333e-01 1.264734e-01 6.850242e-02 -3.568627e-02 1.520670e-01
## [241] 1.278261e-01 5.757009e-02 6.081633e-02 8.583333e-02 -3.916667e-02
## [246] -3.174129e-02 4.033520e-02 1.195122e-01 1.144444e-01 1.329064e-01
## [251] -3.102041e-02 1.211765e-01 9.837563e-02 -1.515640e-01 1.350000e-01
## [256] 1.000000e-01 1.471845e-01 -1.192670e-01 4.761421e-02 -8.000000e-02
## [261] 4.786070e-02 7.516484e-02 7.665072e-02 -1.329949e-02 -4.000000e-02
## [266] -1.329949e-02 -1.000000e-01 1.756757e-01 3.272727e-01 2.608696e-02
## [271] 2.164977e-01 -1.433333e-01 1.264516e-01 6.850242e-02 1.024870e-01
## [276] 1.085279e-01 -1.977528e-02 -1.400000e-01 2.000000e-01 -3.546392e-02
## [281] -1.890547e-03 -9.832461e-02 -1.152995e-01 1.432432e-01 2.985507e-02
## [286] 8.899471e-02 4.000000e-02 9.855670e-02 7.564356e-02 -1.575758e-02
## [291] -9.473684e-03 2.277005e-01 -9.512195e-02 9.222798e-03 8.059701e-03
## [296] 5.757009e-02 2.569697e-01 -7.939698e-03 1.682927e-01 3.359091e-01
## [301] -5.024631e-03 -9.305164e-02 3.670103e-02 -1.046701e-01 8.525253e-02
## [306] 1.350495e-01 8.176166e-02 8.176166e-02 -1.428571e-01 1.548515e-01
## [311] -1.378378e-01 2.662780e-01 7.575758e-02 2.994819e-02 -6.159204e-02
## [316] 2.569697e-01 6.081633e-02 4.086957e-02 -1.452792e-01 -4.259067e-02
## [321] 3.840376e-02 4.484848e-02 -1.402094e-01 -8.602871e-02 -6.000000e-02
## [326] -3.546392e-02 8.048780e-02 2.000000e-01 -3.421277e-01 7.816425e-02
## [331] 6.103627e-02 9.653846e-02 -9.230769e-03 1.170833e-01 3.773585e-04
## [336] 2.333333e-02 -8.470588e-02 -2.128205e-01 1.514815e-01 -1.787940e-01
## [341] -7.948718e-02 5.000000e-02 -1.738776e-01 8.059701e-03 -1.537864e-01
## [346] 3.226131e-02 -1.982609e-01 1.162791e-02 2.307692e-02 1.888889e-01
## [351] 5.584158e-02 2.953271e-02 1.352511e-01 1.510280e-01 -7.041667e-02
## [356] 1.923445e-02 3.375000e-02 9.935829e-02 2.464646e-02 -4.606061e-02
## [361] 1.951220e-03 -1.048780e-01 -9.450980e-02 9.239819e-02 7.730769e-02
## [366] 7.584906e-02 1.053140e-02 -1.569863e-01 1.253846e-01 -8.974359e-02
## [371] 1.277670e-01 3.846154e-04 1.071498e-01 3.021277e-02 -8.615385e-02
## [376] 1.524868e-01 1.926923e-01 5.121951e-02 1.604651e-01 -1.024490e-01
## [381] -6.639175e-02 1.454545e-02 1.126214e-02 1.016327e-01 1.923445e-02
## [386] -2.472906e-02 2.110553e-03 1.061538e-01 1.016327e-01 -7.738220e-02
## [391] -1.634146e-01 1.026131e-01 2.294931e-02 -6.000000e-02 1.418868e-01
## [396] 1.186802e-01 -4.259067e-02 1.343119e-01 6.727273e-02 7.584906e-02
## [401] 1.152475e-01 1.634555e-01 3.226131e-02 -2.846154e-02 1.472340e-01
## [406] 2.009955e-01 -1.378378e-01 5.067358e-02 1.461538e-01 2.901408e-02
## [411] -4.596859e-02 7.793814e-02 -5.037433e-02 8.045662e-02 1.390244e-01
## [416] 8.048780e-02 -7.954751e-02 -7.759563e-03 5.009709e-02 6.574257e-02
## [421] 1.374129e-01 1.300000e-01 -2.105263e-02 1.084112e-02 1.510798e-01
## [426] 7.000000e-02 -1.536585e-01 1.015686e-01 -3.102128e-01 -1.794872e-02
## [431] 1.608247e-02 8.866310e-02 1.501031e-01 5.305936e-02 -9.553398e-02
## [436] 7.000000e-02 7.379310e-02 6.495726e-03 2.702703e-03 1.227136e-01
## [441] 1.016327e-01 1.291667e-02 1.434862e-01 -6.923077e-02 1.991469e-01
## [446] -4.634146e-02 4.146341e-02 1.256410e-01 1.505882e-01 1.067890e-01
## [451] -6.553191e-02 1.390244e-01 -8.834171e-02 1.118367e-01 7.000000e-02
## [456] 2.221106e-02 -3.101124e-02 -2.515464e-02 5.118280e-02 -2.588235e-02
## [461] -3.286957e-01 -1.170492e-01 4.516129e-03 -2.000000e-02 -2.345178e-02
34
## [466] 1.000000e-02 -5.024631e-03 4.794258e-02 -5.263158e-02 1.212766e-01
## [471] 2.806897e-01 1.821739e-01 1.168116e-01 -3.830435e-01 -1.346535e-02
## [476] 8.540284e-02 -1.332275e-01 9.487179e-02 -4.081633e-04 2.173585e-01
## [481] 7.592417e-02 6.315789e-02 -3.658537e-02 -8.436548e-02 5.731959e-02
## [486] 6.219178e-02 1.526531e-01 -6.274510e-03 -8.204082e-02 1.957447e-02
## [491] 9.748792e-02 2.170732e-01 -7.916667e-03 3.670103e-02 -6.331606e-02
## [496] 4.040816e-02 -2.861244e-02 1.052632e-02 1.000000e-01 1.232124e-01
## [501] -2.570213e-01 1.041315e-01 -5.529412e-02 9.419355e-02 1.061538e-01
## [506] 6.791878e-02 -9.451777e-02 -1.909453e-01 1.809524e-01 -2.912953e-01
## [511] 1.157895e-01 7.968586e-02 6.500000e-02 9.653846e-02 -8.680851e-02
## [516] 5.724868e-02 1.682927e-01 8.766169e-02 -2.757282e-02 5.584158e-02
## [521] 1.900000e-01 8.554455e-02 -3.568627e-02 -2.861244e-02 -9.451777e-02
## [526] -8.470588e-02 9.142857e-02 1.325581e-01 -1.000000e-02 4.764045e-02
## [531] 4.872928e-02 5.773196e-03 5.980583e-02 -6.413793e-02 -3.809045e-02
## [536] -3.326733e-02 -2.283871e-01 6.241206e-02 -1.756906e-02 1.227136e-01
## [541] -1.033962e-01 2.853081e-02 5.121951e-02 1.186802e-01 5.871560e-03
## [546] 6.776119e-02 -3.356284e-01 -4.425532e-02 -5.634409e-02 -4.775120e-02
## [551] -1.385930e-01 1.325581e-01 2.195122e-02 -2.515464e-02 1.256566e-01
## [556] -1.225000e-01 3.169399e-03 1.223789e-01 1.723153e-01 -1.270270e-01
## [561] 1.587097e-01 -1.386916e-01 -2.510092e-01 -3.147208e-03 6.260870e-02
## [566] -4.316832e-02 -1.523810e-01 9.349754e-02 -4.761905e-02 -6.692308e-02
## [571] -5.428571e-02 5.757009e-02 1.244976e-01 1.006283e-01 9.864078e-02
## [576] 1.428141e-01 -8.646465e-02 2.000000e-02 -9.473684e-03 -3.174129e-02
## [581] 7.397260e-03 -1.470707e-01 -9.000000e-02 8.604651e-02 -1.827451e-01
## [586] 2.730964e-02 1.904762e-02 7.139896e-02 7.592417e-02 -1.228571e-01
## [591] -4.814070e-02 2.117241e-01 2.232161e-01 -1.084422e-01 4.358974e-02
## [596] 1.904762e-02 6.951456e-02 6.814815e-02 1.058986e-01 6.000000e-02
## [601] 1.110995e-01 1.374129e-01 -5.390863e-02 1.053140e-02 -5.428571e-02
## [606] -4.375635e-02 8.571429e-02 1.244976e-01 9.653846e-02 9.090909e-03
## [611] 2.749721e-01 1.730612e-01 -1.433708e-01 -2.179104e-02 2.511330e-01
## [616] -5.306931e-02 -7.421320e-02 2.105263e-02 -1.000000e-01 1.060870e-01
## [621] 1.528643e-01 -6.585366e-02 -1.322772e-01 1.058986e-01 -1.685714e-01
## [626] 8.048780e-02 -9.144279e-02 -8.261682e-02 -1.828877e-02 8.535211e-02
## [631] 7.005076e-03 7.139896e-02 8.364532e-02 3.067961e-02 1.048430e-01
## [636] -1.411940e-01 7.922330e-02 1.060870e-01 1.457971e-01 9.569378e-05
## [641] 1.135849e-01 3.884615e-02 -1.600000e-01 1.126214e-02 4.779343e-02
## [646] 7.837838e-02 4.000000e-02 1.573134e-01 -1.967196e-01 2.221106e-02
## [651] 8.421053e-02 -1.343961e-01 1.568932e-01 -1.607650e-01 5.254902e-02
## [656] 1.473632e-01 -6.973545e-02 -7.784946e-02 -2.134579e-01 -1.619910e-02
## [661] -1.731707e-01 1.604651e-01 1.136449e-01 -7.041667e-02 3.474747e-02
## [666] -4.769231e-02 6.727273e-02 3.746193e-02 1.372043e-01 -1.891892e-02
## [671] 0.000000e+00 -1.126531e-01 1.991469e-01 -4.210526e-02 1.053140e-02
## [676] 1.244976e-01 8.713656e-02 -2.820513e-02 1.473632e-01 -1.682540e-02
## [681] -3.208511e-01 4.416667e-02 1.161039e-01 6.091743e-02 -1.268687e-01
## [686] -8.031746e-02 -5.222222e-02 9.855670e-02 -5.037433e-02 -4.425532e-02
## [691] 1.211765e-01 -6.824121e-02 1.191753e-01 4.594595e-02 -4.122449e-02
## [696] 1.390244e-01 5.751196e-02 1.216080e-02 6.783069e-02 -2.463830e-01
## [701] -7.611650e-02 -9.230769e-03 -1.486432e-01 6.315789e-02 -5.164179e-02
## [706] 1.095023e-02 1.864865e-01 -2.588235e-02 -4.606061e-02 8.766169e-02
## [711] 1.428571e-01 -9.839196e-02 -2.207960e-01 -2.904478e-01 -6.216216e-02
## [716] -3.568627e-02 -7.041667e-02 -7.619048e-02 2.464646e-02 1.780328e-01
## [721] -2.345178e-02 7.005076e-03 -1.820513e-01 -1.554315e-01 -1.787166e-01
## [726] 1.977778e-01 -3.444019e-01 1.457971e-01 -1.239216e-01 -2.336634e-02
## [731] -9.523810e-02 -1.612766e-01 -9.450980e-02 6.776119e-02 -3.700498e-01
35
## [736] 4.031088e-02 -1.543915e-01 -2.740741e-02 -1.242938e-03 -2.972973e-02
## [741] -1.221739e-01 6.235294e-02 1.467980e-02 -7.692308e-03 1.259574e-01
## [746] -1.506806e-01 1.043602e-01 -2.811594e-02 -4.606061e-02 4.423645e-02
## [751] 1.519816e-01 -3.916667e-02 1.528342e-01 -1.794872e-02 -1.402094e-01
## [756] 1.066667e-01 -7.642512e-02 -5.164179e-02 1.491371e-01 -6.640777e-02
## [761] 2.333333e-02 -9.512195e-02 2.170149e-01 8.822335e-02 2.462443e-01
## [766] 1.707216e-01 -1.488660e-01 1.962441e-02 1.418868e-01 -1.434450e-01
## [771] 1.149282e-01 1.363319e-01 1.790654e-01 3.670103e-02 -1.333333e-02
## [776] -1.113043e-01 8.583333e-02 1.635294e-01 2.307692e-02 1.769231e-01
## [781] 1.454545e-02 -4.425532e-02 1.751351e-01 -2.740741e-02 -9.832461e-02
## [786] -7.333333e-02 2.131658e-01 -4.559140e-02 7.807107e-02 2.730964e-02
## [791] 1.016327e-01 1.564103e-01 -6.106952e-02 1.449505e-01 -6.488263e-02
## [796] 1.047619e-01 -1.890547e-03 1.492063e-02 3.216590e-02 1.436364e-01
## [801] -1.600000e-01 -7.399015e-02 -3.909091e-02 -2.502618e-02 -2.390476e-01
## [806] 8.528302e-02 -2.054144e-01 9.000000e-02 -3.000000e-02 1.168116e-01
## [811] -9.473684e-03 -4.634146e-02 -1.498361e-01 6.655367e-02 2.135593e-02
## [816] 2.131658e-01 -7.738220e-02 -1.512821e-01 -3.326733e-02 -1.500000e-01
## [821] 3.746193e-02 -6.274510e-03 -1.533333e-01 6.951456e-02 -8.646465e-02
## [826] -3.909091e-02 -2.757282e-02 -1.931915e-01 -3.174129e-02 -4.296296e-02
## [831] 2.538614e-01 2.000000e-01 1.410989e-01 -8.426230e-02 -1.385567e-01
## [836] -7.759563e-03 -2.345178e-02 1.694416e-01 -1.537198e-01 6.000000e-02
## [841] 8.059701e-03 1.251376e-01 5.000000e-02 6.756757e-02 1.487805e-01
## [846] 3.809524e-02 3.101604e-03 -2.117808e-01 -2.260377e-01 1.376471e-01
## [851] -1.530144e-01 2.867925e-02 1.016327e-01 6.762887e-02 5.059908e-02
## [856] 1.607547e-01 -1.432653e-01 -1.025743e-01 2.300000e-01 1.844444e-01
## [861] -3.174129e-02 9.544554e-02 -1.151295e-01 1.282051e-02 -6.640777e-02
## [866] -2.724138e-02 -3.671362e-02 -1.858883e-01 -5.142857e-02 1.630688e-01
## [871] 9.487179e-02 5.698113e-02 -1.061224e-02 -3.016580e-01 -6.315789e-02
## [876] -7.916667e-03 5.698113e-02 1.421390e-01 -1.849057e-02 2.073171e-01
## [881] -4.083770e-03 9.957672e-02 6.336634e-03 1.821675e-01 1.047577e-01
## [886] -4.210526e-02 1.685106e-01 -1.043137e-01 -3.070588e-01 -8.452830e-02
## [891] -1.631373e-01 -1.904306e-02 6.444444e-02 9.535354e-02 -1.316981e-01
## [896] 1.361353e-01 -8.470588e-02 -3.568627e-02 5.776650e-02 -9.857143e-02
## [901] -1.710448e-01 1.300000e-01 9.795918e-03 2.516854e-02 8.461538e-02
## [906] -9.839196e-02 -6.639175e-02 -2.264975e-01 -1.612766e-01 6.394089e-02
## [911] -4.536082e-03 2.888889e-02 4.146341e-02 1.313228e-01 6.505051e-02
## [916] 2.000000e-02 8.824742e-02 -1.809950e-01 6.644550e-02 -2.303448e-01
## [921] -3.174129e-02 8.196078e-02 -1.270270e-01 3.800948e-02 4.274510e-02
## [926] -4.871795e-02 -8.701031e-02 2.256522e-01 1.259574e-01 3.375000e-02
## [931] -1.025743e-01 -1.368421e-01 9.535354e-02 7.215686e-02 -8.701031e-02
## [936] 9.795918e-03 2.500000e-03 -5.529412e-02 9.535354e-02 1.914833e-01
## [941] 3.000000e-02 5.884058e-02 6.850242e-02 5.384615e-02 -1.000000e-02
## [946] -2.373626e-02 -1.170166e-01 1.215707e-01 1.514815e-01 2.611236e-01
## [951] -3.483871e-02 1.350495e-01 1.660606e-01 1.446154e-01 2.314286e-01
## [956] 3.375000e-02 -1.798995e-02 6.574257e-02 -2.120388e-01 1.608247e-02
## [961] 3.402299e-02 -8.608696e-02 1.684211e-01 1.948148e-01 -3.777778e-02
## [966] 1.083495e-01 -4.762332e-02 -2.406763e-01 7.005076e-03 -2.555102e-01
## [971] 1.374129e-01 -2.526761e-01 -1.087958e-01 3.791045e-02 -4.536082e-03
## [976] -2.498446e-01 6.769231e-02 -2.071749e-02 1.628571e-01 7.281385e-02
## [981] 1.878049e-01 1.230542e-01 -9.656566e-02 2.093023e-02 4.827586e-03
## [986] -2.846154e-02 -7.317073e-03 4.256881e-02 1.126633e-01 1.358974e-01
## [991] -1.139896e-03 1.607547e-01 -3.809524e-02 9.024390e-02 8.528302e-02
## [996] -1.730435e-01 9.544554e-02 -7.738220e-02 -7.421320e-02 1.088660e-01
36
sapply(sa50[1,],function(x){(x-10)ˆ2})#MSE for khat
## [1] 1.429785e+01 4.444444e-01 9.095508e-01 4.243222e-01 1.283948e+01
## [6] 4.143048e-01 5.316721e+01 3.728180e+01 1.440698e+02 3.927603e+00
## [11] 3.438583e+00 3.481782e+01 7.493362e+00 1.156289e+02 8.106965e-01
## [16] 1.271459e-01 1.545654e+00 3.691838e+00 8.920412e+00 6.890966e+01
## [21] 5.470172e-01 5.121884e+00 5.316721e+01 2.212545e-01 2.590393e+02
## [26] 2.899602e+00 5.743460e+00 2.836035e-03 6.627006e+00 9.693728e+00
## [31] 1.338741e+01 2.646641e+00 6.485700e+00 1.991150e+00 5.657775e+00
## [36] 1.234568e+00 5.450066e+00 1.214822e+00 1.846348e+00 8.269813e-01
## [41] 9.989980e+00 2.172387e-02 1.121513e+00 5.078065e+00 6.932052e+00
## [46] 2.483926e+00 1.362528e+01 2.145517e+00 6.922484e+00 1.081184e+01
## [51] 7.038385e+01 9.894916e+00 5.614947e+00 6.383750e+00 3.460208e-03
## [56] 1.353343e+00 3.220397e-01 2.658230e+00 3.217471e+00 1.187253e+00
## [61] 1.360378e+01 2.260667e+01 9.187008e+00 5.116484e+00 3.822773e+02
## [66] 3.959935e+01 8.174767e+00 3.951108e+00 1.407301e+00 1.058392e+01
## [71] 1.244173e+01 1.021400e+01 4.832577e+00 8.607321e+00 3.480528e+00
## [76] 2.984471e+00 7.022500e+00 9.100382e+01 4.155360e-01 3.327817e+00
## [81] 2.511839e+00 1.601290e-01 2.072133e+01 4.404494e+00 3.288276e-01
## [86] 4.660436e+01 2.702500e+00 1.118299e+01 1.188870e+01 2.698976e-01
## [91] 8.061406e+01 1.104200e+00 1.801883e+00 2.121556e+00 8.575729e-01
## [96] 1.795600e+02 1.198899e+01 1.080721e+01 4.475149e+01 1.186420e+01
## [101] 6.494371e+00 8.274768e+00 3.195276e+01 6.915196e+00 1.761390e-01
## [106] 8.269813e-01 1.062334e-01 4.490886e+00 4.393446e+00 1.048565e+00
## [111] 6.455251e-01 2.475811e+00 1.506492e+01 1.156635e+01 2.832936e+01
## [116] 2.267574e-01 2.500000e-01 8.128647e+00 4.017112e+00 9.727429e+00
## [121] 7.138639e-03 2.876571e-01 5.524415e+00 2.702500e+00 5.118893e+00
## [126] 1.121513e+00 2.648941e+00 9.171073e+00 1.121513e+00 3.394379e-01
## [131] 4.936533e+00 7.886249e-01 7.934399e+00 1.509813e+02 2.647817e+03
## [136] 4.347089e+00 2.997569e-01 1.674060e+01 1.928735e+00 6.020209e+00
## [141] 7.140217e+00 4.661749e+00 1.940426e+00 4.631853e+00 7.401792e+00
## [146] 2.934350e+02 4.151041e+00 4.168888e-01 1.000000e+00 2.836035e-03
## [151] 1.143337e+01 3.957454e+00 8.387290e-04 6.606174e+00 2.743764e-01
## [156] 1.282561e+00 8.845352e-01 9.777682e+00 1.080968e+00 1.016768e+01
## [161] 3.609612e-02 1.180436e-01 2.047357e+00 1.710059e+00 1.048565e+00
## [166] 9.721570e+00 3.221826e+01 7.089071e+00 5.743569e+00 2.938533e-01
## [171] 5.770346e+00 6.520997e+01 3.840985e+01 1.460849e+01 1.510716e+01
## [176] 1.836735e+01 4.564014e+00 2.063434e-01 3.454903e+00 4.650294e+00
## [181] 3.697447e+00 2.540174e+01 1.048565e+00 2.832936e+01 1.187253e+00
## [186] 2.626562e+01 1.438763e-01 1.412190e+00 3.841490e+00 4.550793e-01
## [191] 2.118833e+00 4.147149e+00 8.824394e+00 3.119591e+02 2.205236e-02
## [196] 1.339343e+01 1.649807e+00 1.325872e-01 3.106692e-01 4.490886e+00
## [201] 3.034339e+00 9.046162e-02 2.059347e+00 1.021001e-01 1.412190e+00
## [206] 9.550287e-03 2.475814e-02 3.268359e+00 2.267574e-01 6.544078e-02
## [211] 9.870462e-01 1.239594e+01 6.175901e+00 3.316851e-02 9.090368e-01
## [216] 1.081820e+01 2.495564e+00 1.950845e-01 3.373594e+00 4.700224e+00
## [221] 1.132704e+02 9.492200e+00 1.234568e+00 6.624091e+00 1.441249e-01
## [226] 8.437448e-01 1.251862e+00 6.981851e+01 5.239475e-01 8.022319e-02
## [231] 8.264463e-01 1.353343e+00 6.154522e+00 1.039556e-01 4.383993e+00
## [236] 1.379013e+01 4.564014e+00 1.353343e+00 1.437934e+00 1.235720e+01
## [241] 9.168824e+00 4.176285e-01 2.230115e+00 4.393446e+00 4.122055e-01
## [246] 8.394936e-01 3.496264e+00 4.443585e+00 2.568300e+00 5.671072e+00
## [251] 3.892435e-01 4.715662e+00 4.386162e+00 4.880790e+01 4.947506e+00
## [256] 3.240000e+00 6.103600e+00 1.301215e+01 1.434670e+00 6.250000e+00
37
## [261] 1.048565e+00 5.473262e+00 1.514071e+00 3.563164e-02 1.234568e+00
## [266] 3.563164e-02 9.000000e+00 1.276469e+01 1.560250e+01 6.334860e-01
## [271] 8.762981e+00 2.461191e+01 8.607321e+00 1.353343e+00 5.374097e+00
## [276] 5.072162e+00 4.059166e-01 1.990533e+01 1.111111e+01 4.143048e-01
## [281] 9.550287e-03 7.089530e+00 2.750050e+01 1.017007e+01 1.360481e-01
## [286] 5.152242e+00 8.264463e-01 4.917462e+00 2.268773e+00 9.363214e-02
## [291] 4.949179e-01 1.633570e+01 1.188870e+01 3.220397e-01 2.205236e-02
## [296] 4.176285e-01 1.577936e+01 2.295213e-02 7.758496e+00 2.721501e+01
## [301] 7.790908e-02 1.504320e+01 1.243678e+00 1.116235e+01 3.383027e+00
## [306] 5.999055e+00 3.951108e+00 3.951108e+00 4.011111e+01 7.391723e+00
## [311] 1.692008e+01 1.093028e+01 9.386223e+00 1.044840e+00 3.531217e+00
## [316] 1.577936e+01 2.230115e+00 2.731946e+00 2.989810e+01 6.399072e-01
## [321] 8.004936e-02 1.205807e+00 2.212904e+01 1.097808e+01 7.643599e+00
## [326] 4.143048e-01 2.152104e+00 7.111111e+00 3.021766e+03 1.800661e+00
## [331] 2.648941e+00 2.630879e+00 4.168888e-01 6.624091e+00 3.481111e-01
## [336] 8.632897e-01 8.645355e+00 1.174106e+02 4.693959e+00 6.387648e+01
## [341] 4.700224e+00 1.234568e+00 5.381308e+01 2.205236e-02 4.533919e+01
## [346] 6.282249e-01 6.792033e+01 1.992084e-01 6.112397e-01 1.510716e+01
## [351] 1.293387e+00 1.273291e-03 3.301218e+00 4.984950e+00 2.726047e+00
## [356] 8.670276e-04 1.315550e+00 6.302046e+00 4.550793e-01 1.412190e+00
## [361] 3.384885e+00 1.515204e+01 1.125994e+01 1.047604e+00 1.649807e+00
## [366] 1.187253e+00 7.138639e-03 6.437937e+01 4.334687e+00 6.606174e+00
## [371] 4.811550e+00 1.521075e-01 3.373580e+00 1.587949e+00 1.059439e+01
## [376] 9.974273e+00 8.887440e+00 8.345069e-01 5.418657e+00 1.007562e+01
## [381] 2.658230e+00 2.001385e-01 3.218958e-04 4.776483e+00 8.670276e-04
## [386] 6.705155e-01 1.044984e-02 3.172513e+00 4.776483e+00 3.387941e+00
## [391] 5.372739e+01 4.332158e+00 6.826565e-02 1.674740e+00 4.732746e+00
## [396] 5.778241e+00 6.399072e-01 3.385499e+00 3.984451e+00 1.187253e+00
## [401] 4.661749e+00 1.037101e+01 6.282249e-01 1.432061e+00 9.791157e+00
## [406] 6.998857e+00 1.692008e+01 2.059347e+00 8.174767e+00 4.935916e-03
## [411] 6.241047e-01 3.541151e+00 4.860252e-01 7.808767e-01 5.729633e+00
## [416] 2.152104e+00 1.438682e+01 4.475457e-01 7.164257e-01 1.757428e+00
## [421] 6.348982e+00 6.016376e+00 7.716049e-04 1.744335e-01 5.151639e+00
## [426] 2.218198e+00 4.413695e+01 3.480165e+00 1.016129e+03 4.328634e-02
## [431] 4.555247e-01 5.505899e+00 8.683492e+00 1.104849e-01 1.247423e+01
## [436] 2.218198e+00 2.047357e+00 2.289278e+00 6.594748e-01 5.692458e+00
## [441] 4.776483e+00 4.904239e-01 3.911368e+00 3.206598e+00 8.741794e+00
## [446] 2.537979e+00 5.079515e-01 6.658917e+00 6.706772e+00 1.951089e+00
## [451] 1.541894e+00 5.729633e+00 7.675098e+00 5.481722e+00 2.218198e+00
## [456] 3.288276e-01 1.239109e-01 1.231554e-01 3.080042e+00 8.202207e-01
## [461] 1.731372e+03 8.614871e+00 5.312480e-01 2.770083e-01 2.148019e-01
## [466] 5.948840e-02 7.790908e-02 4.468213e-01 8.824610e-01 9.676135e-01
## [471] 1.628495e+01 1.353405e+01 3.957489e+00 4.285962e+04 2.041632e-01
## [476] 1.706133e+00 1.738371e+01 4.490886e+00 3.609612e-02 9.809608e+00
## [481] 1.283782e+00 3.223657e+00 1.643214e+00 6.164256e+00 2.297589e+00
## [486] 2.739626e-01 8.450314e+00 1.314424e-01 5.422501e+00 1.078564e+00
## [491] 2.816321e+00 1.126093e+01 4.250345e-02 1.243678e+00 2.145517e+00
## [496] 1.208166e+00 1.575248e+00 5.529257e-01 6.760000e+00 6.877504e+00
## [501] 2.656124e+02 2.401952e+00 3.371548e+00 6.113676e+00 3.172513e+00
## [506] 2.495564e+00 8.396320e+00 8.518209e+01 7.675625e+00 6.507120e+02
## [511] 6.930862e+00 4.147149e+00 3.034339e+00 2.630879e+00 4.021769e+00
## [516] 3.003856e+00 7.758496e+00 3.085574e+00 1.129045e+00 1.293387e+00
## [521] 1.037058e+01 2.820537e+00 1.437934e+00 1.575248e+00 8.396320e+00
## [526] 8.645355e+00 4.093564e+00 3.708568e+00 6.574622e-02 4.190982e+00
38
## [531] 3.735620e+00 1.918511e-01 1.080968e+00 4.360979e+00 9.944537e-01
## [536] 1.032660e+00 1.363451e+02 1.940332e+00 2.854109e-01 5.692458e+00
## [541] 1.844845e+01 2.322573e-02 8.345069e-01 5.778241e+00 5.510310e-01
## [546] 1.976474e+00 2.195615e+03 3.241913e-01 6.802637e-01 3.484242e+00
## [551] 2.730374e+01 3.708568e+00 8.022319e-02 1.231554e-01 6.083939e+00
## [556] 1.472900e+01 8.499550e-01 1.713454e+00 8.444882e+00 1.263415e+01
## [561] 1.116764e+01 4.069308e+01 3.710842e+02 5.167510e-03 4.182486e+00
## [566] 1.747326e+00 4.846302e+01 3.143559e+00 3.682250e+00 6.198145e+00
## [571] 3.040844e+00 4.176285e-01 4.122804e+00 5.614947e+00 3.019042e+00
## [576] 7.117366e+00 6.917713e+00 4.444444e-01 4.949179e-01 8.394936e-01
## [581] 5.642667e-01 3.199655e+01 8.428720e+00 1.329663e+00 7.708460e+01
## [586] 6.076515e-01 5.165289e-04 3.281920e+00 1.283782e+00 1.717547e+01
## [591] 1.719612e+00 1.130991e+01 1.305935e+01 1.332841e+01 1.459487e+00
## [596] 5.165289e-04 1.500574e+00 5.962186e-01 2.019827e+00 1.701323e+00
## [601] 6.380256e+00 6.348982e+00 1.916223e+00 7.138639e-03 3.040844e+00
## [606] 1.123274e+00 1.830450e+00 4.122804e+00 2.630879e+00 5.708642e-01
## [611] 2.205314e+01 9.982719e+00 1.499358e+01 3.956976e-01 1.417308e+01
## [616] 2.705950e+00 4.383993e+00 9.506250e-01 1.111111e+01 7.444834e+00
## [621] 7.846313e+00 5.153231e+00 2.591051e+01 2.019827e+00 2.624981e+01
## [626] 2.152104e+00 9.171073e+00 1.214715e+01 4.081102e-02 1.495404e+00
## [631] 1.021001e-01 3.281920e+00 2.577369e+00 1.881166e-01 1.358556e+00
## [636] 3.061267e+01 1.967722e+00 7.444834e+00 5.831084e+00 2.002568e-01
## [641] 3.042602e+00 2.710202e-01 4.444444e+01 3.218958e-04 2.368621e-01
## [646] 5.132657e+00 8.264463e-01 7.766387e+00 7.387407e+01 3.288276e-01
## [651] 4.631853e+00 3.121594e+01 6.769431e+00 2.807693e+01 9.690475e-01
## [656] 7.052737e+00 2.089095e+00 2.394436e+00 1.675442e+02 2.299431e+00
## [661] 6.520997e+01 5.418657e+00 2.780204e+00 2.726047e+00 7.943514e-01
## [666] 3.268359e+00 3.984451e+00 9.870462e-01 9.457225e+00 8.455309e-02
## [671] 2.500000e-01 1.326450e+01 8.741794e+00 3.814879e-01 7.138639e-03
## [676] 4.122804e+00 4.627149e-01 2.397622e-01 7.052737e+00 1.823731e-02
## [681] 1.406653e+03 1.834932e+00 1.098962e+00 2.922539e-01 2.023669e+01
## [686] 3.327817e+00 5.864753e+00 4.917462e+00 4.860252e-01 3.241913e-01
## [691] 4.715662e+00 3.986682e+00 6.383750e+00 2.900312e+00 8.575729e-01
## [696] 5.729633e+00 7.458513e-01 1.180436e-01 3.686991e+00 2.095677e+02
## [701] 7.401792e+00 4.168888e-01 3.403633e+01 3.223657e+00 2.371125e+00
## [706] 5.708716e-01 1.362528e+01 8.202207e-01 1.412190e+00 3.085574e+00
## [711] 5.121884e+00 1.021400e+01 1.545680e+02 7.126136e+02 9.063040e-01
## [716] 1.437934e+00 2.726047e+00 8.824394e+00 4.550793e-01 1.345554e+01
## [721] 2.148019e-01 1.021001e-01 6.231709e+01 3.733215e+01 4.762934e+01
## [726] 7.690828e+00 4.248751e+03 5.831084e+00 2.283319e+01 5.279528e-01
## [731] 1.429785e+01 3.306762e+01 1.125994e+01 1.976474e+00 1.543125e+04
## [736] 1.521440e+00 2.905586e+01 2.106249e-02 1.259814e+00 5.327934e-05
## [741] 1.053455e+01 1.381971e+00 4.381209e-02 3.460208e-03 8.128958e+00
## [746] 2.832064e+01 2.666571e+00 1.282561e+00 1.412190e+00 7.408441e-01
## [751] 4.568558e+00 4.122055e-01 1.046433e+01 4.328634e-02 2.212904e+01
## [756] 5.861496e+00 7.809597e+00 2.371125e+00 7.981226e+00 5.524415e+00
## [761] 8.632897e-01 1.188870e+01 1.214356e+01 3.724603e+00 9.988645e+00
## [766] 1.025018e+01 2.970161e+01 2.308441e-02 4.732746e+00 3.959935e+01
## [771] 3.543294e+00 2.133093e+00 6.805732e+00 1.243678e+00 1.438763e-01
## [776] 7.545943e+00 4.393446e+00 1.131150e+01 6.112397e-01 1.049760e+01
## [781] 2.001385e-01 3.241913e-01 5.198743e+00 2.106249e-02 7.089530e+00
## [786] 1.449813e+00 1.231376e+01 2.463725e-01 3.092489e+00 6.076515e-01
## [791] 4.776483e+00 8.944785e+00 1.070627e+00 6.689892e+00 7.354749e+00
## [796] 2.819865e+00 9.550287e-03 7.917868e-01 1.801133e-03 5.340891e+00
39
## [801] 5.877778e+01 6.020209e+00 6.093561e-02 3.511045e-02 1.818508e+02
## [806] 1.594741e+00 7.402252e+01 3.373594e+00 6.574142e-01 3.957489e+00
## [811] 4.949179e-01 2.537979e+00 2.144066e+01 5.819908e+00 2.555368e+00
## [816] 1.231376e+01 3.387941e+00 3.226708e+01 1.032660e+00 3.600000e+01
## [821] 9.870462e-01 1.314424e-01 4.277867e+01 1.500574e+00 6.917713e+00
## [826] 6.093561e-02 1.129045e+00 6.692991e+01 8.394936e-01 4.408257e+00
## [831] 1.460249e+01 1.111111e+01 1.071219e+01 2.534147e+00 2.343232e+01
## [836] 4.475457e-01 2.148019e-01 9.492200e+00 4.637776e+01 1.701323e+00
## [841] 2.205236e-02 2.881216e+00 1.234568e+00 4.354339e+00 6.395279e+00
## [846] 1.706049e-01 5.212005e-01 1.761126e+02 2.065861e+02 3.164818e+00
## [851] 4.794261e+01 1.191480e-02 4.776483e+00 2.899602e+00 1.357023e-01
## [856] 5.947559e+00 2.775899e+01 1.283948e+01 1.332829e+01 8.505096e+00
## [861] 8.394936e-01 3.406695e+00 1.260263e+01 3.055823e-01 5.524415e+00
## [866] 5.991400e+00 2.980063e+00 7.058709e+01 1.552271e+00 1.080298e+01
## [871] 4.490886e+00 5.208763e-01 4.500525e-03 8.556087e+02 1.641602e+00
## [876] 4.250345e-02 5.208763e-01 9.618686e+00 1.240436e+00 1.055597e+01
## [881] 1.235483e-01 5.922383e+00 3.306810e-03 9.157051e+00 1.011202e+00
## [886] 3.814879e-01 1.146654e+01 1.442791e+01 9.144882e+02 1.183492e+01
## [891] 5.220302e+01 9.455010e-01 9.672398e-02 4.022871e+00 3.367590e+01
## [896] 5.189594e+00 8.645355e+00 1.437934e+00 1.940426e+00 2.364448e+01
## [901] 5.712364e+01 6.016376e+00 1.885843e-01 2.646641e+00 3.811791e+00
## [906] 1.021400e+01 2.658230e+00 1.615086e+02 3.306762e+01 1.559714e+00
## [911] 3.562213e-02 2.422884e-01 5.079515e-01 8.327150e+00 2.204619e+00
## [916] 4.444444e-01 4.215669e+00 6.981851e+01 9.079329e-01 1.105062e+02
## [921] 8.394936e-01 2.354939e+00 1.263415e+01 1.335941e-01 6.158565e-01
## [926] 1.214822e+00 5.743569e+00 1.695906e+01 8.128958e+00 1.315550e+00
## [931] 1.283948e+01 1.971360e+01 4.022871e+00 1.846348e+00 5.743569e+00
## [936] 1.885843e-01 2.112573e-01 3.371548e+00 4.022871e+00 8.602610e+00
## [941] 4.867496e-01 9.550339e-01 1.353343e+00 1.979029e+00 6.574622e-02
## [946] 1.062334e-01 7.796764e+00 7.160808e+00 4.693959e+00 2.130033e+01
## [951] 3.507348e-02 5.999055e+00 9.025714e+00 5.577069e+00 1.274587e+01
## [956] 1.315550e+00 1.752042e-01 1.757428e+00 1.420726e+02 4.555247e-01
## [961] 3.928290e+00 1.016568e+01 1.098800e+01 1.328662e+01 2.043321e+00
## [966] 3.592314e+00 7.059172e+00 2.555151e+02 1.021001e-01 2.934350e+02
## [971] 6.348982e+00 3.578101e+02 9.721570e+00 6.724671e-01 3.562213e-02
## [976] 2.467002e+02 1.221607e+00 3.094238e+00 9.214461e+00 5.230949e-02
## [981] 9.149997e+00 5.008187e+00 9.306155e+00 4.642715e-02 8.387290e-04
## [986] 1.432061e+00 1.944755e-01 2.202985e-02 5.002470e+00 7.411941e+00
## [991] 1.039556e-01 5.947559e+00 2.576870e+00 2.679166e+00 1.594741e+00
## [996] 6.792033e+01 3.406695e+00 3.387941e+00 4.383993e+00 5.641587e+00
sapply(sa50[2,],function(x){(x-0.4)ˆ2})#MSE for phat
## [1] 9.070295e-03 6.400000e-03 4.582249e-03 1.882366e-05 1.052148e-02
## [6] 1.257689e-03 3.332567e-02 2.899196e-02 5.848614e-02 1.532880e-02
## [11] 8.021928e-03 2.355285e-02 8.509121e-03 4.098156e-02 6.965246e-04
## [16] 1.402045e-04 1.234568e-04 9.528091e-03 4.302216e-02 2.982263e-02
## [21] 6.805293e-06 2.040816e-02 3.332567e-02 1.585734e-04 7.440406e-02
## [26] 4.573664e-03 2.321995e-02 1.487210e-04 3.206598e-02 5.197404e-03
## [31] 7.048899e-02 6.334554e-04 2.416748e-02 1.516172e-05 1.624674e-02
## [36] 2.500000e-03 1.889958e-02 2.373439e-03 5.206613e-03 4.410965e-03
## [41] 5.098311e-02 4.077668e-04 2.925584e-03 1.671029e-02 1.101371e-02
## [46] 5.250787e-03 3.477721e-02 4.008924e-03 8.912143e-03 3.951020e-03
## [51] 2.907752e-02 8.588334e-03 1.012605e-02 1.420274e-02 5.917160e-05
## [56] 4.692581e-03 8.506000e-05 4.407865e-03 1.135940e-03 5.753079e-03
40
## [61] 5.612892e-02 2.068118e-02 7.287329e-03 9.264062e-03 6.720059e-02
## [66] 2.057646e-02 2.136095e-02 6.684969e-03 7.328640e-03 2.861736e-02
## [71] 5.024700e-02 9.680978e-03 2.285019e-02 1.599001e-02 4.390736e-03
## [76] 2.286993e-02 2.938776e-02 3.694728e-02 1.631219e-03 6.450894e-03
## [81] 6.039068e-03 3.897987e-05 1.497594e-02 2.007386e-02 4.933310e-04
## [86] 2.595145e-02 3.386187e-03 3.025050e-02 9.048186e-03 6.832271e-04
## [91] 3.345703e-02 4.499906e-03 8.807492e-04 7.555621e-03 1.699459e-03
## [96] 5.444444e-02 1.028055e-02 2.109637e-02 1.859504e-02 5.289256e-03
## [101] 4.474266e-03 3.921516e-02 1.801790e-02 3.566354e-02 2.385073e-03
## [106] 4.410965e-03 5.634102e-04 9.000657e-03 7.367361e-03 2.290646e-03
## [111] 8.805732e-05 7.908908e-03 4.886427e-02 4.125594e-02 1.788251e-02
## [116] 4.000000e-04 3.081488e-33 3.108546e-02 2.189534e-03 1.589550e-02
## [121] 1.109104e-04 3.626866e-03 4.409992e-03 3.386187e-03 3.928978e-03
## [126] 2.925584e-03 3.725426e-03 8.361783e-03 2.925584e-03 7.730402e-05
## [131] 6.956270e-03 9.122865e-04 3.309266e-02 5.391336e-02 1.150189e-01
## [136] 1.952407e-03 8.984524e-09 6.971876e-03 6.263669e-04 5.474542e-03
## [141] 1.676625e-02 1.328199e-02 3.336968e-03 7.091413e-03 5.793722e-03
## [146] 6.528546e-02 2.125513e-03 8.520710e-05 1.111111e-03 1.487210e-04
## [151] 1.985108e-02 2.697734e-02 2.330559e-05 8.053912e-03 4.000000e-04
## [156] 7.905062e-04 2.110538e-03 3.103292e-02 3.576737e-03 2.493075e-02
## [161] 1.665973e-07 1.478852e-04 5.445422e-03 8.163265e-04 2.290646e-03
## [166] 1.183653e-02 3.078430e-02 1.029849e-02 7.570794e-03 2.213206e-04
## [171] 7.114556e-03 2.998810e-02 1.679332e-02 8.966564e-03 3.567901e-02
## [176] 1.440000e-02 1.599553e-02 1.174647e-03 4.790669e-03 8.486896e-03
## [181] 5.687674e-03 1.555865e-02 2.290646e-03 1.788251e-02 5.753079e-03
## [186] 1.190083e-02 1.777778e-04 2.121579e-03 1.751294e-02 6.074482e-04
## [191] 1.787147e-02 6.349837e-03 5.804989e-03 6.266920e-02 6.495879e-05
## [196] 4.492652e-02 5.976479e-03 2.572339e-03 1.173611e-02 9.000657e-03
## [201] 4.225000e-03 1.522861e-04 2.567811e-03 4.907109e-05 2.121579e-03
## [206] 3.574169e-06 2.156375e-03 2.274556e-03 4.000000e-04 9.070295e-05
## [211] 1.403396e-03 3.831857e-02 3.246609e-02 1.644014e-03 2.095185e-03
## [216] 3.727422e-02 4.612961e-03 1.443196e-03 8.100000e-03 6.318212e-03
## [221] 4.094671e-02 2.871046e-02 2.500000e-03 1.370851e-02 1.574434e-03
## [226] 3.372929e-03 3.185450e-03 3.275920e-02 2.348521e-03 4.818560e-04
## [231] 1.600000e-03 4.692581e-03 2.599583e-02 1.299364e-06 5.507599e-03
## [236] 4.445069e-02 1.599553e-02 4.692581e-03 1.273510e-03 2.312438e-02
## [241] 1.633951e-02 3.314316e-03 3.698626e-03 7.367361e-03 1.534028e-03
## [246] 1.007510e-03 1.626928e-03 1.428316e-02 1.309753e-02 1.766411e-02
## [251] 9.622657e-04 1.468374e-02 9.677765e-03 2.297164e-02 1.822500e-02
## [256] 1.000000e-02 2.166327e-02 1.422462e-02 2.267113e-03 6.400000e-03
## [261] 2.290646e-03 5.649752e-03 5.875333e-03 1.768765e-04 1.600000e-03
## [266] 1.768765e-04 1.000000e-02 3.086194e-02 1.071074e-01 6.805293e-04
## [271] 4.687125e-02 2.054444e-02 1.599001e-02 4.692581e-03 1.050359e-02
## [276] 1.177831e-02 3.910617e-04 1.960000e-02 4.000000e-02 1.257689e-03
## [281] 3.574169e-06 9.667728e-03 1.329398e-02 2.051863e-02 8.913254e-04
## [286] 7.920058e-03 1.600000e-03 9.713423e-03 5.721949e-03 2.483012e-04
## [291] 8.975069e-05 5.184753e-02 9.048186e-03 8.506000e-05 6.495879e-05
## [296] 3.314316e-03 6.603343e-02 6.303881e-05 2.832243e-02 1.128349e-01
## [301] 2.524691e-05 8.658608e-03 1.346966e-03 1.095582e-02 7.267993e-03
## [306] 1.823837e-02 6.684969e-03 6.684969e-03 2.040816e-02 2.397898e-02
## [311] 1.899927e-02 7.090399e-02 5.739210e-03 8.968939e-04 3.793579e-03
## [316] 6.603343e-02 3.698626e-03 1.670321e-03 2.110604e-02 1.813965e-03
## [321] 1.474848e-03 2.011387e-03 1.965868e-02 7.400939e-03 3.600000e-03
## [326] 1.257689e-03 6.478287e-03 4.000000e-02 1.170513e-01 6.109650e-03
41
## [331] 3.725426e-03 9.319675e-03 8.520710e-05 1.370851e-02 1.423994e-07
## [336] 5.444444e-04 7.175087e-03 4.529257e-02 2.294664e-02 3.196728e-02
## [341] 6.318212e-03 2.500000e-03 3.023340e-02 6.495879e-05 2.365026e-02
## [346] 1.040792e-03 3.930737e-02 1.352082e-04 5.325444e-04 3.567901e-02
## [351] 3.118283e-03 8.721810e-04 1.829287e-02 2.280947e-02 4.958507e-03
## [356] 3.699641e-04 1.139062e-03 9.872070e-03 6.074482e-04 2.121579e-03
## [361] 3.807258e-06 1.099941e-02 8.932103e-03 8.537426e-03 5.976479e-03
## [366] 5.753079e-03 1.109104e-04 2.464470e-02 1.572130e-02 8.053912e-03
## [371] 1.632440e-02 1.479290e-07 1.148107e-02 9.128112e-04 7.422485e-03
## [376] 2.325222e-02 3.713033e-02 2.623438e-03 2.574905e-02 1.049579e-02
## [381] 4.407865e-03 2.115702e-04 1.268357e-04 1.032920e-02 3.699641e-04
## [386] 6.115266e-04 4.454433e-06 1.126864e-02 1.032920e-02 5.988005e-03
## [391] 2.670434e-02 1.052944e-02 5.266708e-04 3.600000e-03 2.013186e-02
## [396] 1.408499e-02 1.813965e-03 1.803969e-02 4.525620e-03 5.753079e-03
## [401] 1.328199e-02 2.671770e-02 1.040792e-03 8.100592e-04 2.167786e-02
## [406] 4.039918e-02 1.899927e-02 2.567811e-03 2.136095e-02 8.418171e-04
## [411] 2.113111e-03 6.074354e-03 2.537573e-03 6.473268e-03 1.932778e-02
## [416] 6.478287e-03 6.327807e-03 6.021082e-05 2.509718e-03 4.322086e-03
## [421] 1.888231e-02 1.690000e-02 4.432133e-04 1.175299e-04 2.282511e-02
## [426] 4.900000e-03 2.361095e-02 1.031619e-02 9.623196e-02 3.221565e-04
## [431] 2.586460e-04 7.861146e-03 2.253094e-02 2.815296e-03 9.126741e-03
## [436] 4.900000e-03 5.445422e-03 4.219446e-05 7.304602e-06 1.505862e-02
## [441] 1.032920e-02 1.668403e-04 2.058830e-02 4.792899e-03 3.965950e-02
## [446] 2.147531e-03 1.719215e-03 1.578567e-02 2.267682e-02 1.140389e-02
## [451] 4.294432e-03 1.932778e-02 7.804257e-03 1.250746e-02 4.900000e-03
## [456] 4.933310e-04 9.616968e-04 6.327559e-04 2.619679e-03 6.698962e-04
## [461] 1.080408e-01 1.370051e-02 2.039542e-05 4.000000e-04 5.499858e-04
## [466] 1.000000e-04 2.524691e-05 2.298491e-03 2.770083e-03 1.470801e-02
## [471] 7.878668e-02 3.318733e-02 1.364495e-02 1.467223e-01 1.813156e-04
## [476] 7.293646e-03 1.774957e-02 9.000657e-03 1.665973e-07 4.724471e-02
## [481] 5.764480e-03 3.988920e-03 1.338489e-03 7.117535e-03 3.285535e-03
## [486] 3.867818e-03 2.330296e-02 3.936947e-05 6.730696e-03 3.831598e-04
## [491] 9.503895e-03 4.712076e-02 6.267361e-05 1.346966e-03 4.008924e-03
## [496] 1.632820e-03 8.186717e-04 1.108033e-04 1.000000e-02 1.518130e-02
## [501] 6.605994e-02 1.084336e-02 3.057439e-03 8.872425e-03 1.126864e-02
## [506] 4.612961e-03 8.933608e-03 3.646010e-02 3.274376e-02 8.485297e-02
## [511] 1.340720e-02 6.349837e-03 4.225000e-03 9.319675e-03 7.535718e-03
## [516] 3.277411e-03 2.832243e-02 7.684572e-03 7.602602e-04 3.118283e-03
## [521] 3.610000e-02 7.317871e-03 1.273510e-03 8.186717e-04 8.933608e-03
## [526] 7.175087e-03 8.359184e-03 1.757166e-02 1.000000e-04 2.269612e-03
## [531] 2.374543e-03 3.332979e-05 3.576737e-03 4.113674e-03 1.450883e-03
## [536] 1.106715e-03 5.216067e-02 3.895265e-03 3.086719e-04 1.505862e-02
## [541] 1.069078e-02 8.140069e-04 2.623438e-03 1.408499e-02 3.447521e-05
## [546] 4.591579e-03 1.126464e-01 1.958533e-03 3.174656e-03 2.280177e-03
## [551] 1.920801e-02 1.757166e-02 4.818560e-04 6.327559e-04 1.578957e-02
## [556] 1.500625e-02 1.004509e-05 1.497658e-02 2.969255e-02 1.613587e-02
## [561] 2.518876e-02 1.923536e-02 6.300561e-02 9.904919e-06 3.919849e-03
## [566] 1.863504e-03 2.321995e-02 8.741789e-03 2.267574e-03 4.478698e-03
## [571] 2.946939e-03 3.314316e-03 1.549965e-02 1.012605e-02 9.730003e-03
## [576] 2.039586e-02 7.476135e-03 4.000000e-04 8.975069e-05 1.007510e-03
## [581] 5.471946e-05 2.162979e-02 8.100000e-03 7.404002e-03 3.339577e-02
## [586] 7.458167e-04 3.628118e-04 5.097812e-03 5.764480e-03 1.509388e-02
## [591] 2.317527e-03 4.482711e-02 4.982542e-02 1.175971e-02 1.900066e-03
## [596] 3.628118e-04 4.832274e-03 4.644170e-03 1.121452e-02 3.600000e-03
42
## [601] 1.234309e-02 1.888231e-02 2.906140e-03 1.109104e-04 2.946939e-03
## [606] 1.914618e-03 7.346939e-03 1.549965e-02 9.319675e-03 8.264463e-05
## [611] 7.560964e-02 2.995019e-02 2.055518e-02 4.748496e-04 6.306779e-02
## [616] 2.816351e-03 5.507599e-03 4.432133e-04 1.000000e-02 1.125444e-02
## [621] 2.336750e-02 4.336704e-03 1.749726e-02 1.121452e-02 2.841633e-02
## [626] 6.478287e-03 8.361783e-03 6.825539e-03 3.344791e-04 7.284983e-03
## [631] 4.907109e-05 5.097812e-03 6.996540e-03 9.412386e-04 1.099206e-02
## [636] 1.993575e-02 6.276331e-03 1.125444e-02 2.125679e-02 9.157300e-09
## [641] 1.290153e-02 1.509024e-03 2.560000e-02 1.268357e-04 2.284212e-03
## [646] 6.143170e-03 1.600000e-03 2.474752e-02 3.869859e-02 4.933310e-04
## [651] 7.091413e-03 1.806232e-02 2.461548e-02 2.584539e-02 2.761399e-03
## [656] 2.171591e-02 4.863033e-03 6.060539e-03 4.556429e-02 2.624107e-04
## [661] 2.998810e-02 2.574905e-02 1.291515e-02 4.958507e-03 1.207387e-03
## [666] 2.274556e-03 4.525620e-03 1.403396e-03 1.882502e-02 3.579255e-04
## [671] 0.000000e+00 1.269071e-02 3.965950e-02 1.772853e-03 1.109104e-04
## [676] 1.549965e-02 7.592781e-03 7.955293e-04 2.171591e-02 2.830940e-04
## [681] 1.029454e-01 1.950694e-03 1.348011e-02 3.710933e-03 1.609566e-02
## [686] 6.450894e-03 2.727160e-03 9.713423e-03 2.537573e-03 1.958533e-03
## [691] 1.468374e-02 4.656862e-03 1.420274e-02 2.111030e-03 1.699459e-03
## [696] 1.932778e-02 3.307626e-03 1.478852e-04 4.601002e-03 6.070457e-02
## [701] 5.793722e-03 8.520710e-05 2.209481e-02 3.988920e-03 2.666875e-03
## [706] 1.199075e-04 3.477721e-02 6.698962e-04 2.121579e-03 7.684572e-03
## [711] 2.040816e-02 9.680978e-03 4.875088e-02 8.435990e-02 3.864134e-03
## [716] 1.273510e-03 4.958507e-03 5.804989e-03 6.074482e-04 3.169567e-02
## [721] 5.499858e-04 4.907109e-05 3.314267e-02 2.415894e-02 3.193962e-02
## [726] 3.911605e-02 1.186127e-01 2.125679e-02 1.535656e-02 5.459857e-04
## [731] 9.070295e-03 2.601014e-02 8.932103e-03 4.591579e-03 1.369368e-01
## [736] 1.624967e-03 2.383675e-02 7.511660e-04 1.544895e-06 8.838568e-04
## [741] 1.492647e-02 3.887889e-03 2.154966e-04 5.917160e-05 1.586528e-02
## [746] 2.270465e-02 1.089105e-02 7.905062e-04 2.121579e-03 1.956864e-03
## [751] 2.309840e-02 1.534028e-03 2.335830e-02 3.221565e-04 1.965868e-02
## [756] 1.137778e-02 5.840799e-03 2.666875e-03 2.224186e-02 4.409992e-03
## [761] 5.444444e-04 9.048186e-03 4.709548e-02 7.783360e-03 6.063628e-02
## [766] 2.914588e-02 2.216108e-02 3.851176e-04 2.013186e-02 2.057646e-02
## [771] 1.320850e-02 1.858638e-02 3.206442e-02 1.346966e-03 1.777778e-04
## [776] 1.238866e-02 7.367361e-03 2.674187e-02 5.325444e-04 3.130178e-02
## [781] 2.115702e-04 1.958533e-03 3.067232e-02 7.511660e-04 9.667728e-03
## [786] 5.377778e-03 4.543967e-02 2.078576e-03 6.095091e-03 7.458167e-04
## [791] 1.032920e-02 2.446417e-02 3.729486e-03 2.101065e-02 4.209756e-03
## [796] 1.097506e-02 3.574169e-06 2.226253e-04 1.034645e-03 2.063140e-02
## [801] 2.560000e-02 5.474542e-03 1.528099e-03 6.263096e-04 5.714376e-02
## [806] 7.273193e-03 4.219506e-02 8.100000e-03 9.000000e-04 1.364495e-02
## [811] 8.975069e-05 2.147531e-03 2.245085e-02 4.429391e-03 4.560758e-04
## [816] 4.543967e-02 5.988005e-03 2.288626e-02 1.106715e-03 2.250000e-02
## [821] 1.403396e-03 3.936947e-05 2.351111e-02 4.832274e-03 7.476135e-03
## [826] 1.528099e-03 7.602602e-04 3.732295e-02 1.007510e-03 1.845816e-03
## [831] 6.444560e-02 4.000000e-02 1.990890e-02 7.100134e-03 1.919796e-02
## [836] 6.021082e-05 5.499858e-04 2.871046e-02 2.362978e-02 3.600000e-03
## [841] 6.495879e-05 1.565942e-02 2.500000e-03 4.565376e-03 2.213563e-02
## [846] 1.451247e-03 9.619949e-06 4.485112e-02 5.109306e-02 1.894671e-02
## [851] 2.341339e-02 8.224991e-04 1.032920e-02 4.573664e-03 2.560267e-03
## [856] 2.584208e-02 2.052495e-02 1.052148e-02 5.290000e-02 3.401975e-02
## [861] 1.007510e-03 9.109852e-03 1.325481e-02 1.643655e-04 4.409992e-03
## [866] 7.420927e-04 1.347890e-03 3.455447e-02 2.644898e-03 2.659143e-02
43
## [871] 9.000657e-03 3.246849e-03 1.126197e-04 9.099757e-02 3.988920e-03
## [876] 6.267361e-05 3.246849e-03 2.020351e-02 3.419010e-04 4.298037e-02
## [881] 1.667717e-05 9.915523e-03 4.015293e-05 3.318499e-02 1.097418e-02
## [886] 1.772853e-03 2.839584e-02 1.088135e-02 9.428512e-02 7.145034e-03
## [891] 2.661376e-02 3.626382e-04 4.153086e-03 9.092297e-03 1.734439e-02
## [896] 1.853281e-02 7.175087e-03 1.273510e-03 3.336968e-03 9.716327e-03
## [901] 2.925632e-02 1.690000e-02 9.596002e-05 6.334554e-04 7.159763e-03
## [906] 9.680978e-03 4.407865e-03 5.130110e-02 2.601014e-02 4.088437e-03
## [911] 2.057604e-05 8.345679e-04 1.719215e-03 1.724567e-02 4.231568e-03
## [916] 4.000000e-04 7.787608e-03 3.275920e-02 4.415004e-03 5.305874e-02
## [921] 1.007510e-03 6.717570e-03 1.613587e-02 1.444720e-03 1.827143e-03
## [926] 2.373439e-03 7.570794e-03 5.091890e-02 1.586528e-02 1.139062e-03
## [931] 1.052148e-02 1.872576e-02 9.092297e-03 5.206613e-03 7.570794e-03
## [936] 9.596002e-05 6.250000e-06 3.057439e-03 9.092297e-03 3.666584e-02
## [941] 9.000000e-04 3.462214e-03 4.692581e-03 2.899408e-03 1.000000e-04
## [946] 5.634102e-04 1.369288e-02 1.477943e-02 2.294664e-02 6.818553e-02
## [951] 1.213736e-03 1.823837e-02 2.757612e-02 2.091361e-02 5.355918e-02
## [956] 1.139062e-03 3.236383e-04 4.322086e-03 4.496047e-02 2.586460e-04
## [961] 1.157564e-03 7.410964e-03 2.836565e-02 3.795281e-02 1.427160e-03
## [966] 1.173962e-02 2.267980e-03 5.792510e-02 4.907109e-05 6.528546e-02
## [971] 1.888231e-02 6.384519e-02 1.183653e-02 1.437202e-03 2.057604e-05
## [976] 6.242230e-02 4.582249e-03 4.292143e-04 2.652245e-02 5.301857e-03
## [981] 3.527067e-02 1.514233e-02 9.324926e-03 4.380746e-04 2.330559e-05
## [986] 8.100592e-04 5.353956e-05 1.812103e-03 1.269302e-02 1.846811e-02
## [991] 1.299364e-06 2.584208e-02 1.451247e-03 8.143962e-03 7.273193e-03
## [996] 2.994405e-02 9.109852e-03 5.988005e-03 5.507599e-03 1.185180e-02
n<-100
sapply(sa100[1,],function(x){x-10})#bias for khat
## [1] 0.986130374 -1.989343803 3.723360464 0.401306485 -2.081383723
## [6] 0.204538171 2.630154639 -0.949888365 8.355747388 -1.081011573
## [11] 0.263073958 -0.693802916 -0.633491311 2.307159353 4.764783180
## [16] -2.250843645 -0.154975326 1.670218732 -0.617021277 -0.726597325
## [21] 2.487193803 -0.700302725 0.325408275 1.174694832 -0.010561690
## [26] -1.406779661 2.757866434 1.984948508 -1.649588989 -1.552763819
## [31] 0.800000000 -2.091937503 -1.008013074 3.752985011 -2.171557562
## [36] -0.850449019 -0.816380027 -1.727666252 1.718113612 3.989921613
## [41] 2.567756268 2.273457517 -1.858736889 -0.567485439 3.606779966
## [46] -1.858736889 -0.050559340 -1.447210255 -1.717629660 1.210548553
## [51] 3.686885946 -2.600078647 3.745005208 -1.177739149 -1.045915705
## [56] -1.371895392 -1.781155015 -1.039964866 3.490466910 2.115381659
## [61] -1.224979322 -0.668670353 0.986928105 -0.140600316 0.144856018
## [66] -2.523364486 -1.434460727 3.751134154 9.562267972 -0.812500000
## [71] -0.719664208 -0.116212339 0.557451346 5.532871972 1.377358491
## [76] 0.420245586 1.064080944 -2.038079929 1.999179166 -2.859154930
## [81] 3.370370370 -2.248296706 0.445968825 1.921985816 0.463467242
## [86] -3.054794521 -0.502824859 -2.081991215 2.148075226 -0.804597701
## [91] 2.781512605 -1.224203822 -0.410156015 -2.386388584 -0.500761035
## [96] 7.438032167 -0.758241758 -2.305160142 -1.800044720 5.342984410
## [101] -1.654541791 0.042008197 -2.662406765 -1.398119122 2.316826530
## [106] -0.475883530 -1.331958263 -1.438356164 0.996821360 -0.748244013
## [111] -1.161672799 -2.424047752 -2.010512190 0.349819394 -0.447368421
## [116] 11.864036989 1.610687023 3.182741117 7.068073820 -0.748244013
## [121] -0.723842196 2.338211792 -0.086159487 -1.654541791 -0.133511623
44
## [126] 1.436090226 -1.311091471 -0.798036466 0.067085954 1.539845758
## [131] -2.549697801 0.570188440 -0.723842196 1.824230387 -0.074625023
## [136] 1.585042220 -2.341307815 -2.097227497 -1.392991794 16.066489362
## [141] -0.784203103 -1.833407178 2.702827087 -0.074625023 0.423063540
## [146] 0.151499615 -1.926394935 -0.783179178 -1.072300618 0.441683718
## [151] 0.075374976 1.290997272 -0.278414739 11.099644128 -0.951124903
## [156] -0.130233328 -0.888045541 0.916238854 -2.480830941 -2.129886507
## [161] 0.730456574 1.372845319 -1.486844670 0.463467242 -1.963531100
## [166] 3.978550095 -2.066147439 1.013012807 -1.077582226 -0.814207650
## [171] -1.610343290 -1.619814740 -1.068698193 -1.284085927 -0.260118136
## [176] 0.596558885 -0.740941933 -1.394410099 7.079370510 4.515577276
## [181] 1.373471123 2.224845066 -0.621266203 -0.820040900 -0.850449019
## [186] 0.129396439 0.413527689 1.232908532 0.440945393 -2.781393997
## [191] -1.485486992 -1.934460660 2.914181376 -0.001686341 0.028960818
## [196] -1.346703550 -0.737275032 1.631716053 -1.198952880 -2.947633876
## [201] -0.089377886 -1.059014971 -1.298395957 -1.168966352 2.966776873
## [206] -0.520787746 -2.403945585 -0.520595968 -2.977691608 0.190809191
## [211] 0.857254456 4.456090652 -0.319531055 0.203457136 4.276631055
## [216] -0.465883782 3.576449307 -0.633491311 -2.677624206 0.140767824
## [221] 2.304551487 -1.416912074 1.530755712 -1.833407178 -0.975000000
## [226] 0.695737940 1.484050859 -2.929804373 -0.503501866 5.090236686
## [231] -1.569002123 -2.448561374 2.600000000 -2.086671193 -2.757037971
## [236] -1.590070922 1.451376147 1.687256326 0.920226454 -0.848946214
## [241] 1.108516159 4.384068161 -0.550068587 -0.684309574 -0.102224444
## [246] -1.197777274 -1.468140442 -0.063114330 2.117742348 4.685015291
## [251] -2.795934918 4.581274864 2.453611363 -0.425367720 0.962756052
## [256] -1.795043990 -0.337973705 1.469819540 0.273570325 0.315621322
## [261] 1.262366767 2.252555900 -0.573434896 2.446605254 -3.162393162
## [266] -0.264367816 0.818850092 4.493075028 -2.094058058 -2.159108378
## [271] -0.436528197 -0.169590643 1.315774049 0.088200238 -1.489361702
## [276] 0.321453050 0.210526316 -1.147517730 -2.974422036 -1.839830337
## [281] -0.820040900 -0.744666008 -0.789035732 -0.588235294 1.394387303
## [286] 0.047094464 -0.559829060 7.710069444 0.705202717 -1.086419753
## [291] 1.266666667 -1.552703941 0.307095699 -1.545161122 -1.722798383
## [296] 4.126050420 0.102326416 1.199138859 -0.951124903 -2.023255814
## [301] 0.845559846 -1.866941015 0.609949124 2.631061377 -0.840687610
## [306] 0.273570325 -1.890707060 0.678479847 -0.374594491 1.539845758
## [311] 0.617647059 1.868721373 2.735330836 1.054857302 3.006092644
## [316] 1.469819540 -1.625384095 2.623103768 0.307095699 -0.767889735
## [321] -0.413043478 -1.669687765 1.130081301 -1.670100880 0.990749306
## [326] -1.959951518 -3.859558793 -0.406403457 0.645669291 -1.733547876
## [331] -1.004680187 0.337056035 -0.159803551 -0.084977238 -2.054822773
## [336] -0.495509076 -1.012879103 3.346515370 -2.432835821 -1.208791209
## [341] 0.070460210 -2.791469194 0.008135338 -3.074710176 2.750537634
## [346] 0.474375037 0.169501924 -1.197777274 0.623893805 2.457504521
## [351] 1.451376147 2.216792391 -0.440130598 -1.569596417 6.818864859
## [356] 2.446605254 -2.140573386 -0.231887904 4.285714286 -0.723803167
## [361] -0.459627329 -3.691286786 -0.781818182 -1.917988976 -0.189989785
## [366] 1.611038108 3.855965571 1.083497992 -1.571332095 -2.879608926
## [371] -0.276451354 -1.001817769 -0.892215569 0.756097561 -1.879591942
## [376] 17.264150943 -0.173384359 -1.967992241 -1.934460660 2.284470247
## [381] 3.588373920 4.957123716 -0.851071303 2.777132295 -2.418463088
## [386] -1.549823058 0.904467547 -0.130423669 1.401983816 3.050599201
## [391] -2.466564181 -2.574297189 0.877260513 3.236220472 -0.723842196
45
## [396] -2.727769150 -0.614255765 0.187377827 -2.250843645 2.686825760
## [401] -0.396602702 -0.468451043 0.569377990 -1.246844320 -1.530495997
## [406] -0.546226199 -2.036649215 0.938233049 0.188763455 1.401983816
## [411] 2.368356280 -2.279187817 -0.778684590 1.245901639 0.790002958
## [416] -0.562554477 3.892561983 -1.641901932 -2.151051421 0.110787172
## [421] -1.737792409 7.109940817 -0.748244013 -0.308243728 -0.130423669
## [426] 0.423063540 4.739468568 5.141608224 -1.193288591 1.879909097
## [431] 10.755955840 -1.147517730 -1.038539554 -0.283946273 3.815948736
## [436] -2.064845121 2.006924409 -2.499924884 1.164556962 -0.549731738
## [441] -1.397849462 -0.451584455 -2.971825832 4.685015291 -1.795454545
## [446] 0.256410256 3.657844991 1.191553879 -0.909385113 3.747945888
## [451] -0.216931217 -2.561048549 -0.621266203 1.311986864 1.632876524
## [456] -0.759094305 2.279857398 -1.801251956 -1.718108210 -2.523329130
## [461] 2.368356280 -1.798948752 -1.187984376 0.294465568 -1.038539554
## [466] 5.746727945 2.746987952 3.022684310 -1.916072204 0.432571850
## [471] 10.713497174 -1.224648986 -1.532312111 2.265977263 2.818408167
## [476] 0.958382878 3.703916778 0.279978036 -1.707332240 -1.097693351
## [481] 0.623893805 -0.324254520 -1.595098845 -0.651400157 -1.664702168
## [486] -0.447368421 -2.992213767 -0.089887640 -0.960890820 -1.039964866
## [491] -0.495509076 1.734576566 0.916238854 7.864792801 -2.341307815
## [496] -2.655698964 -2.835352952 -1.467005076 -1.967824968 -0.574130908
## [501] -1.122610415 -1.666666667 1.436090226 -0.708542714 -1.286852590
## [506] -0.197208176 1.394815953 2.453611363 -0.800056164 -1.447210255
## [511] -1.067107383 -0.588235294 -2.686675831 0.324036871 2.837755020
## [516] 3.258562967 2.073541843 -1.039964866 -1.168966352 -2.152302243
## [521] -1.153231873 -0.887767081 0.747269891 -0.206163656 -0.001686341
## [526] -0.744666008 2.720623501 -2.929804373 -1.072300618 0.404830546
## [531] -1.727666252 -2.070898812 1.166940339 1.687256326 -1.866310160
## [536] -0.124604354 42.448275862 0.609397944 -0.380307020 -0.098926738
## [541] -1.460922070 -3.156818608 -1.642038217 -0.714301268 5.710280374
## [546] 0.384359401 4.064361191 1.610687023 3.755847953 2.165772212
## [551] 3.406131056 1.165960697 -1.986698912 -1.649412284 3.707897620
## [556] 4.498520710 -0.351494314 1.428571429 -2.376470588 2.448579106
## [561] 3.040887041 0.350863746 -1.348241943 -1.948576473 -1.260138477
## [566] -3.092051827 1.786117632 -0.206603829 -0.697674419 21.283642568
## [571] -1.831978956 -1.069221261 -0.586800574 0.883096367 -1.754516573
## [576] -1.488969114 -2.098688751 0.629044988 1.271358179 -0.283946273
## [581] -2.979752531 3.117943186 -2.105219893 -0.605525811 4.138164941
## [586] 1.893570896 -2.008865903 -0.063114330 -1.137779686 -2.608409987
## [591] -0.291479310 14.242424242 4.151927438 1.957345972 -1.295737123
## [596] 3.846618657 3.195934688 0.265868850 0.108000836 -0.646241830
## [601] 1.022400000 -0.308243728 -1.298395957 5.268596184 -2.278068120
## [606] -1.545161122 1.547396529 -1.098092643 -0.885676741 -1.290155440
## [611] 0.027777778 1.430009149 -3.164066801 -1.890707060 -0.188738269
## [616] -2.939983464 0.266729948 -0.343574738 0.255813953 -0.712707182
## [621] -0.071885393 0.061135371 0.072847682 11.910767485 -1.649412284
## [626] 1.054857302 -0.177178623 -0.476190476 11.497344278 -2.473428976
## [631] 0.000000000 -1.308571429 -2.036454923 -0.179687950 -1.541227201
## [636] -1.201099404 -2.294101546 -0.644762597 -0.814843448 -0.365505302
## [641] -2.554766506 -1.077415762 1.311986864 -1.884265280 -1.567931457
## [646] -0.129032258 0.384359401 5.758900406 -1.109630613 4.246523591
## [651] 2.940298507 2.199247109 -1.177071064 -2.650000000 -1.899408284
## [656] 0.324288375 0.606449850 -1.670100880 -0.693617021 -0.300768386
## [661] -1.811606947 -0.358940700 -2.135725429 0.882465819 -1.795043990
46
## [666] -1.368179845 -1.049645805 6.841584158 -2.548709742 -2.518518519
## [671] -0.682974560 -1.961493582 -1.187984376 5.680412371 0.905660377
## [676] -1.450086684 -1.899408284 -1.141553437 -0.140600316 -0.615037594
## [681] -0.680621609 1.311339617 -0.753020134 0.955681161 1.705095214
## [686] 2.229031154 -0.091608560 -0.410156015 4.468425190 1.428571429
## [691] 0.695737940 -0.615037594 -0.907514451 1.171284968 -1.368179845
## [696] 1.705095214 0.274614581 0.324036871 -1.406779661 0.337997847
## [701] 14.839662447 -2.816080071 -1.756580290 4.313360172 1.165960697
## [706] -0.374594491 -0.680621609 -1.633484163 0.623893805 -1.284085927
## [711] -0.410156015 0.235120512 0.171685849 1.244577757 0.390009606
## [716] -0.217745586 -2.168055484 -0.955002557 -0.519516729 -1.669687765
## [721] -2.487232981 -2.638050844 -1.579735300 -2.094316561 -2.272084806
## [726] 1.165962398 1.377358491 0.390009606 1.510160231 4.788628437
## [731] 4.677786138 -0.781818182 -1.836528551 -0.293213828 1.723300548
## [736] -1.397849462 -1.665816327 4.151927438 -1.934037972 -1.225497421
## [741] -2.416794413 -1.752577320 0.187878788 0.569377990 1.219383505
## [746] 1.705095214 -1.119266055 -0.744666008 -1.493543759 -0.883133584
## [751] 1.092195088 -2.136230673 0.957743891 1.745456001 -2.939983464
## [756] 2.279857398 -0.384789210 0.582612991 -2.064377682 -0.313776279
## [761] -1.056626032 -1.593737124 0.627170582 -2.586482558 7.035120148
## [766] 3.498812803 -1.579735300 -2.477418104 -0.102443781 -1.208092486
## [771] -0.091608560 -1.988841531 -0.464745689 2.001131222 0.051792829
## [776] 0.411597700 -1.766823832 -1.086004792 3.141685166 -2.622100955
## [781] -0.860722998 1.451376147 4.297126840 0.283303038 0.689251851
## [786] 0.997222994 1.551757475 -1.219082808 1.836177474 -0.374594491
## [791] -0.133695462 -0.684309574 -0.712707182 0.773399015 -1.406779661
## [796] -1.433595211 2.404753459 0.097315651 5.813535912 -1.576398460
## [801] 1.098249723 2.427253153 0.135042735 -2.451664661 0.362549801
## [806] -1.506244796 -1.496316565 -1.997001235 -0.351494314 -0.693617021
## [811] 2.199713287 -1.596587566 -0.394966177 2.513075445 2.442006270
## [816] -1.045915705 -0.850449019 -1.024947600 -0.952855111 2.423601044
## [821] -0.050513544 0.337997847 5.239909468 -0.562349543 -0.606603116
## [826] -2.765779763 1.315774049 1.929324807 -0.574130908 1.581233008
## [831] 0.874712729 7.546853323 -0.943605237 8.983353800 0.200743494
## [836] 0.633711507 0.028743625 0.566371063 2.358415842 3.888647867
## [841] 2.110400000 0.194411964 1.670218732 -0.922845087 8.586402266
## [846] -0.960890820 -0.550029295 -0.058823529 -1.296479031 -1.365357010
## [851] 1.688729875 -2.443574122 -1.153231873 1.836079393 0.606449850
## [856] -0.506676600 0.537505752 -2.346473727 1.539845758 -1.778378378
## [861] 0.505506689 -3.220597110 -0.700302725 -2.126162019 1.028423584
## [866] 2.111939742 0.337056035 -0.621266203 0.451844262 -0.889824024
## [871] 1.435374150 -2.248296706 -1.852096090 -1.688931209 -0.476190476
## [876] -0.118082447 -0.057504873 5.275141847 3.950588235 4.104113674
## [881] -0.541674019 -0.259377131 -1.612499285 -2.263157895 -1.744305658
## [886] -1.456556082 -2.685618729 -1.845135533 -0.459889183 2.088295688
## [891] -1.456204956 4.572934444 0.049434410 -1.341887250 -1.300724638
## [896] -1.304347826 -1.702434468 -2.277475623 1.707666964 1.138613861
## [901] 2.818801090 -0.247045341 -0.733787995 -1.391304348 1.359582614
## [906] 3.254901961 -1.314776914 -2.218623482 -0.800444554 -1.773008585
## [911] -0.502824859 -1.175572519 -0.278414739 0.247947455 1.372845319
## [916] 0.109399076 -0.133834586 -0.541674019 3.498825298 -2.929804373
## [921] 1.311986864 -0.479670440 -1.371895392 -1.836734694 -1.286852590
## [926] -1.703558433 -2.790349983 0.958904110 -1.413120476 2.005434783
## [931] 0.115626789 -3.829059829 1.591900312 0.674612841 -2.352418846
47
## [936] 3.860576923 -0.975968637 3.050599201 -0.071885393 -0.995865870
## [941] -1.096811195 -1.165265645 -2.002484012 -1.096811195 -1.555984556
## [946] 5.563458520 0.877913430 -0.541674019 -1.670100880 1.323216675
## [951] -0.263650546 0.224623207 -1.627556754 -1.988841531 2.148075226
## [956] 0.704299093 -1.320110701 -1.541323255 -2.655135898 -1.532312111
## [961] 0.726603575 -1.934037972 -1.102898225 -1.122610415 -2.756613757
## [966] -2.551724138 2.268234594 -2.326910400 0.307095699 0.102326416
## [971] -2.395199336 -2.139599980 0.726603575 -0.294005709 -1.403070262
## [976] -2.556701031 -0.981786884 -0.308243728 -1.272556290 1.578814274
## [981] -2.150875889 -0.580567158 1.092168954 1.985330565 -3.162790698
## [986] 0.756097561 0.115626789 2.554934009 -2.979487179 6.124986816
## [991] -1.397849462 -0.450036567 -1.313480972 -0.900138696 -2.159770343
## [996] 1.117051133 1.315774049 -0.610432245 -1.177071064 1.578814274
sapply(sa100[2,],function(x){x-0.4})#bias for phat
## [1] 5.056180e-03 1.168116e-01 -1.209138e-01 -2.216285e-02 1.026131e-01
## [6] -8.997494e-03 -8.646465e-02 2.209424e-02 -1.809950e-01 5.745098e-02
## [11] -1.707379e-02 6.313225e-02 1.103896e-02 -1.034247e-01 -1.128302e-01
## [16] 1.355422e-01 3.249370e-03 -5.039216e-02 4.761905e-02 2.594937e-02
## [21] -6.125296e-02 1.291667e-02 9.669031e-03 -5.010230e-02 8.431373e-03
## [26] 5.384615e-02 -7.157518e-02 -9.211382e-02 1.005742e-01 8.536585e-02
## [31] -6.666667e-02 1.222518e-01 5.929782e-02 -1.069727e-01 1.211765e-01
## [36] 2.297158e-02 1.269129e-02 7.265985e-02 -7.827586e-02 -1.119355e-01
## [41] -8.331658e-02 -5.698337e-02 6.921466e-02 9.222798e-03 -1.141131e-01
## [46] 6.921466e-02 1.027569e-03 6.885287e-02 8.657568e-02 -4.408521e-02
## [51] -1.384358e-01 1.243299e-01 -1.228084e-01 5.679901e-02 3.890585e-02
## [56] 7.866828e-02 1.061538e-01 5.089109e-02 -1.042356e-01 -7.231738e-02
## [61] 6.951456e-02 2.223350e-02 -2.682927e-02 6.329114e-04 -2.754342e-03
## [66] 1.350000e-01 7.982968e-02 -1.003883e-01 -1.868345e-01 5.714286e-02
## [71] 1.162304e-02 1.987952e-02 -2.301508e-02 -1.411940e-01 -4.666667e-02
## [76] -3.656174e-03 -3.395062e-02 7.601583e-02 -6.581047e-02 1.461538e-01
## [81] -1.157895e-01 1.018252e-01 4.940898e-03 -5.609756e-02 -2.345178e-02
## [86] 1.615385e-01 3.170732e-02 1.253846e-01 -5.179669e-02 3.500000e-02
## [91] -9.487179e-02 7.289157e-02 1.606516e-02 1.358824e-01 1.582278e-02
## [96] -1.797917e-01 3.931034e-02 8.344086e-02 6.707572e-02 -1.295181e-01
## [101] 8.769042e-02 -5.656566e-03 1.355980e-01 5.571429e-02 -6.955774e-02
## [106] 3.468599e-02 3.608466e-02 3.800000e-02 -6.172043e-02 4.207824e-02
## [111] 4.012853e-02 1.108269e-01 7.312169e-02 -2.704663e-02 1.454545e-02
## [116] -2.220823e-01 -6.410256e-02 -1.185714e-01 -1.697455e-01 4.207824e-02
## [121] 4.846154e-02 -8.958225e-02 1.961538e-02 8.769042e-02 4.392694e-02
## [126] -5.897436e-02 2.698113e-02 4.012346e-02 -1.061224e-02 -5.164179e-02
## [131] 1.140731e-01 -3.387597e-02 4.846154e-02 -8.031746e-02 4.014963e-03
## [136] -6.163265e-02 1.118367e-01 1.162745e-01 5.776650e-02 -2.480808e-01
## [141] 2.969697e-02 7.020833e-02 -7.172662e-02 4.014963e-03 -2.870801e-02
## [146] -7.939698e-03 1.003960e-01 4.917874e-02 6.036496e-02 -3.798942e-02
## [151] -3.984962e-03 -5.813472e-02 -6.031332e-03 -2.175325e-01 7.740741e-02
## [156] 2.858156e-02 3.020408e-02 -3.174129e-02 1.612322e-01 1.018987e-01
## [161] -9.522673e-03 -5.971576e-02 9.100478e-02 -2.345178e-02 1.014640e-01
## [166] -1.188550e-01 8.274151e-02 -3.588529e-02 6.736211e-02 4.634146e-02
## [171] 6.247423e-02 8.686275e-02 3.330749e-02 8.531915e-02 3.327014e-02
## [176] -4.328042e-02 5.252983e-02 7.294840e-02 -1.734109e-01 -9.963303e-02
## [181] -3.335731e-02 -5.725537e-02 1.263566e-02 3.791045e-02 2.297158e-02
## [186] 2.648148e-02 -2.452685e-02 -2.342790e-02 -1.593516e-02 1.776739e-01
## [191] 6.743719e-02 7.981912e-02 -8.097087e-02 -1.493506e-02 4.827586e-03
48
## [196] 7.496350e-02 1.780362e-02 -7.502646e-02 6.585366e-02 1.686035e-01
## [201] -1.455497e-02 5.408867e-02 5.738693e-02 3.256545e-02 -9.074813e-02
## [206] 8.105263e-02 1.121080e-01 3.884615e-02 1.454047e-01 -3.564356e-03
## [211] -3.987212e-02 -1.385185e-01 7.005076e-03 9.665072e-03 -1.401348e-01
## [216] 5.520737e-02 -1.075819e-01 1.103896e-02 1.408081e-01 -1.837209e-02
## [221] -7.735516e-02 7.069307e-02 -4.876543e-02 7.020833e-02 2.105263e-02
## [226] -4.515366e-03 -5.778626e-02 1.431250e-01 5.385151e-02 -1.322772e-01
## [231] 9.578947e-02 1.058639e-01 -6.666667e-02 7.262032e-02 1.536409e-01
## [236] 5.779221e-02 -5.506329e-02 -6.544757e-02 -2.271845e-02 5.417790e-03
## [241] -9.308756e-03 -1.100959e-01 3.915663e-02 2.723618e-02 2.110553e-03
## [246] 4.761421e-02 7.469136e-02 -5.510204e-03 -8.888594e-02 -1.330612e-01
## [251] 1.233156e-01 -1.277330e-01 -7.399015e-02 -2.073491e-03 -2.965517e-02
## [256] 8.385390e-02 1.709677e-02 -6.520833e-02 -1.941176e-02 1.587413e-02
## [261] -3.950739e-02 -4.823666e-02 2.221106e-02 -9.308901e-02 1.850000e-01
## [266] -4.545455e-03 -2.472906e-02 -1.150363e-01 8.191601e-02 1.152475e-01
## [271] 2.453202e-02 1.707317e-02 -5.269720e-02 -3.521739e-02 7.000000e-02
## [276] -5.675676e-03 -2.000000e-02 4.620253e-02 1.892754e-01 9.263682e-02
## [281] 3.791045e-02 3.110276e-02 2.123711e-02 2.500000e-02 -4.105134e-02
## [286] -1.979058e-02 -1.702128e-03 -1.718812e-01 -3.475703e-02 2.631579e-02
## [291] -5.384615e-02 5.458333e-02 -1.094763e-02 7.665012e-02 1.243318e-01
## [296] -1.097561e-01 6.836983e-03 -3.568627e-02 7.740741e-02 9.142857e-02
## [301] -9.056604e-03 7.337662e-02 -1.262774e-02 -9.440415e-02 2.470437e-02
## [306] -1.941176e-02 7.229765e-02 -2.260546e-02 4.138817e-03 -5.164179e-02
## [311] -4.210526e-02 -7.056266e-02 -8.277228e-02 -3.907268e-02 -1.070604e-01
## [316] -6.520833e-02 7.882793e-02 -6.648456e-02 -1.094763e-02 1.485640e-02
## [321] 3.809524e-02 9.097800e-02 -6.756757e-02 7.299492e-02 -3.302752e-03
## [326] 9.626566e-02 2.237337e-01 6.072398e-02 -9.230769e-03 1.092874e-01
## [331] 1.354839e-02 -1.401003e-02 3.393443e-02 -6.060606e-04 1.122604e-01
## [336] 9.280206e-03 6.288462e-02 -1.025441e-01 1.153846e-01 5.500000e-02
## [341] 4.152334e-03 1.410256e-01 3.064965e-02 1.501575e-01 -9.805195e-02
## [346] 2.386635e-05 1.988290e-02 4.761421e-02 -3.102041e-02 -6.686747e-02
## [351] -5.506329e-02 -8.404145e-02 -1.610354e-02 8.277641e-02 -1.580098e-01
## [356] -9.308901e-02 1.585649e-01 3.918415e-02 -1.200000e-01 2.150895e-02
## [361] 2.500000e-03 1.975862e-01 2.307692e-02 7.141732e-02 -4.081633e-04
## [366] -7.617021e-02 -1.192545e-01 -2.376499e-02 5.914729e-02 1.659801e-01
## [371] 8.287154e-03 4.231156e-02 2.820513e-02 -6.809524e-02 8.889169e-02
## [376] -2.441176e-01 6.040100e-03 5.318681e-02 7.981912e-02 -1.004348e-01
## [381] -1.262366e-01 -1.553005e-01 6.672131e-02 -1.018110e-01 1.368305e-01
## [386] 1.041315e-01 -3.868020e-02 -1.806616e-03 -3.339713e-02 -9.656566e-02
## [391] 1.256566e-01 1.211628e-01 -4.421189e-02 -9.024390e-02 4.846154e-02
## [396] 1.239108e-01 3.363636e-02 -2.502618e-02 1.355422e-01 -8.944162e-02
## [401] 2.380835e-02 4.798595e-02 -4.425532e-02 5.126582e-02 6.874055e-02
## [406] 2.945813e-02 8.974359e-02 -3.705290e-02 -1.329949e-02 -3.339713e-02
## [411] -7.578554e-02 1.051282e-01 2.510204e-02 -5.142857e-02 -4.596859e-02
## [416] 2.702233e-02 -1.048780e-01 4.866667e-02 8.796345e-02 3.529412e-03
## [421] 9.260442e-02 -1.586199e-01 4.207824e-02 2.923077e-02 -1.806616e-03
## [426] -2.870801e-02 -1.292982e-01 -1.378086e-01 5.987654e-02 -5.572127e-02
## [431] -2.178836e-01 4.620253e-02 1.957447e-02 1.889435e-02 -1.148223e-01
## [436] 1.154279e-01 -6.019608e-02 1.159948e-01 -2.380952e-02 5.289720e-02
## [441] 6.500000e-02 2.205955e-02 1.577551e-01 -1.330612e-01 6.315789e-02
## [446] -1.000000e-02 -8.882353e-02 -5.241645e-02 6.641509e-02 -1.039558e-01
## [451] 3.953488e-02 1.363659e-01 1.263566e-02 -3.313253e-02 -4.669100e-02
## [456] 3.394015e-02 -6.204819e-02 9.153846e-02 7.452926e-02 1.149351e-01
## [461] -7.578554e-02 8.164557e-02 2.782493e-02 1.186441e-03 1.957447e-02
49
## [466] -1.478841e-01 -1.113043e-01 -8.132530e-02 4.656510e-02 1.121212e-02
## [471] -2.083375e-01 2.733333e-02 7.120301e-02 -4.372998e-02 -9.340967e-02
## [476] -4.958333e-02 -9.570743e-02 -2.354005e-02 6.185379e-02 5.493827e-02
## [481] -3.102041e-02 1.960591e-02 9.613909e-02 4.338624e-03 7.748744e-02
## [486] 1.454545e-02 1.679397e-01 2.380952e-02 2.813953e-02 5.089109e-02
## [491] 9.280206e-03 -4.293556e-02 -3.174129e-02 -1.755362e-01 1.118367e-01
## [496] 1.473632e-01 1.387565e-01 8.048780e-02 9.177215e-02 3.603406e-02
## [501] 5.283582e-02 8.000000e-02 -5.897436e-02 6.279070e-02 6.481481e-02
## [506] -2.153639e-02 -3.755448e-02 -7.399015e-02 -6.519337e-03 6.885287e-02
## [511] 4.890274e-02 2.500000e-02 1.182322e-01 4.880383e-03 -8.919799e-02
## [516] -1.035878e-01 -5.710145e-02 5.089109e-02 3.256545e-02 9.823529e-02
## [521] 4.196931e-02 3.238579e-02 -1.385542e-02 -7.916667e-03 -1.493506e-02
## [526] 3.110276e-02 -7.611650e-02 1.431250e-01 6.036496e-02 -1.267990e-02
## [531] 7.265985e-02 9.312020e-02 -3.821782e-02 -6.544757e-02 7.948718e-02
## [536] -4.066496e-03 -3.256410e-01 5.882353e-04 2.299742e-03 1.611650e-02
## [541] 5.555270e-02 1.582199e-01 8.456790e-02 4.476998e-02 -1.390244e-01
## [546] -1.962025e-02 -1.419008e-01 -6.410256e-02 -1.179381e-01 -6.792079e-02
## [551] -1.307202e-01 -4.087282e-02 1.278723e-01 6.583548e-02 -1.293531e-01
## [556] -1.268687e-01 -4.083770e-03 -5.000000e-02 7.222222e-02 -8.590793e-02
## [561] -1.024742e-01 4.797136e-03 6.117794e-02 7.445026e-02 3.021277e-02
## [566] 1.471958e-01 -3.431555e-02 1.762836e-02 3.000000e-02 -2.775718e-01
## [571] 1.105276e-01 7.588235e-02 3.024691e-02 -1.867470e-02 1.057314e-01
## [576] 8.407767e-02 1.416822e-01 -2.179104e-02 -4.245658e-02 1.889435e-02
## [581] 1.626582e-01 -1.087958e-01 9.653061e-02 1.299735e-03 -1.184925e-01
## [586] -4.770883e-02 1.205769e-01 -5.510204e-03 8.633411e-02 1.073333e-01
## [591] 2.539952e-02 -2.350000e-01 -1.208861e-01 -3.620690e-02 5.494949e-02
## [596] -1.046210e-01 -9.839196e-02 -2.691906e-02 -2.307087e-02 5.757009e-02
## [601] -2.349398e-02 2.923077e-02 5.738693e-02 -1.334398e-01 1.361353e-01
## [606] 7.665012e-02 -7.784946e-02 4.484848e-02 4.764706e-02 7.073171e-02
## [611] -2.105263e-02 -4.741935e-02 1.646632e-01 7.229765e-02 -4.536082e-03
## [616] 1.396588e-01 5.192308e-03 1.216080e-02 9.523810e-03 4.146341e-02
## [621] -3.147208e-03 -1.833333e-02 -1.282051e-02 -2.206361e-01 6.583548e-02
## [626] -3.907268e-02 1.128713e-02 2.000000e-02 -2.036967e-01 1.128497e-01
## [631] 0.000000e+00 4.871795e-02 7.968586e-02 2.055690e-02 5.041995e-02
## [636] 4.551020e-02 1.333577e-01 3.718826e-02 7.467890e-02 3.800948e-02
## [641] 1.466585e-01 1.229050e-03 -3.313253e-02 8.670886e-02 9.216867e-02
## [646] 1.333333e-02 -1.962025e-02 -1.626738e-01 8.704388e-02 -1.044893e-01
## [651] -8.470588e-02 -5.079812e-02 8.056604e-02 1.714286e-01 5.675676e-02
## [656] -1.837563e-02 -2.852792e-02 7.299492e-02 3.518519e-02 -1.234043e-02
## [661] 7.139896e-02 2.630170e-02 1.416901e-01 -8.544601e-03 8.385390e-02
## [666] 9.004728e-02 3.685422e-02 -1.755556e-01 1.180311e-01 1.400000e-01
## [671] 4.434783e-02 1.162651e-01 2.782493e-02 -1.512821e-01 -2.588235e-02
## [676] 5.731458e-02 1.024324e-01 7.186603e-02 6.329114e-04 2.088608e-02
## [681] 2.412869e-04 -4.814070e-02 4.879518e-02 -2.302663e-02 -5.912281e-02
## [686] -9.089947e-02 9.753695e-03 1.606516e-02 -1.186978e-01 -5.000000e-02
## [691] -4.515366e-03 2.088608e-02 7.181818e-02 -3.209246e-02 9.004728e-02
## [696] -5.912281e-02 -1.931540e-03 4.880383e-03 5.384615e-02 -2.081633e-02
## [701] -2.365517e-01 1.442711e-01 8.766169e-02 -1.268286e-01 -4.087282e-02
## [706] 4.138817e-03 2.412869e-04 1.139535e-01 -3.102041e-02 8.531915e-02
## [711] 1.606516e-02 -1.372549e-03 6.029056e-03 -3.271186e-02 3.846154e-04
## [716] 5.081633e-02 9.668380e-02 4.112782e-02 2.613861e-02 9.097800e-02
## [721] 1.417445e-01 1.609927e-01 6.791878e-02 9.837563e-02 1.240741e-01
## [726] -1.758782e-02 -4.666667e-02 3.846154e-04 -2.381062e-02 -1.112646e-01
## [731] -1.145346e-01 2.307692e-02 8.753769e-02 1.105263e-02 -8.694823e-02
50
## [736] 6.500000e-02 7.515152e-02 -1.208861e-01 1.033498e-01 3.079365e-02
## [741] 1.564929e-01 8.500000e-02 2.439024e-03 -4.425532e-02 -4.169154e-02
## [746] -5.912281e-02 9.545455e-02 3.110276e-02 5.259740e-02 6.178147e-02
## [751] -4.209068e-02 9.340206e-02 -1.397163e-02 -7.391645e-02 1.396588e-01
## [756] -6.204819e-02 -1.623306e-02 -8.792271e-03 1.418605e-01 1.399002e-02
## [761] 4.614035e-02 8.059406e-02 -1.607843e-02 1.449505e-01 -1.745833e-01
## [766] -1.207162e-01 6.791878e-02 1.237563e-01 7.171216e-03 4.358974e-02
## [771] 9.753695e-03 1.105379e-01 3.837321e-02 -5.669903e-02 3.275862e-02
## [776] -3.214099e-02 7.612245e-02 1.619946e-02 -1.192141e-01 1.638462e-01
## [781] 4.423645e-02 -5.506329e-02 -1.174257e-01 -1.296482e-02 -3.234097e-02
## [786] -3.809045e-02 -4.594132e-02 5.781095e-02 -5.529412e-02 4.138817e-03
## [791] 1.656934e-02 2.723618e-02 4.146341e-02 -2.407407e-02 5.384615e-02
## [796] 9.962617e-02 -9.850267e-02 -6.826196e-03 -1.293458e-01 9.978622e-02
## [801] -2.786925e-02 -7.651741e-02 -2.012987e-02 1.140206e-01 -6.274510e-03
## [806] 7.564356e-02 7.273632e-02 1.323005e-01 -4.083770e-03 3.518519e-02
## [811] -9.753388e-02 9.265700e-02 1.332494e-02 -9.072351e-02 -9.619048e-02
## [816] 3.890585e-02 2.297158e-02 6.684964e-02 6.644550e-02 -6.676329e-02
## [821] 9.066339e-03 -2.081633e-02 -1.362189e-01 1.959596e-02 2.796020e-02
## [826] 1.335751e-01 -5.269720e-02 -8.229551e-02 3.603406e-02 -5.720403e-02
## [831] -4.780679e-02 -1.874263e-01 3.173913e-02 -2.035121e-01 -1.571429e-02
## [836] -1.913580e-02 1.480769e-02 -3.185090e-02 -8.037975e-02 -1.177551e-01
## [841] -4.080460e-02 -7.616708e-04 -5.039216e-02 4.837838e-02 -1.820988e-01
## [846] 2.813953e-02 3.175853e-03 -7.692308e-03 5.269036e-02 6.672457e-02
## [851] -6.121212e-02 1.650820e-01 4.196931e-02 -6.796438e-02 -2.852792e-02
## [856] 2.872236e-02 6.168224e-03 1.213283e-01 -5.164179e-02 7.435897e-02
## [861] -4.114058e-02 2.445995e-01 1.291667e-02 8.896104e-02 -4.727506e-02
## [866] -6.727047e-02 -1.401003e-02 1.263566e-02 -1.346535e-02 1.492063e-02
## [871] -4.146341e-02 1.018252e-01 5.655914e-02 1.089598e-01 2.000000e-02
## [876] 5.436526e-02 6.336634e-03 -1.178422e-01 -1.240260e-01 -1.156858e-01
## [881] 2.396509e-02 2.502415e-02 5.663185e-02 1.428571e-01 1.135849e-01
## [886] 8.692308e-02 1.537037e-01 8.314721e-02 1.718593e-02 -6.413793e-02
## [891] 7.168734e-02 -1.385564e-01 -9.725686e-04 7.816425e-02 5.061224e-02
## [896] 6.000000e-02 5.435013e-02 1.140806e-01 -4.723971e-02 -6.333333e-02
## [901] -9.731959e-02 -2.165312e-02 2.843829e-02 6.000000e-02 -5.755784e-02
## [906] -8.615385e-02 7.436893e-02 7.806452e-02 1.958549e-02 9.349754e-02
## [911] 3.170732e-02 6.235294e-02 -6.031332e-03 -1.455696e-02 -5.971576e-02
## [916] 6.172840e-04 1.049383e-02 2.396509e-02 -1.192348e-01 1.431250e-01
## [921] -3.313253e-02 -4.005305e-03 7.866828e-02 9.000000e-02 6.481481e-02
## [926] 1.050358e-01 1.714563e-01 -3.500000e-02 7.630807e-02 -8.680851e-02
## [931] -2.829787e-02 2.157895e-01 -3.163934e-02 1.888112e-03 1.191184e-01
## [936] -1.316129e-01 6.653207e-02 -9.656566e-02 -3.147208e-03 3.979798e-02
## [941] 4.253807e-02 5.389027e-02 8.640103e-02 4.253807e-02 7.962963e-02
## [946] -1.693315e-01 -3.595960e-02 2.396509e-02 7.299492e-02 -4.586035e-02
## [951] 5.696203e-03 1.970803e-03 6.103627e-02 1.105379e-01 -5.179669e-02
## [956] -4.406824e-02 4.701031e-02 1.095360e-01 1.554902e-01 7.120301e-02
## [961] -2.336634e-02 1.033498e-01 4.733668e-02 5.283582e-02 1.108108e-01
## [966] 8.333333e-02 -6.906404e-02 1.069666e-01 -1.094763e-02 6.836983e-03
## [971] 1.036292e-01 9.997455e-02 -2.336634e-02 1.623762e-02 8.622010e-02
## [976] 2.126316e-01 4.687345e-02 2.923077e-02 6.176179e-02 -4.935961e-02
## [981] 1.236253e-01 3.951691e-02 -3.127139e-02 -4.706856e-02 2.142857e-01
## [986] -2.904762e-02 -2.829787e-02 -9.812665e-02 1.270270e-01 -1.575192e-01
## [991] 6.500000e-02 -3.139842e-03 6.278607e-02 4.506173e-02 1.076382e-01
## [996] -3.749380e-02 -5.269720e-02 1.854962e-02 8.056604e-02 -4.935961e-02
51
sapply(sa100[1,],function(x){(x-10)ˆ2})#MSE for khat
## [1] 9.724531e-01 3.957489e+00 1.386341e+01 1.610469e-01 4.332158e+00
## [6] 4.183586e-02 6.917713e+00 9.022879e-01 6.981851e+01 1.168586e+00
## [11] 6.920791e-02 4.813625e-01 4.013112e-01 5.322984e+00 2.270316e+01
## [16] 5.066297e+00 2.401735e-02 2.789631e+00 3.807153e-01 5.279437e-01
## [21] 6.186133e+00 4.904239e-01 1.058905e-01 1.379908e+00 1.115493e-04
## [26] 1.979029e+00 7.605827e+00 3.940021e+00 2.721144e+00 2.411075e+00
## [31] 6.400000e-01 4.376203e+00 1.016090e+00 1.408490e+01 4.715662e+00
## [36] 7.232635e-01 6.664763e-01 2.984831e+00 2.951914e+00 1.591947e+01
## [41] 6.593372e+00 5.168609e+00 3.454903e+00 3.220397e-01 1.300886e+01
## [46] 3.454903e+00 2.556247e-03 2.094418e+00 2.950252e+00 1.465428e+00
## [51] 1.359313e+01 6.760409e+00 1.402506e+01 1.387070e+00 1.093940e+00
## [56] 1.882097e+00 3.172513e+00 1.081527e+00 1.218336e+01 4.474840e+00
## [61] 1.500574e+00 4.471200e-01 9.740271e-01 1.976845e-02 2.098327e-02
## [66] 6.367368e+00 2.057678e+00 1.407101e+01 9.143697e+01 6.601563e-01
## [71] 5.179166e-01 1.350531e-02 3.107520e-01 3.061267e+01 1.897116e+00
## [76] 1.766064e-01 1.132268e+00 4.153770e+00 3.996717e+00 8.174767e+00
## [81] 1.135940e+01 5.054838e+00 1.988882e-01 3.694029e+00 2.148019e-01
## [86] 9.331770e+00 2.528328e-01 4.334687e+00 4.614227e+00 6.473775e-01
## [91] 7.736812e+00 1.498675e+00 1.682280e-01 5.694850e+00 2.507616e-01
## [96] 5.532432e+01 5.749306e-01 5.313763e+00 3.240161e+00 2.854748e+01
## [101] 2.737509e+00 1.764689e-03 7.088410e+00 1.954737e+00 5.367685e+00
## [106] 2.264651e-01 1.774113e+00 2.068868e+00 9.936528e-01 5.598691e-01
## [111] 1.349484e+00 5.876008e+00 4.042159e+00 1.223736e-01 2.001385e-01
## [116] 1.407554e+02 2.594313e+00 1.012984e+01 4.995767e+01 5.598691e-01
## [121] 5.239475e-01 5.467234e+00 7.423457e-03 2.737509e+00 1.782535e-02
## [126] 2.062355e+00 1.718961e+00 6.368622e-01 4.500525e-03 2.371125e+00
## [131] 6.500959e+00 3.251149e-01 5.239475e-01 3.327817e+00 5.568894e-03
## [136] 2.512359e+00 5.481722e+00 4.398363e+00 1.940426e+00 2.581321e+02
## [141] 6.149745e-01 3.361382e+00 7.305274e+00 5.568894e-03 1.789828e-01
## [146] 2.295213e-02 3.710997e+00 6.133696e-01 1.149829e+00 1.950845e-01
## [151] 5.681387e-03 1.666674e+00 7.751477e-02 1.232021e+02 9.046386e-01
## [156] 1.696072e-02 7.886249e-01 8.394936e-01 6.154522e+00 4.536417e+00
## [161] 5.335668e-01 1.884704e+00 2.210707e+00 2.148019e-01 3.855454e+00
## [166] 1.582886e+01 4.268965e+00 1.026195e+00 1.161183e+00 6.629341e-01
## [171] 2.593206e+00 2.623800e+00 1.142116e+00 1.648877e+00 6.766144e-02
## [176] 3.558825e-01 5.489949e-01 1.944380e+00 5.011749e+01 2.039044e+01
## [181] 1.886423e+00 4.949936e+00 3.859717e-01 6.724671e-01 7.232635e-01
## [186] 1.674344e-02 1.710051e-01 1.520063e+00 1.944328e-01 7.736153e+00
## [191] 2.206672e+00 3.742138e+00 8.492453e+00 2.843745e-06 8.387290e-04
## [196] 1.813610e+00 5.435745e-01 2.662497e+00 1.437488e+00 8.688545e+00
## [201] 7.988407e-03 1.121513e+00 1.685832e+00 1.366482e+00 8.801765e+00
## [206] 2.712199e-01 5.778954e+00 2.710202e-01 8.866647e+00 3.640815e-02
## [211] 7.348852e-01 1.985674e+01 1.021001e-01 4.139481e-02 1.828957e+01
## [216] 2.170477e-01 1.279099e+01 4.013112e-01 7.169671e+00 1.981558e-02
## [221] 5.310958e+00 2.007640e+00 2.343213e+00 3.361382e+00 9.506250e-01
## [226] 4.840513e-01 2.202407e+00 8.583754e+00 2.535141e-01 2.591051e+01
## [231] 2.461768e+00 5.995453e+00 6.760000e+00 4.354197e+00 7.601258e+00
## [236] 2.528326e+00 2.106493e+00 2.846834e+00 8.468167e-01 7.207097e-01
## [241] 1.228808e+00 1.922005e+01 3.025755e-01 4.682796e-01 1.044984e-02
## [246] 1.434670e+00 2.155436e+00 3.983419e-03 4.484833e+00 2.194937e+01
## [251] 7.817252e+00 2.098808e+01 6.020209e+00 1.809377e-01 9.268992e-01
## [256] 3.222183e+00 1.142262e-01 2.160369e+00 7.484072e-02 9.961682e-02
52
## [261] 1.593570e+00 5.074008e+00 3.288276e-01 5.985877e+00 1.000073e+01
## [266] 6.989034e-02 6.705155e-01 2.018772e+01 4.385079e+00 4.661749e+00
## [271] 1.905569e-01 2.876099e-02 1.731261e+00 7.779282e-03 2.218198e+00
## [276] 1.033321e-01 4.432133e-02 1.316797e+00 8.847186e+00 3.384976e+00
## [281] 6.724671e-01 5.545275e-01 6.225774e-01 3.460208e-01 1.944316e+00
## [286] 2.217889e-03 3.134086e-01 5.944517e+01 4.973109e-01 1.180308e+00
## [291] 1.604444e+00 2.410890e+00 9.430777e-02 2.387523e+00 2.968034e+00
## [296] 1.702429e+01 1.047070e-02 1.437934e+00 9.046386e-01 4.093564e+00
## [301] 7.149715e-01 3.485469e+00 3.720379e-01 6.922484e+00 7.067557e-01
## [306] 7.484072e-02 3.574773e+00 4.603349e-01 1.403210e-01 2.371125e+00
## [311] 3.814879e-01 3.492120e+00 7.482035e+00 1.112724e+00 9.036593e+00
## [316] 2.160369e+00 2.641873e+00 6.880673e+00 9.430777e-02 5.896546e-01
## [321] 1.706049e-01 2.787857e+00 1.277084e+00 2.789237e+00 9.815842e-01
## [326] 3.841410e+00 1.489619e+01 1.651638e-01 4.168888e-01 3.005188e+00
## [331] 1.009382e+00 1.136068e-01 2.553717e-02 7.221131e-03 4.222297e+00
## [336] 2.455292e-01 1.025924e+00 1.119917e+01 5.918690e+00 1.461176e+00
## [341] 4.964641e-03 7.792300e+00 6.618372e-05 9.453843e+00 7.565457e+00
## [346] 2.250317e-01 2.873090e-02 1.434670e+00 3.892435e-01 6.039328e+00
## [351] 2.106493e+00 4.914169e+00 1.937149e-01 2.463633e+00 4.649692e+01
## [356] 5.985877e+00 4.582054e+00 5.377200e-02 1.836735e+01 5.238910e-01
## [361] 2.112573e-01 1.362560e+01 6.112397e-01 3.678682e+00 3.609612e-02
## [366] 2.595444e+00 1.486847e+01 1.173968e+00 2.469085e+00 8.292148e+00
## [371] 7.642535e-02 1.003639e+00 7.960486e-01 5.716835e-01 3.532866e+00
## [376] 2.980509e+02 3.006214e-02 3.872993e+00 3.742138e+00 5.218804e+00
## [381] 1.287643e+01 2.457308e+01 7.243224e-01 7.712464e+00 5.848964e+00
## [386] 2.401952e+00 8.180615e-01 1.701033e-02 1.965559e+00 9.306155e+00
## [391] 6.083939e+00 6.627006e+00 7.695860e-01 1.047312e+01 5.239475e-01
## [396] 7.440725e+00 3.773101e-01 3.511045e-02 5.066297e+00 7.219033e+00
## [401] 1.572937e-01 2.194464e-01 3.241913e-01 1.554621e+00 2.342418e+00
## [406] 2.983631e-01 4.147940e+00 8.802813e-01 3.563164e-02 1.965559e+00
## [411] 5.609111e+00 5.194697e+00 6.063497e-01 1.552271e+00 6.241047e-01
## [416] 3.164675e-01 1.515204e+01 2.695842e+00 4.627022e+00 1.227380e-02
## [421] 3.019922e+00 5.055126e+01 5.598691e-01 9.501420e-02 1.701033e-02
## [426] 1.789828e-01 2.246256e+01 2.643614e+01 1.423938e+00 3.534058e+00
## [431] 1.156906e+02 1.316797e+00 1.078564e+00 8.062549e-02 1.456146e+01
## [436] 4.263585e+00 4.027746e+00 6.249624e+00 1.356193e+00 3.022050e-01
## [441] 1.953983e+00 2.039285e-01 8.831749e+00 2.194937e+01 3.223657e+00
## [446] 6.574622e-02 1.337983e+01 1.419801e+00 8.269813e-01 1.404710e+01
## [451] 4.705915e-02 6.558970e+00 3.859717e-01 1.721310e+00 2.666286e+00
## [456] 5.762242e-01 5.197750e+00 3.244509e+00 2.951896e+00 6.367190e+00
## [461] 5.609111e+00 3.236217e+00 1.411307e+00 8.670997e-02 1.078564e+00
## [466] 3.302488e+01 7.545943e+00 9.136620e+00 3.671333e+00 1.871184e-01
## [471] 1.147790e+02 1.499765e+00 2.347980e+00 5.134653e+00 7.943425e+00
## [476] 9.184977e-01 1.371900e+01 7.838770e-02 2.914983e+00 1.204931e+00
## [481] 3.892435e-01 1.051410e-01 2.544340e+00 4.243222e-01 2.771233e+00
## [486] 2.001385e-01 8.953343e+00 8.079788e-03 9.233112e-01 1.081527e+00
## [491] 2.455292e-01 3.008756e+00 8.394936e-01 6.185497e+01 5.481722e+00
## [496] 7.052737e+00 8.039226e+00 2.152104e+00 3.872335e+00 3.296263e-01
## [501] 1.260254e+00 2.777778e+00 2.062355e+00 5.020328e-01 1.655990e+00
## [506] 3.889106e-02 1.945512e+00 6.020209e+00 6.400899e-01 2.094418e+00
## [511] 1.138718e+00 3.460208e-01 7.218227e+00 1.049999e-01 8.052854e+00
## [516] 1.061823e+01 4.299576e+00 1.081527e+00 1.366482e+00 4.632405e+00
## [521] 1.329944e+00 7.881304e-01 5.584123e-01 4.250345e-02 2.843745e-06
## [526] 5.545275e-01 7.401792e+00 8.583754e+00 1.149829e+00 1.638878e-01
53
## [531] 2.984831e+00 4.288622e+00 1.361750e+00 2.846834e+00 3.483114e+00
## [536] 1.552624e-02 1.801856e+03 3.713659e-01 1.446334e-01 9.786500e-03
## [541] 2.134293e+00 9.965504e+00 2.696290e+00 5.102263e-01 3.260730e+01
## [546] 1.477321e-01 1.651903e+01 2.594313e+00 1.410639e+01 4.690569e+00
## [551] 1.160173e+01 1.359464e+00 3.946973e+00 2.720561e+00 1.374850e+01
## [556] 2.023669e+01 1.235483e-01 2.040816e+00 5.647612e+00 5.995540e+00
## [561] 9.246994e+00 1.231054e-01 1.817756e+00 3.796950e+00 1.587949e+00
## [566] 9.560785e+00 3.190216e+00 4.268514e-02 4.867496e-01 4.529934e+02
## [571] 3.356147e+00 1.143234e+00 3.443349e-01 7.798592e-01 3.078328e+00
## [576] 2.217029e+00 4.404494e+00 3.956976e-01 1.616352e+00 8.062549e-02
## [581] 8.878925e+00 9.721570e+00 4.431951e+00 3.666615e-01 1.712441e+01
## [586] 3.585611e+00 4.035542e+00 3.983419e-03 1.294543e+00 6.803803e+00
## [591] 8.496019e-02 2.028466e+02 1.723850e+01 3.831203e+00 1.678935e+00
## [596] 1.479648e+01 1.021400e+01 7.068625e-02 1.166418e-02 4.176285e-01
## [601] 1.045302e+00 9.501420e-02 1.685832e+00 2.775811e+01 5.189594e+00
## [606] 2.387523e+00 2.394436e+00 1.205807e+00 7.844233e-01 1.664501e+00
## [611] 7.716049e-04 2.044926e+00 1.001132e+01 3.574773e+00 3.562213e-02
## [616] 8.643503e+00 7.114487e-02 1.180436e-01 6.544078e-02 5.079515e-01
## [621] 5.167510e-03 3.737534e-03 5.306785e-03 1.418664e+02 2.720561e+00
## [626] 1.112724e+00 3.139226e-02 2.267574e-01 1.321889e+02 6.117851e+00
## [631] 0.000000e+00 1.712359e+00 4.147149e+00 3.228776e-02 2.375381e+00
## [636] 1.442640e+00 5.262902e+00 4.157188e-01 6.639698e-01 1.335941e-01
## [641] 6.526832e+00 1.160825e+00 1.721310e+00 3.550456e+00 2.458409e+00
## [646] 1.664932e-02 1.477321e-01 3.316493e+01 1.231280e+00 1.803296e+01
## [651] 8.645355e+00 4.836688e+00 1.385496e+00 7.022500e+00 3.607752e+00
## [656] 1.051629e-01 3.677814e-01 2.789237e+00 4.811046e-01 9.046162e-02
## [661] 3.281920e+00 1.288384e-01 4.561323e+00 7.787459e-01 3.222183e+00
## [666] 1.871916e+00 1.101756e+00 4.680727e+01 6.495921e+00 6.342936e+00
## [671] 4.664542e-01 3.847457e+00 1.411307e+00 3.226708e+01 8.202207e-01
## [676] 2.102751e+00 3.607752e+00 1.303144e+00 1.976845e-02 3.782712e-01
## [681] 4.632458e-01 1.719612e+00 5.670393e-01 9.133265e-01 2.907350e+00
## [686] 4.968580e+00 8.392128e-03 1.682280e-01 1.996682e+01 2.040816e+00
## [691] 4.840513e-01 3.782712e-01 8.235825e-01 1.371908e+00 1.871916e+00
## [696] 2.907350e+00 7.541317e-02 1.049999e-01 1.979029e+00 1.142425e-01
## [701] 2.202156e+02 7.930307e+00 3.085574e+00 1.860508e+01 1.359464e+00
## [706] 1.403210e-01 4.632458e-01 2.668271e+00 3.892435e-01 1.648877e+00
## [711] 1.682280e-01 5.528165e-02 2.947603e-02 1.548974e+00 1.521075e-01
## [716] 4.741314e-02 4.700465e+00 9.120299e-01 2.698976e-01 2.787857e+00
## [721] 6.186328e+00 6.959312e+00 2.495564e+00 4.386162e+00 5.162369e+00
## [726] 1.359468e+00 1.897116e+00 1.521075e-01 2.280584e+00 2.293096e+01
## [731] 2.188168e+01 6.112397e-01 3.372837e+00 8.597435e-02 2.969765e+00
## [736] 1.953983e+00 2.774944e+00 1.723850e+01 3.740503e+00 1.501844e+00
## [741] 5.840895e+00 3.071527e+00 3.529844e-02 3.241913e-01 1.486896e+00
## [746] 2.907350e+00 1.252757e+00 5.545275e-01 2.230673e+00 7.799249e-01
## [751] 1.192890e+00 4.563481e+00 9.172734e-01 3.046617e+00 8.643503e+00
## [756] 5.197750e+00 1.480627e-01 3.394379e-01 4.261655e+00 9.845555e-02
## [761] 1.116459e+00 2.539998e+00 3.933429e-01 6.689892e+00 4.949292e+01
## [766] 1.224169e+01 2.495564e+00 6.137600e+00 1.049473e-02 1.459487e+00
## [771] 8.392128e-03 3.955491e+00 2.159886e-01 4.004526e+00 2.682497e-03
## [776] 1.694127e-01 3.121666e+00 1.179406e+00 9.870186e+00 6.875413e+00
## [781] 7.408441e-01 2.106493e+00 1.846530e+01 8.026061e-02 4.750681e-01
## [786] 9.944537e-01 2.407951e+00 1.486163e+00 3.371548e+00 1.403210e-01
## [791] 1.787448e-02 4.682796e-01 5.079515e-01 5.981460e-01 1.979029e+00
## [796] 2.055195e+00 5.782839e+00 9.470336e-03 3.379720e+01 2.485032e+00
54
## [801] 1.206152e+00 5.891558e+00 1.823654e-02 6.010660e+00 1.314424e-01
## [806] 2.268773e+00 2.238963e+00 3.988014e+00 1.235483e-01 4.811046e-01
## [811] 4.838739e+00 2.549092e+00 1.559983e-01 6.315548e+00 5.963395e+00
## [816] 1.093940e+00 7.232635e-01 1.050518e+00 9.079329e-01 5.873842e+00
## [821] 2.551618e-03 1.142425e-01 2.745665e+01 3.162370e-01 3.679673e-01
## [826] 7.649538e+00 1.731261e+00 3.722294e+00 3.296263e-01 2.500298e+00
## [831] 7.651224e-01 5.695500e+01 8.903908e-01 8.070065e+01 4.029795e-02
## [836] 4.015903e-01 8.261960e-04 3.207762e-01 5.562125e+00 1.512158e+01
## [841] 4.453788e+00 3.779601e-02 2.789631e+00 8.516431e-01 7.372630e+01
## [846] 9.233112e-01 3.025322e-01 3.460208e-03 1.680858e+00 1.864200e+00
## [851] 2.851809e+00 5.971054e+00 1.329944e+00 3.371188e+00 3.677814e-01
## [856] 2.567212e-01 2.889124e-01 5.505939e+00 2.371125e+00 3.162630e+00
## [861] 2.555370e-01 1.037225e+01 4.904239e-01 4.520565e+00 1.057655e+00
## [866] 4.460289e+00 1.136068e-01 3.859717e-01 2.041632e-01 7.917868e-01
## [871] 2.060299e+00 5.054838e+00 3.430260e+00 2.852489e+00 2.267574e-01
## [876] 1.394346e-02 3.306810e-03 2.782712e+01 1.560715e+01 1.684375e+01
## [881] 2.934107e-01 6.727650e-02 2.600154e+00 5.121884e+00 3.042602e+00
## [886] 2.121556e+00 7.212548e+00 3.404525e+00 2.114981e-01 4.360979e+00
## [891] 2.120533e+00 2.091173e+01 2.443761e-03 1.800661e+00 1.691885e+00
## [896] 1.701323e+00 2.898283e+00 5.186895e+00 2.916126e+00 1.296442e+00
## [901] 7.945640e+00 6.103140e-02 5.384448e-01 1.935728e+00 1.848465e+00
## [906] 1.059439e+01 1.728638e+00 4.922290e+00 6.407115e-01 3.143559e+00
## [911] 2.528328e-01 1.381971e+00 7.751477e-02 6.147794e-02 1.884704e+00
## [916] 1.196816e-02 1.791170e-02 2.934107e-01 1.224178e+01 8.583754e+00
## [921] 1.721310e+00 2.300837e-01 1.882097e+00 3.373594e+00 1.655990e+00
## [926] 2.902111e+00 7.786053e+00 9.194971e-01 1.996909e+00 4.021769e+00
## [931] 1.336955e-02 1.466170e+01 2.534147e+00 4.551025e-01 5.533874e+00
## [936] 1.490405e+01 9.525148e-01 9.306155e+00 5.167510e-03 9.917488e-01
## [941] 1.202995e+00 1.357844e+00 4.009942e+00 1.202995e+00 2.421088e+00
## [946] 3.095207e+01 7.707320e-01 2.934107e-01 2.789237e+00 1.750902e+00
## [951] 6.951161e-02 5.045559e-02 2.648941e+00 3.955491e+00 4.614227e+00
## [956] 4.960372e-01 1.742692e+00 2.375677e+00 7.049747e+00 2.347980e+00
## [961] 5.279528e-01 3.740503e+00 1.216384e+00 1.260254e+00 7.598919e+00
## [966] 6.511296e+00 5.144888e+00 5.414512e+00 9.430777e-02 1.047070e-02
## [971] 5.736980e+00 4.577888e+00 5.279528e-01 8.643936e-02 1.968606e+00
## [976] 6.536720e+00 9.639055e-01 9.501420e-02 1.619400e+00 2.492655e+00
## [981] 4.626267e+00 3.370582e-01 1.192833e+00 3.941537e+00 1.000324e+01
## [986] 5.716835e-01 1.336955e-02 6.527688e+00 8.877344e+00 3.751546e+01
## [991] 1.953983e+00 2.025329e-01 1.725232e+00 8.102497e-01 4.664608e+00
## [996] 1.247803e+00 1.731261e+00 3.726275e-01 1.385496e+00 2.492655e+00
sapply(sa100[2,],function(x){(x-0.4)ˆ2})#MSE for phat
## [1] 2.556495e-05 1.364495e-02 1.462016e-02 4.911919e-04 1.052944e-02
## [6] 8.095489e-05 7.476135e-03 4.881555e-04 3.275920e-02 3.300615e-03
## [11] 2.915144e-04 3.985681e-03 1.218587e-04 1.069666e-02 1.273065e-02
## [16] 1.837168e-02 1.055841e-05 2.539369e-03 2.267574e-03 6.733697e-04
## [21] 3.751925e-03 1.668403e-04 9.349016e-05 2.510241e-03 7.108804e-05
## [26] 2.899408e-03 5.123006e-03 8.484956e-03 1.011516e-02 7.287329e-03
## [31] 4.444444e-03 1.494551e-02 3.516232e-03 1.144316e-02 1.468374e-02
## [36] 5.276933e-04 1.610689e-04 5.279453e-03 6.127111e-03 1.252955e-02
## [41] 6.941653e-03 3.247105e-03 4.790669e-03 8.506000e-05 1.302180e-02
## [46] 4.790669e-03 1.055898e-06 4.740717e-03 7.495349e-03 1.943506e-03
## [51] 1.916446e-02 1.545792e-02 1.508190e-02 3.226127e-03 1.513665e-03
## [56] 6.188698e-03 1.126864e-02 2.589903e-03 1.086506e-02 5.229804e-03
55
## [61] 4.832274e-03 4.943286e-04 7.198096e-04 4.005768e-07 7.586402e-06
## [66] 1.822500e-02 6.372778e-03 1.007782e-02 3.490714e-02 3.265306e-03
## [71] 1.350950e-04 3.951952e-04 5.296937e-04 1.993575e-02 2.177778e-03
## [76] 1.336761e-05 1.152644e-03 5.778407e-03 4.331018e-03 2.136095e-02
## [81] 1.340720e-02 1.036837e-02 2.441248e-05 3.146936e-03 5.499858e-04
## [86] 2.609467e-02 1.005354e-03 1.572130e-02 2.682897e-03 1.225000e-03
## [91] 9.000657e-03 5.313180e-03 2.580895e-04 1.846401e-02 2.503605e-04
## [96] 3.232504e-02 1.545303e-03 6.962377e-03 4.499152e-03 1.677493e-02
## [101] 7.689609e-03 3.199674e-05 1.838681e-02 3.104082e-03 4.838279e-03
## [106] 1.203118e-03 1.302102e-03 1.444000e-03 3.809411e-03 1.770578e-03
## [111] 1.610299e-03 1.228260e-02 5.346782e-03 7.315203e-04 2.115702e-04
## [116] 4.932053e-02 4.109139e-03 1.405918e-02 2.881355e-02 1.770578e-03
## [121] 2.348521e-03 8.024979e-03 3.847633e-04 7.689609e-03 1.929576e-03
## [126] 3.477975e-03 7.279815e-04 1.609892e-03 1.126197e-04 2.666875e-03
## [131] 1.301267e-02 1.147581e-03 2.348521e-03 6.450894e-03 1.611992e-05
## [136] 3.798584e-03 1.250746e-02 1.351976e-02 3.336968e-03 6.154409e-02
## [141] 8.819100e-04 4.929210e-03 5.144708e-03 1.611992e-05 8.241499e-04
## [146] 6.303881e-05 1.007936e-02 2.418549e-03 3.643929e-03 1.443196e-03
## [151] 1.587993e-05 3.379645e-03 3.637696e-05 4.732037e-02 5.991907e-03
## [156] 8.169056e-04 9.122865e-04 1.007510e-03 2.599583e-02 1.038335e-02
## [161] 9.068130e-05 3.565972e-03 8.281871e-03 5.499858e-04 1.029495e-02
## [166] 1.412650e-02 6.846158e-03 1.287754e-03 4.537654e-03 2.147531e-03
## [171] 3.903029e-03 7.545136e-03 1.109389e-03 7.279357e-03 1.106902e-03
## [176] 1.873195e-03 2.759383e-03 5.321469e-03 3.007132e-02 9.926740e-03
## [181] 1.112710e-03 3.278177e-03 1.596599e-04 1.437202e-03 5.276933e-04
## [186] 7.012689e-04 6.015666e-04 5.488663e-04 2.539294e-04 3.156800e-02
## [191] 4.547774e-03 6.371092e-03 6.556282e-03 2.230562e-04 2.330559e-05
## [196] 5.619527e-03 3.169688e-04 5.628969e-03 4.336704e-03 2.842714e-02
## [201] 2.118473e-04 2.925584e-03 3.293260e-03 1.060508e-03 8.235223e-03
## [206] 6.569529e-03 1.256820e-02 1.509024e-03 2.114253e-02 1.270464e-05
## [211] 1.589786e-03 1.918738e-02 4.907109e-05 9.341361e-05 1.963775e-02
## [216] 3.047854e-03 1.157386e-02 1.218587e-04 1.982692e-02 3.375338e-04
## [221] 5.983821e-03 4.997510e-03 2.378067e-03 4.929210e-03 4.432133e-04
## [226] 2.038853e-05 3.339252e-03 2.048477e-02 2.899985e-03 1.749726e-02
## [231] 9.175623e-03 1.120716e-02 4.444444e-03 5.273711e-03 2.360553e-02
## [236] 3.339939e-03 3.031966e-03 4.283384e-03 5.161278e-04 2.935245e-05
## [241] 8.665293e-05 1.212111e-02 1.533241e-03 7.418096e-04 4.454433e-06
## [246] 2.267113e-03 5.578799e-03 3.036235e-05 7.900711e-03 1.770529e-02
## [251] 1.520675e-02 1.631572e-02 5.474542e-03 4.299364e-06 8.794293e-04
## [256] 7.031477e-03 2.922997e-04 4.252127e-03 3.768166e-04 2.519879e-04
## [261] 1.560834e-03 2.326775e-03 4.933310e-04 8.665563e-03 3.422500e-02
## [266] 2.066116e-05 6.115266e-04 1.323335e-02 6.710233e-03 1.328199e-02
## [271] 6.018200e-04 2.914932e-04 2.776995e-03 1.240265e-03 4.900000e-03
## [276] 3.221329e-05 4.000000e-04 2.134674e-03 3.582516e-02 8.581580e-03
## [281] 1.437202e-03 9.673815e-04 4.510150e-04 6.250000e-04 1.685213e-03
## [286] 3.916669e-04 2.897239e-06 2.954314e-02 1.208051e-03 6.925208e-04
## [291] 2.899408e-03 2.979340e-03 1.198506e-04 5.875242e-03 1.545840e-02
## [296] 1.204640e-02 4.674434e-05 1.273510e-03 5.991907e-03 8.359184e-03
## [301] 8.202207e-05 5.384129e-03 1.594597e-04 8.912143e-03 6.103059e-04
## [306] 3.768166e-04 5.226950e-03 5.110068e-04 1.712981e-05 2.666875e-03
## [311] 1.772853e-03 4.979089e-03 6.851250e-03 1.526674e-03 1.146192e-02
## [316] 4.252127e-03 6.213843e-03 4.420197e-03 1.198506e-04 2.207125e-04
## [321] 1.451247e-03 8.276996e-03 4.565376e-03 5.328259e-03 1.090817e-05
## [326] 9.267078e-03 5.005676e-02 3.687402e-03 8.520710e-05 1.194374e-02
56
## [331] 1.835588e-04 1.962808e-04 1.151545e-03 3.673095e-07 1.260241e-02
## [336] 8.612222e-05 3.954475e-03 1.051529e-02 1.331361e-02 3.025000e-03
## [341] 1.724188e-05 1.988823e-02 9.394012e-04 2.254727e-02 9.614185e-03
## [346] 5.696026e-10 3.953299e-04 2.267113e-03 9.622657e-04 4.471259e-03
## [351] 3.031966e-03 7.062965e-03 2.593241e-04 6.851935e-03 2.496711e-02
## [356] 8.665563e-03 2.514283e-02 1.535398e-03 1.440000e-02 4.626350e-04
## [361] 6.250000e-06 3.904031e-02 5.325444e-04 5.100434e-03 1.665973e-07
## [366] 5.801901e-03 1.422164e-02 5.647747e-04 3.498402e-03 2.754941e-02
## [371] 6.867692e-05 1.790268e-03 7.955293e-04 4.636961e-03 7.901732e-03
## [376] 5.959343e-02 3.648281e-05 2.828837e-03 6.371092e-03 1.008715e-02
## [381] 1.593567e-02 2.411826e-02 4.451733e-03 1.036548e-02 1.872258e-02
## [386] 1.084336e-02 1.496158e-03 3.263861e-06 1.115368e-03 9.324926e-03
## [391] 1.578957e-02 1.468042e-02 1.954691e-03 8.143962e-03 2.348521e-03
## [396] 1.535388e-02 1.131405e-03 6.263096e-04 1.837168e-02 7.999804e-03
## [401] 5.668377e-04 2.302651e-03 1.958533e-03 2.628185e-03 4.725264e-03
## [406] 8.677813e-04 8.053912e-03 1.372917e-03 1.768765e-04 1.115368e-03
## [411] 5.743447e-03 1.105194e-02 6.301125e-04 2.644898e-03 2.113111e-03
## [416] 7.302065e-04 1.099941e-02 2.368444e-03 7.737568e-03 1.245675e-05
## [421] 8.575579e-03 2.516026e-02 1.770578e-03 8.544379e-04 3.263861e-06
## [426] 8.241499e-04 1.671804e-02 1.899120e-02 3.585200e-03 3.104860e-03
## [431] 4.747326e-02 2.134674e-03 3.831598e-04 3.569964e-04 1.318417e-02
## [436] 1.332359e-02 3.623568e-03 1.345480e-02 5.668934e-04 2.798113e-03
## [441] 4.225000e-03 4.866239e-04 2.488667e-02 1.770529e-02 3.988920e-03
## [446] 1.000000e-04 7.889619e-03 2.747484e-03 4.410965e-03 1.080680e-02
## [451] 1.563007e-03 1.859566e-02 1.596599e-04 1.097765e-03 2.180049e-03
## [456] 1.151934e-03 3.849978e-03 8.379290e-03 5.554611e-03 1.321007e-02
## [461] 5.743447e-03 6.665999e-03 7.742269e-04 1.407641e-06 3.831598e-04
## [466] 2.186972e-02 1.238866e-02 6.613805e-03 2.168308e-03 1.257117e-04
## [471] 4.340453e-02 7.471111e-04 5.069868e-03 1.912311e-03 8.725366e-03
## [476] 2.458507e-03 9.159913e-03 5.541340e-04 3.825891e-03 3.018214e-03
## [481] 9.622657e-04 3.843918e-04 9.242724e-03 1.882366e-05 6.004303e-03
## [486] 2.115702e-04 2.820374e-02 5.668934e-04 7.918334e-04 2.589903e-03
## [491] 8.612222e-05 1.843462e-03 1.007510e-03 3.081294e-02 1.250746e-02
## [496] 2.171591e-02 1.925336e-02 6.478287e-03 8.422128e-03 1.298454e-03
## [501] 2.791624e-03 6.400000e-03 3.477975e-03 3.942672e-03 4.200960e-03
## [506] 4.638160e-04 1.410339e-03 5.474542e-03 4.250176e-05 4.740717e-03
## [511] 2.391478e-03 6.250000e-04 1.397885e-02 2.381814e-05 7.956282e-03
## [516] 1.073043e-02 3.260576e-03 2.589903e-03 1.060508e-03 9.650173e-03
## [521] 1.761423e-03 1.048839e-03 1.919727e-04 6.267361e-05 2.230562e-04
## [526] 9.673815e-04 5.793722e-03 2.048477e-02 3.643929e-03 1.607799e-04
## [531] 5.279453e-03 8.671373e-03 1.460602e-03 4.283384e-03 6.318212e-03
## [536] 1.653639e-05 1.060421e-01 3.460208e-07 5.288811e-06 2.597417e-04
## [541] 3.086102e-03 2.503354e-02 7.151730e-03 2.004351e-03 1.932778e-02
## [546] 3.849543e-04 2.013584e-02 4.109139e-03 1.390941e-02 4.613234e-03
## [551] 1.708778e-02 1.670587e-03 1.635134e-02 4.334310e-03 1.673222e-02
## [556] 1.609566e-02 1.667717e-05 2.500000e-03 5.216049e-03 7.380172e-03
## [561] 1.050097e-02 2.301251e-05 3.742741e-03 5.542841e-03 9.128112e-04
## [566] 2.166659e-02 1.177557e-03 3.107591e-04 9.000000e-04 7.704611e-02
## [571] 1.221635e-02 5.758131e-03 9.148758e-04 3.487444e-04 1.117913e-02
## [576] 7.069055e-03 2.007386e-02 4.748496e-04 1.802561e-03 3.569964e-04
## [581] 2.645770e-02 1.183653e-02 9.318159e-03 1.689310e-06 1.404046e-02
## [586] 2.276133e-03 1.453879e-02 3.036235e-05 7.453578e-03 1.152044e-02
## [591] 6.451354e-04 5.522500e-02 1.461344e-02 1.310939e-03 3.019447e-03
## [596] 1.094556e-02 9.680978e-03 7.246358e-04 5.322649e-04 3.314316e-03
57
## [601] 5.519669e-04 8.544379e-04 3.293260e-03 1.780618e-02 1.853281e-02
## [606] 5.875242e-03 6.060539e-03 2.011387e-03 2.270242e-03 5.002974e-03
## [611] 4.432133e-04 2.248595e-03 2.711397e-02 5.226950e-03 2.057604e-05
## [616] 1.950458e-02 2.696006e-05 1.478852e-04 9.070295e-05 1.719215e-03
## [621] 9.904919e-06 3.361111e-04 1.643655e-04 4.868030e-02 4.334310e-03
## [626] 1.526674e-03 1.273993e-04 4.000000e-04 4.149234e-02 1.273506e-02
## [631] 0.000000e+00 2.373439e-03 6.349837e-03 4.225862e-04 2.542171e-03
## [636] 2.071179e-03 1.778427e-02 1.382967e-03 5.576938e-03 1.444720e-03
## [641] 2.150871e-02 1.510565e-06 1.097765e-03 7.518427e-03 8.495065e-03
## [646] 1.777778e-04 3.849543e-04 2.646276e-02 7.576637e-03 1.091802e-02
## [651] 7.175087e-03 2.580449e-03 6.490886e-03 2.938776e-02 3.221329e-03
## [656] 3.376639e-04 8.138422e-04 5.328259e-03 1.237997e-03 1.522861e-04
## [661] 5.097812e-03 6.917796e-04 2.007610e-02 7.301021e-05 7.031477e-03
## [666] 8.108513e-03 1.358234e-03 3.081975e-02 1.393134e-02 1.960000e-02
## [671] 1.966730e-03 1.351756e-02 7.742269e-04 2.288626e-02 6.698962e-04
## [676] 3.284961e-03 1.049240e-02 5.164726e-03 4.005768e-07 4.362282e-04
## [681] 5.821935e-08 2.317527e-03 2.380970e-03 5.302259e-04 3.495506e-03
## [686] 8.262714e-03 9.513456e-05 2.580895e-04 1.408917e-02 2.500000e-03
## [691] 2.038853e-05 4.362282e-04 5.157851e-03 1.029926e-03 8.108513e-03
## [696] 3.495506e-03 3.730848e-06 2.381814e-05 2.899408e-03 4.333195e-04
## [701] 5.595672e-02 2.081415e-02 7.684572e-03 1.608551e-02 1.670587e-03
## [706] 1.712981e-05 5.821935e-08 1.298540e-02 9.622657e-04 7.279357e-03
## [711] 2.580895e-04 1.883891e-06 3.634951e-05 1.070066e-03 1.479290e-07
## [716] 2.582299e-03 9.347758e-03 1.691498e-03 6.832271e-04 8.276996e-03
## [721] 2.009150e-02 2.591866e-02 4.612961e-03 9.677765e-03 1.539438e-02
## [726] 3.093315e-04 2.177778e-03 1.479290e-07 5.669458e-04 1.237982e-02
## [731] 1.311818e-02 5.325444e-04 7.662847e-03 1.221607e-04 7.559995e-03
## [736] 4.225000e-03 5.647750e-03 1.461344e-02 1.068117e-02 9.482489e-04
## [741] 2.449002e-02 7.225000e-03 5.948840e-06 1.958533e-03 1.738185e-03
## [746] 3.495506e-03 9.111570e-03 9.673815e-04 2.766487e-03 3.816950e-03
## [751] 1.771625e-03 8.723945e-03 1.952065e-04 5.463641e-03 1.950458e-02
## [756] 3.849978e-03 2.635123e-04 7.730402e-05 2.012439e-02 1.957208e-04
## [761] 2.128932e-03 6.495402e-03 2.585160e-04 2.101065e-02 3.047934e-02
## [766] 1.457240e-02 4.612961e-03 1.531563e-02 5.142634e-05 1.900066e-03
## [771] 9.513456e-05 1.221863e-02 1.472503e-03 3.214780e-03 1.073127e-03
## [776] 1.033043e-03 5.794627e-03 2.624225e-04 1.421200e-02 2.684556e-02
## [781] 1.956864e-03 3.031966e-03 1.378881e-02 1.680867e-04 1.045938e-03
## [786] 1.450883e-03 2.110605e-03 3.342105e-03 3.057439e-03 1.712981e-05
## [791] 2.745431e-04 7.418096e-04 1.719215e-03 5.795610e-04 2.899408e-03
## [796] 9.925373e-03 9.702777e-03 4.659696e-05 1.673033e-02 9.957290e-03
## [801] 7.766951e-04 5.854914e-03 4.052117e-04 1.300070e-02 3.936947e-05
## [806] 5.721949e-03 5.290572e-03 1.750341e-02 1.667717e-05 1.237997e-03
## [811] 9.512857e-03 8.585321e-03 1.775539e-04 8.230756e-03 9.252608e-03
## [816] 1.513665e-03 5.276933e-04 4.468875e-03 4.415004e-03 4.457336e-03
## [821] 8.219850e-05 4.333195e-04 1.855559e-02 3.840016e-04 7.817727e-04
## [826] 1.784232e-02 2.776995e-03 6.772552e-03 1.298454e-03 3.272301e-03
## [831] 2.285489e-03 3.512861e-02 1.007372e-03 4.141716e-02 2.469388e-04
## [836] 3.661789e-04 2.192678e-04 1.014480e-03 6.460904e-03 1.386626e-02
## [841] 1.665015e-03 5.801423e-07 2.539369e-03 2.340467e-03 3.315996e-02
## [846] 7.918334e-04 1.008604e-05 5.917160e-05 2.776274e-03 4.452168e-03
## [851] 3.746924e-03 2.725206e-02 1.761423e-03 4.619156e-03 8.138422e-04
## [856] 8.249739e-04 3.804699e-05 1.472056e-02 2.666875e-03 5.529257e-03
## [861] 1.692548e-03 5.982894e-02 1.668403e-04 7.914066e-03 2.234932e-03
## [866] 4.525316e-03 1.962808e-04 1.596599e-04 1.813156e-04 2.226253e-04
58
## [871] 1.719215e-03 1.036837e-02 3.198936e-03 1.187224e-02 4.000000e-04
## [876] 2.955581e-03 4.015293e-05 1.388679e-02 1.538244e-02 1.338320e-02
## [881] 5.743254e-04 6.262083e-04 3.207167e-03 2.040816e-02 1.290153e-02
## [886] 7.555621e-03 2.362483e-02 6.913458e-03 2.953562e-04 4.113674e-03
## [891] 5.139075e-03 1.919788e-02 9.458896e-07 6.109650e-03 2.561599e-03
## [896] 3.600000e-03 2.953937e-03 1.301438e-02 2.231590e-03 4.011111e-03
## [901] 9.471102e-03 4.688575e-04 8.087362e-04 3.600000e-03 3.312905e-03
## [906] 7.422485e-03 5.530738e-03 6.094069e-03 3.835915e-04 8.741789e-03
## [911] 1.005354e-03 3.887889e-03 3.637696e-05 2.119051e-04 3.565972e-03
## [916] 3.810395e-07 1.101204e-04 5.743254e-04 1.421694e-02 2.048477e-02
## [921] 1.097765e-03 1.604247e-05 6.188698e-03 8.100000e-03 4.200960e-03
## [926] 1.103252e-02 2.939727e-02 1.225000e-03 5.822921e-03 7.535718e-03
## [931] 8.007696e-04 4.656510e-02 1.001048e-03 3.564967e-06 1.418919e-02
## [936] 1.732196e-02 4.426516e-03 9.324926e-03 9.904919e-06 1.583879e-03
## [941] 1.809487e-03 2.904162e-03 7.465138e-03 1.809487e-03 6.340878e-03
## [946] 2.867315e-02 1.293093e-03 5.743254e-04 5.328259e-03 2.103172e-03
## [951] 3.244672e-05 3.884064e-06 3.725426e-03 1.221863e-02 2.682897e-03
## [956] 1.942010e-03 2.209969e-03 1.199813e-02 2.417720e-02 5.069868e-03
## [961] 5.459857e-04 1.068117e-02 2.240762e-03 2.791624e-03 1.227904e-02
## [966] 6.944444e-03 4.769842e-03 1.144185e-02 1.198506e-04 4.674434e-05
## [971] 1.073902e-02 9.994912e-03 5.459857e-04 2.636604e-04 7.433905e-03
## [976] 4.521219e-02 2.197120e-03 8.544379e-04 3.814518e-03 2.436371e-03
## [981] 1.528322e-02 1.561586e-03 9.779001e-04 2.215449e-03 4.591837e-02
## [986] 8.437642e-04 8.007696e-04 9.628839e-03 1.613587e-02 2.481229e-02
## [991] 4.225000e-03 9.858606e-06 3.942091e-03 2.030559e-03 1.158598e-02
## [996] 1.405785e-03 2.776995e-03 3.440883e-04 6.490886e-03 2.436371e-03
n<-250
sapply(sa250[1,],function(x){x-10})#bias for khat
## [1] -0.909973966 0.218413610 -0.602136660 -0.362021399 -0.004539350
## [6] -0.042550625 -0.337556865 0.364131372 -1.793795921 1.120229757
## [11] -0.203685119 0.993552547 -0.159203635 3.527510870 0.735320961
## [16] -2.156948448 -1.013804585 -0.280951415 -1.097780732 0.358698987
## [21] -0.416171181 1.090886193 1.811255941 -0.082417582 1.712970271
## [26] 2.623838588 0.152284264 -0.529812102 1.219292434 -0.591232410
## [31] -0.909112204 -1.847450208 -0.873439136 -0.835918057 1.864274571
## [36] 0.948400413 0.097316346 0.060239990 -0.263802684 1.002508466
## [41] 0.090036014 -1.629367312 -0.489383297 -0.888168254 0.198715571
## [46] 3.644376900 2.589218985 -1.422863007 0.232002923 -1.786278936
## [51] 1.544441199 -0.708655525 -1.252780217 -1.157908535 0.641693811
## [56] 0.344901188 0.256410256 -0.400587659 0.659471708 -1.578121704
## [61] 0.011853170 -0.064283809 -0.408261502 0.034915973 0.267659066
## [66] 3.716594026 1.864274571 -0.735191249 2.568982489 1.785344153
## [71] 0.853627951 0.656330261 0.259849983 -1.838984423 -2.613073004
## [76] 2.078810224 1.832172743 0.194104801 -0.758706313 -1.138682644
## [81] -1.699722213 0.244520632 -0.964293831 -0.614720641 0.818850092
## [86] -1.899596778 -0.620140400 4.976602911 2.712062257 1.945014476
## [91] -1.272335295 1.405645859 -0.468607790 -0.463715429 1.136329489
## [96] -0.996887187 -1.053642378 -1.955581516 0.017132552 0.067085954
## [101] -1.294805974 -0.551486443 0.839546208 0.793960846 0.768986364
## [106] 0.850859015 0.455934914 -2.000224892 -0.262483995 -1.064356436
## [111] 0.891196835 0.205700906 -1.175487578 -2.151234543 1.878287430
## [116] -1.013524542 -1.099165894 4.729205242 -0.603082889 -0.780080944
## [121] 0.321898775 -0.891018079 -1.774680275 -0.996773040 1.733209547
59
## [126] -1.589820359 -1.467140702 0.417337225 -1.035112035 0.865951151
## [131] -1.240654722 -0.581760642 -0.790816327 -1.978115938 -0.337494733
## [136] 0.499014917 -0.600871882 0.353239703 -0.577134182 3.275580020
## [141] 0.621532747 2.722134108 0.198168129 -0.844286024 -1.882260403
## [146] -0.956621165 2.165311653 -0.620140400 0.828718495 -0.674595623
## [151] -1.881919353 1.174732149 2.841307923 -0.410769052 -1.647621640
## [156] -0.832493072 -1.433541343 -0.831348627 0.281600249 -0.835223328
## [161] 0.665060959 0.986928105 -1.056499481 0.278009891 -1.922624054
## [166] 8.814726841 0.059175532 0.111542021 -1.359963269 0.665403286
## [171] 0.072927417 0.837017287 -1.748128198 -1.284448026 -1.196561370
## [176] -1.687583579 1.526199401 1.553449754 -0.955244856 -1.016498625
## [181] -0.720340431 -0.650815802 0.973788262 -0.371999558 0.209621243
## [186] -0.294164639 -1.860904170 -1.168210901 -0.495319092 0.034915973
## [191] 1.157415079 0.107900436 -0.214098284 -0.863756826 -1.357354292
## [196] 0.076104754 0.530408934 0.071158658 -0.242666565 2.663136115
## [201] -0.469226058 -0.808801641 1.120752598 -0.214956900 0.108558954
## [206] -1.199841141 0.311851172 -1.227141980 2.023963567 -0.643034951
## [211] -0.473482322 -1.065061784 0.958194373 0.467979890 -0.252738456
## [216] 0.415515409 -1.224943614 0.933244936 -1.156881443 3.737164230
## [221] -0.568546806 -0.956902142 0.190809191 -0.868454466 -0.671476138
## [226] -2.129460872 -0.300729801 0.935193012 -0.252766883 -1.101934152
## [231] 0.206013968 -1.272727273 -0.699917355 -0.488771302 -0.411565440
## [236] 0.333076165 -0.531708490 -0.212870018 0.315998228 1.828834551
## [241] -1.077375946 -1.511024170 -0.409989594 0.742729306 0.218869906
## [246] -1.035998714 1.573964286 2.233888156 -0.362994562 0.138300503
## [251] -0.951503847 1.977786259 -0.851362910 -0.370874477 -0.316157708
## [256] 1.451432534 0.596297249 -1.182118749 -1.932518039 -0.674595623
## [261] -0.950226244 -0.094837718 -0.458257485 0.461643137 1.818224241
## [266] -2.402868697 1.152313797 1.058642837 1.914831989 0.322210179
## [271] 4.294855068 1.602963720 -1.605418619 1.247088895 -1.033240617
## [276] -0.718750000 -0.136514248 -0.498169626 0.153538051 -0.160609168
## [281] 2.473488327 0.236912546 -0.631086075 -1.594339623 -0.373218382
## [286] -0.454545455 -0.505681573 0.141044806 -0.769124407 -0.023466214
## [291] -0.861569781 2.150604486 0.555114763 0.160321075 1.997905161
## [296] 2.110381078 -1.510624573 -1.405871091 -1.101660723 -0.113151298
## [301] 2.496062992 -0.883768429 0.997222994 -0.626859685 -0.845223314
## [306] 0.517394869 -0.101486462 -0.481230843 -1.206320641 -0.473709031
## [311] 1.116727269 -1.367924210 -2.272007617 -1.105263158 -0.598081243
## [316] 1.797385621 -1.346197173 -0.640875428 0.160321075 -1.455516014
## [321] 1.289634146 -0.986715413 0.244520632 -0.976864284 0.172570218
## [326] -0.102224444 -2.094861660 -1.304347826 0.290903876 1.510786391
## [331] 6.322335958 -0.867365401 -0.933395005 -1.269834093 0.987840889
## [336] 0.642032333 -0.726803212 0.477796874 1.287196125 -0.044254339
## [341] -0.338028169 -0.801623327 -0.823134593 0.026472431 1.088776791
## [346] 0.944617819 0.362694301 0.346205333 -0.328475736 0.172853686
## [351] 3.402723735 -1.657620284 2.132335248 1.004528799 -1.968038927
## [356] 3.460176991 -1.162463736 -0.132050726 0.388735672 -1.365396665
## [361] -0.040358386 -0.148500366 -0.529812102 -0.282850694 -0.673483403
## [366] -1.121333206 0.661673871 0.801598747 1.781532994 0.812286689
## [371] -1.990965437 -1.604895105 0.138300503 0.414333156 -1.259744940
## [376] 0.519716886 -1.100085543 0.144107619 -0.689321891 -1.013804585
## [381] -0.409538928 -1.842283417 0.228096302 -0.040358386 2.478779841
## [386] -0.608847160 0.612622241 -1.806169429 1.225122507 0.420549132
## [391] -0.058396077 -1.857363003 -1.304472972 0.144959467 0.105162145
60
## [396] 0.111542021 0.695187166 1.475668070 -0.529461817 -0.728796690
## [401] 0.071555070 0.816254341 -0.623764747 -0.305705956 0.310075501
## [406] 2.836279115 0.610858685 -0.774058577 1.752318002 -0.743357097
## [411] -0.940497336 -0.166170640 -0.314648512 -0.552213310 1.638659846
## [416] -2.004378495 -0.711798839 1.540982992 -0.959847120 -0.739332140
## [421] 0.232002923 -1.540996860 0.748943630 -1.972346331 -0.987497519
## [426] 4.232050968 -0.139080653 -0.717399272 0.919968497 -1.237525401
## [431] 0.720114391 1.513544018 0.223527416 1.560693642 -1.210594644
## [436] -0.053514137 -1.615568711 -2.440017887 0.560466849 1.527377909
## [441] 0.187377827 1.397721834 -0.813458255 1.944906125 0.120126449
## [446] -0.253001862 1.976047904 2.129728535 -1.507533521 0.329863633
## [451] 0.661673871 1.728316712 -1.198316183 0.067831369 -2.414051600
## [456] 0.282913342 0.383322453 0.752688172 -0.465183065 0.381511460
## [461] -1.591599643 0.311851172 -1.248885114 0.093193151 -0.262789583
## [466] -1.064752290 0.917520620 -0.424759025 -0.424553987 -1.451720825
## [471] 1.373969765 2.160522471 4.576526328 -0.146376928 -0.867598802
## [476] 0.661401353 -1.591599643 -0.478873239 -0.058997564 3.031526923
## [481] -0.800766284 -0.391862516 0.448835125 2.934719050 0.235802710
## [486] -0.766728987 0.048422960 -1.467140702 -1.410510014 2.092487279
## [491] 0.549099001 -0.521327014 -0.587905935 -1.158861215 -0.510725219
## [496] -1.444030619 0.539151758 -1.498682763 2.869354861 -2.078228087
## [501] 0.465425404 -0.760062095 1.808982853 -0.880450725 3.529258778
## [506] -0.179223657 -1.111111111 -1.265066906 1.076004343 -0.588293969
## [511] -2.188448990 0.123237797 0.144958221 -0.273988768 1.152284264
## [516] -0.374900534 0.803812840 -1.272948489 2.775671329 0.951621117
## [521] -0.008814887 0.288564035 -1.393148901 0.419237570 -0.489383297
## [526] -2.518948867 0.676276516 -1.015205626 -0.189023213 0.223527416
## [531] 1.917056075 2.312814070 -1.983992096 -0.585014409 -1.721979622
## [536] -0.831348627 0.014397172 1.023923445 0.859936850 -0.533263223
## [541] -0.111479452 1.865617433 0.413831381 -1.451267416 -0.779520076
## [546] -0.722298868 -0.480711481 -0.010863339 -1.019872544 0.527285405
## [551] -0.533525962 1.758711496 -1.352780341 0.224395669 0.856570296
## [556] -0.481474080 0.205134386 1.163303309 -2.215967247 -0.330698040
## [561] -1.520802661 -0.267914875 0.548261354 0.388735672 1.245901639
## [566] -0.996773040 0.585672280 -1.694722158 -0.964293831 -0.634254879
## [571] 0.051238267 1.323956716 -1.458649675 4.645879495 -0.490737894
## [576] -0.088751290 0.075098966 -0.693158258 -0.576939886 -0.442259742
## [581] 0.097725569 0.027157587 -1.026911811 1.769230769 -0.291262136
## [586] -1.365282633 1.368051384 0.311851172 1.696555012 -0.599284873
## [591] 0.177574710 -1.281311125 -0.822507891 -0.581760642 0.078297768
## [596] -1.389565750 -0.701949099 -0.192492561 -1.221463898 -0.618512385
## [601] 0.494551485 1.060309322 -1.481790041 -0.870349284 0.295768995
## [606] 1.317876932 -0.345596756 2.661284535 -0.112140774 1.014642248
## [611] 2.688156002 0.502946690 1.400148730 2.436702229 -1.123055176
## [616] 0.905288533 -2.424242424 0.911047346 -0.360238891 0.284198498
## [621] -0.137867666 -0.706151130 -1.714850570 0.768986364 2.415422858
## [626] 1.096762862 0.526315789 -1.462065221 -1.602905569 -1.009080999
## [631] 0.777222654 0.576741760 2.879106439 -1.665816327 1.785721441
## [636] 0.916238854 -1.373576867 -0.113513719 -0.923812608 -1.670317634
## [641] -0.469225125 0.633283693 -1.001142694 -0.956902142 -1.300724638
## [646] -0.585014409 -0.576086957 -0.028790681 1.927620234 -0.718200888
## [651] 0.238302503 -0.022368575 -1.366759241 -1.099598423 -1.601726264
## [656] -0.168899877 0.039638414 2.762155466 0.312359454 0.822058237
## [661] -0.071885393 1.016198704 1.285981878 -1.853119566 -0.805264790
61
## [666] 2.192869727 -1.191623191 0.063491401 -0.044834614 -0.018255315
## [671] -0.521327014 2.151442578 0.395278270 -1.300338578 -1.122842412
## [676] -0.232435465 -1.165071239 0.777222654 0.042008197 1.785344153
## [681] -0.081579051 -0.559561723 0.817880795 1.240348305 0.716473621
## [686] 0.261923424 -0.388744621 4.037298762 -1.717004811 -1.875216407
## [691] -0.521327014 0.225282428 -0.146541618 0.966923440 -1.410166521
## [696] -1.204441625 3.393567911 2.818271072 0.617265118 1.386728272
## [701] -0.275878294 0.576948701 -0.632008318 1.016404306 0.924973926
## [706] -0.473482322 0.237787699 -0.590017794 -0.379394794 -0.126899026
## [711] 0.338253383 0.658604138 -0.319531055 1.575855013 -1.478380089
## [716] 0.686018039 -0.831348627 -0.814228946 -0.844286024 1.834319527
## [721] 3.033169533 -1.562528496 -0.403920573 -1.005176049 1.323956716
## [726] -2.000000000 3.028377943 -1.757990868 -0.773317460 0.551565691
## [731] -1.261146497 1.219383505 0.391345697 1.418398448 -1.911577756
## [736] -0.236162362 3.836194126 -0.580698213 0.560662351 -0.778082293
## [741] 3.977435940 -1.151401735 1.566188198 -0.567485439 0.769362474
## [746] -1.656533884 1.095417983 0.623931262 -0.760699679 0.494279668
## [751] -1.902967776 -0.610845295 1.840092767 -0.667901052 -0.433724076
## [756] -0.437544442 0.438955540 2.562082777 0.278544791 -0.716122651
## [761] -0.502918618 1.358668911 1.590275848 -1.035369059 -0.083019833
## [766] -1.257755787 3.289491465 -1.261120264 -1.596978288 0.044660717
## [771] -0.959847120 1.834146973 -0.896697870 -0.900271520 -0.124227775
## [776] -1.882363873 1.062752368 -0.448774873 -0.625654866 0.517612079
## [781] 0.141937120 -1.712008334 -0.672917560 -0.766539145 -0.546287245
## [786] 0.654345266 4.957793410 0.050251256 0.597077936 -0.980548187
## [791] 1.607441323 -1.442488165 -1.211645953 -1.331311832 -0.718331560
## [796] -1.207781297 2.431811289 -1.590946486 -0.600871882 -0.977784634
## [801] -1.450902973 -0.563367253 -0.433108083 0.275239451 0.526315789
## [806] -1.152382379 1.085978836 -0.172448721 1.906672022 -1.402381386
## [811] -1.664995257 -0.848739496 -1.410355784 5.668674699 -1.530864198
## [816] -0.179223657 4.168418647 -0.769124407 -0.789292136 0.061020001
## [821] 0.074042481 -1.625105472 -0.214098284 -1.054398725 0.212938508
## [826] -1.058413105 -0.239267748 0.068100358 -0.351371721 -0.624502400
## [831] -1.450035673 0.382222943 2.200478164 1.199138859 -0.916093193
## [836] 1.779759391 -0.872815792 -1.076339388 0.989010989 0.843347079
## [841] 0.758507135 0.160783363 0.862269322 -1.559320645 -0.964293831
## [846] -0.181578181 -1.358803987 -1.256205969 -1.601720895 -0.712304824
## [851] -0.459150047 1.371312844 -0.040402340 -1.751510102 0.342156481
## [856] -2.246984986 -0.283236994 -0.272138965 -0.167968578 0.703832753
## [861] 0.825659754 0.596297249 -0.604090412 1.640641523 -0.910465862
## [866] -1.508538063 0.382716049 -0.345596756 0.091767075 3.633136095
## [871] 5.472643835 0.761774828 -0.687683809 -1.455338110 0.401805869
## [876] -1.604895105 2.090620032 2.713140445 1.135631119 1.219383505
## [881] 1.532924107 -0.869080228 0.957267994 -0.888045541 -0.763130108
## [886] 2.854044484 -1.202201191 -0.973045288 1.600355489 -1.076339388
## [891] -0.452793047 -2.594940194 -1.151401735 -0.268949010 -1.468674434
## [896] 2.170595481 -1.354163561 -0.588883363 -1.315679275 3.041897541
## [901] 0.391345697 -1.389449608 1.653979284 3.403861190 0.227902023
## [906] 1.096762920 0.508265453 -1.261889374 1.669765476 1.123976554
## [911] -0.687585424 -0.144889795 1.292325711 0.428084692 -1.299326410
## [916] 0.507658643 -1.970650966 1.691195554 0.243837442 -1.227332840
## [921] -0.983508933 -0.431141627 -1.978316116 1.380507713 -1.802980023
## [926] 0.550821328 0.818708925 0.342156481 0.175673218 0.109728768
## [931] -0.119656186 0.922360411 -1.157908535 -0.742159293 -0.310763973
62
## [936] 1.260610573 -0.129794158 -1.167979102 -2.000932238 -0.363312589
## [941] 2.064974003 1.970277740 3.675323925 -0.622011261 -0.583940804
## [946] 0.727885127 -0.778537960 2.475677851 -0.704010963 -0.012961675
## [951] 2.538370272 -0.418229746 1.384276914 1.074423670 -0.825688073
## [956] 1.382382520 -0.682070240 -0.331749039 -0.353346457 -0.188738269
## [961] -1.003155024 1.895898896 -1.493752312 2.390644753 -0.231288524
## [966] -1.274943667 -0.450270794 -0.867598802 -0.848205558 1.268276039
## [971] 0.484417697 2.527721876 1.500911598 -1.235532194 -0.118632975
## [976] -1.527678391 -0.706274016 2.781245050 4.576913213 -0.370272579
## [981] 1.157415079 0.712218492 0.045107370 -1.404149600 -1.405341943
## [986] 2.615889914 3.477222110 -0.672589746 0.467979890 -1.627657312
## [991] 0.407347814 -0.557377049 0.919185872 0.346260001 1.225334957
## [996] 1.346699662 0.621880464 -2.079672950 1.611439842 1.387952461
sapply(sa250[2,],function(x){x-0.4})#bias for phat
## [1] 3.432219e-02 -1.481301e-02 3.584375e-02 3.819116e-03 -2.022761e-02
## [6] -1.717104e-02 -2.998957e-03 -9.808111e-03 9.864712e-02 -5.216546e-02
## [11] 3.417004e-03 -3.505882e-02 5.251755e-03 -1.031235e-01 -2.963380e-02
## [16] 1.130656e-01 5.313949e-02 1.279761e-02 4.123829e-02 -4.969697e-03
## [21] 2.655186e-02 -2.924514e-02 -6.066267e-02 -1.684211e-02 -3.971564e-02
## [26] -8.725836e-02 -6.000000e-03 2.744664e-02 -4.061905e-02 3.321295e-02
## [31] 3.340102e-02 7.347150e-02 1.724370e-02 2.295562e-02 -7.128205e-02
## [36] -2.368932e-02 -1.772021e-02 -3.190381e-03 2.210419e-03 -2.699415e-02
## [41] 6.341463e-03 7.499396e-02 7.123967e-03 3.284381e-02 -1.524567e-02
## [46] -1.053731e-01 -8.004369e-02 7.475049e-02 -7.505976e-03 8.358107e-02
## [51] -6.252156e-02 1.544041e-02 5.866002e-02 4.740546e-02 -2.787879e-02
## [56] -1.836272e-02 -1.000000e-02 1.252525e-02 -2.437163e-02 7.447848e-02
## [61] 8.715543e-03 -1.150259e-02 2.286391e-02 -4.580645e-03 -1.120641e-02
## [66] -1.037165e-01 -7.128205e-02 3.087776e-02 -7.634612e-02 -6.670468e-02
## [71] -3.072255e-02 -3.251890e-02 1.365127e-02 9.209562e-02 1.203788e-01
## [76] -6.519881e-02 -6.295286e-02 -1.428688e-02 4.106379e-02 4.327495e-02
## [81] 7.998394e-02 -8.766467e-03 4.136008e-02 5.560711e-02 -2.472906e-02
## [86] 8.540793e-02 7.682008e-03 -1.334509e-01 -8.848485e-02 -6.747633e-02
## [91] 6.793732e-02 -5.841478e-02 1.504954e-02 -4.458112e-03 -3.937849e-02
## [96] 4.828940e-02 4.755644e-02 7.585789e-02 -1.426087e-02 -1.061224e-02
## [101] 6.960470e-02 3.774081e-02 -2.618361e-02 -3.164588e-02 -3.302024e-02
## [106] -1.993792e-02 -2.241540e-02 9.901403e-02 5.128205e-04 2.526316e-02
## [111] -3.236364e-02 -1.707677e-02 2.336617e-02 1.040283e-01 -7.739457e-02
## [116] 4.555844e-02 4.040816e-02 -1.249003e-01 2.013779e-02 2.386489e-02
## [121] -3.107563e-02 4.834868e-02 9.700196e-02 4.028658e-02 -5.295088e-02
## [126] 1.041509e-01 6.643216e-02 5.861873e-03 3.949239e-02 -3.482258e-02
## [131] 5.437186e-02 1.961134e-02 1.263158e-02 1.165869e-01 1.107351e-02
## [136] -1.063014e-02 1.918782e-02 -3.602339e-03 1.770732e-02 -9.387402e-02
## [141] -1.474487e-02 -9.281883e-02 -2.385401e-02 3.950696e-02 1.055595e-01
## [146] 4.850493e-02 -6.955224e-02 7.682008e-03 -3.504453e-02 2.464646e-02
## [151] 6.710549e-02 -2.665772e-02 -8.258685e-02 1.463179e-02 7.459536e-02
## [156] 5.726718e-02 6.647047e-02 3.714172e-02 -6.225681e-05 3.427136e-02
## [161] -1.781747e-02 -2.682927e-02 3.920163e-02 -1.782485e-02 8.530612e-02
## [166] -1.918652e-01 -8.715447e-03 -2.102714e-02 4.907216e-02 -2.833098e-02
## [171] -1.560331e-02 -2.941833e-02 7.165057e-02 7.730769e-02 6.163780e-02
## [176] 9.901254e-02 -4.567679e-02 -4.962846e-02 4.312974e-02 4.080808e-02
## [181] 1.423933e-02 2.313852e-02 -3.768209e-02 2.459491e-02 -2.114168e-02
## [186] 2.613540e-02 7.720288e-02 5.245646e-02 2.042442e-02 -4.580645e-03
## [191] -3.970149e-02 8.308605e-05 1.675179e-04 1.767715e-02 6.652381e-02
63
## [196] 2.357638e-02 -1.103125e-02 -7.195147e-03 1.527739e-02 -7.970020e-02
## [201] 1.885371e-02 1.605021e-02 -4.211055e-02 1.042231e-02 4.805474e-03
## [206] 5.135549e-02 -7.829871e-03 7.510173e-02 -6.766366e-02 3.304640e-02
## [211] 1.405858e-03 3.604107e-02 -4.738716e-02 -1.482540e-02 -5.222453e-03
## [216] -1.979798e-02 5.492585e-02 -4.219223e-02 3.559294e-02 -1.073632e-01
## [221] 2.114401e-02 4.630723e-02 -3.564356e-03 4.110824e-02 3.951220e-02
## [226] 1.051751e-01 1.528898e-02 -3.969543e-02 1.119361e-02 6.482012e-02
## [231] -1.277733e-02 4.000000e-02 3.999609e-02 1.929388e-02 1.758641e-02
## [236] -1.986151e-02 1.063374e-02 -7.001024e-04 -2.117093e-02 -7.367876e-02
## [241] 6.174757e-02 7.685375e-02 4.166667e-04 -3.510204e-02 -6.218688e-03
## [246] 4.712176e-02 -5.888956e-02 -7.892464e-02 7.180428e-03 -8.612903e-03
## [251] 3.543147e-02 -5.502807e-02 3.372581e-02 1.000608e-02 2.503790e-02
## [256] -4.091829e-02 -1.684729e-02 5.906719e-02 8.391803e-02 2.464646e-02
## [261] 4.200000e-02 1.003021e-03 2.382196e-02 -2.070968e-02 -5.510893e-02
## [266] 1.380978e-01 -4.886210e-02 -4.010050e-02 -7.133401e-02 -2.372400e-02
## [271] -1.190598e-01 -4.009195e-02 8.364532e-02 -4.613065e-02 5.590607e-02
## [276] 2.666667e-02 -4.196721e-03 4.370398e-02 -1.589744e-02 1.384676e-02
## [281] -7.418898e-02 -2.254244e-02 3.633659e-02 7.111111e-02 -9.007439e-03
## [286] 4.000000e-02 4.194852e-02 -4.774451e-03 3.072837e-02 -1.464789e-03
## [291] 3.990050e-02 -6.717705e-02 -3.430052e-02 -9.067472e-03 -6.527490e-02
## [296] -8.291667e-02 4.573362e-02 6.776119e-02 4.682495e-02 -3.918284e-03
## [301] -6.869565e-02 4.360435e-02 -3.809045e-02 3.272584e-02 4.392126e-02
## [306] -5.225434e-03 9.354393e-03 1.097751e-02 3.713215e-02 2.199005e-02
## [311] -3.694351e-02 6.894862e-02 1.129405e-01 6.769231e-02 1.651073e-02
## [316] -7.789474e-02 5.113115e-02 3.080952e-02 -9.067472e-03 5.877551e-02
## [321] -5.773913e-02 4.290180e-02 -8.766467e-03 6.325359e-02 -3.246779e-03
## [326] 2.110553e-03 1.060000e-01 6.000000e-02 -3.929310e-02 -4.137984e-02
## [331] -1.522413e-01 3.229585e-02 3.676768e-02 5.909780e-02 -2.249180e-02
## [336] -3.916667e-02 4.170313e-02 -9.078125e-03 -4.774245e-02 -4.650407e-03
## [341] 5.714286e-03 2.529243e-02 2.672523e-02 3.731225e-03 -3.963564e-02
## [346] -3.525451e-02 -1.400000e-02 -2.172983e-03 3.095585e-02 -8.369478e-03
## [351] -1.027470e-01 6.365667e-02 -7.392922e-02 -2.415474e-02 7.709395e-02
## [356] -1.102564e-01 5.035176e-02 8.938322e-04 -2.189817e-02 6.464207e-02
## [361] 8.176353e-04 8.059701e-03 2.744664e-02 1.493651e-02 1.215817e-02
## [366] 5.547379e-02 -3.345343e-02 -2.079688e-02 -5.471386e-02 -9.333333e-03
## [371] 1.049298e-01 6.693878e-02 -8.612903e-03 -1.284127e-02 7.275508e-02
## [376] -1.215686e-02 5.843137e-02 1.809617e-03 2.145158e-02 5.313949e-02
## [381] 7.488229e-03 7.170062e-02 -3.054187e-03 8.176353e-04 -8.907216e-02
## [386] 5.913956e-03 -3.778980e-02 6.962162e-02 -5.719751e-02 3.817490e-03
## [391] -8.513875e-03 1.049961e-01 6.414668e-02 -1.320693e-02 1.919169e-02
## [396] -2.102714e-02 -2.600000e-02 -5.805912e-02 4.559242e-02 3.273779e-02
## [401] 1.066151e-02 -2.907677e-02 3.044995e-02 1.756522e-02 -1.396985e-02
## [406] -8.121603e-02 -3.802093e-03 5.523810e-02 -5.555731e-02 4.724638e-02
## [411] 4.594059e-02 -6.663909e-03 2.001573e-02 1.533537e-02 -5.184995e-02
## [416] 9.076860e-02 2.204082e-02 -6.692612e-02 5.087733e-02 2.718301e-02
## [421] -7.505976e-03 7.145035e-02 -3.605726e-02 8.532238e-02 6.335632e-02
## [426] -1.290622e-01 -7.338843e-03 3.910108e-02 -4.432132e-02 4.964467e-02
## [431] -1.978018e-02 -4.910891e-02 -1.578819e-02 -5.400000e-02 5.554845e-02
## [436] 7.380059e-03 9.234109e-02 1.148160e-01 -2.539535e-02 -4.814201e-02
## [441] -2.502618e-02 -5.747541e-02 3.672582e-02 -7.015228e-02 -1.265306e-02
## [446] 2.720845e-02 -6.600000e-02 -6.330656e-02 7.901278e-02 -8.126482e-03
## [451] -3.345343e-02 -6.406091e-02 4.082474e-02 -2.136831e-02 1.172722e-01
## [456] -1.528413e-02 -1.438162e-02 -2.800000e-02 2.077368e-02 -7.764244e-03
## [461] 6.144330e-02 -7.829871e-03 6.394089e-02 5.025440e-03 1.346981e-03
64
## [466] 6.288588e-02 -1.712919e-02 2.317473e-02 3.193810e-02 7.541732e-02
## [471] -4.269291e-02 -5.001504e-02 -1.294280e-01 2.664510e-02 4.325692e-02
## [476] -1.243369e-02 6.144330e-02 3.692308e-02 -1.533054e-02 -1.080925e-01
## [481] 2.612245e-02 2.991736e-03 -1.450248e-02 -1.083818e-01 -9.605606e-03
## [486] 1.632050e-02 -6.704453e-03 6.643216e-02 6.009717e-02 -6.756219e-02
## [491] -3.636705e-02 2.200000e-02 3.560976e-02 5.966929e-02 1.716684e-03
## [496] 7.639254e-02 -2.843309e-02 5.122419e-02 -9.881940e-02 1.175610e-01
## [501] -4.301499e-02 2.770850e-02 -7.109784e-02 4.695191e-02 -9.843137e-02
## [506] 1.300197e-02 5.000000e-02 3.824033e-02 -3.524752e-02 3.690272e-02
## [511] 1.110381e-01 -1.356237e-02 8.478764e-03 3.059790e-02 -3.630769e-02
## [516] 1.890476e-02 -3.457345e-02 6.338675e-02 -7.939062e-02 -2.891339e-02
## [521] 4.356436e-03 -1.160761e-02 3.407281e-02 -5.729309e-03 7.123967e-03
## [526] 1.384270e-01 -3.208147e-02 3.985425e-02 1.096825e-02 -1.578819e-02
## [531] -6.099010e-02 -7.838384e-02 9.850250e-02 2.060606e-02 9.963636e-02
## [536] 3.714172e-02 -1.495436e-02 -5.166667e-02 -4.309185e-02 1.661663e-02
## [541] -4.794268e-03 -6.626263e-02 -2.242523e-02 7.773164e-02 2.730964e-02
## [546] 3.157243e-02 2.650246e-02 -7.662989e-04 3.473770e-02 -2.649440e-02
## [551] -1.118644e-03 -5.676511e-02 6.535189e-02 -8.387612e-03 -3.819145e-02
## [556] 1.014754e-02 -4.904762e-03 -2.985866e-02 1.010256e-01 2.029921e-02
## [561] 8.164936e-02 4.024415e-03 2.341188e-03 -2.189817e-02 -5.142857e-02
## [566] 4.028658e-02 -2.402010e-02 5.513228e-02 4.136008e-02 4.160928e-02
## [571] -2.233509e-02 -4.429394e-02 7.018327e-02 -1.326210e-01 -1.651531e-03
## [576] -4.489796e-03 6.546875e-03 3.194030e-02 1.345380e-02 3.357529e-02
## [581] -1.890547e-03 -3.476861e-03 5.959651e-02 -5.333333e-02 1.200000e-02
## [586] 8.131280e-02 -5.095161e-02 -7.829871e-03 -5.699302e-02 9.330561e-03
## [591] -1.083744e-03 5.740822e-02 2.756779e-02 1.961134e-02 -5.488934e-03
## [596] 6.733996e-02 2.718630e-02 2.212560e-02 4.153148e-02 4.001550e-02
## [601] -2.990319e-02 -2.894347e-02 5.220768e-02 4.558112e-02 -6.440276e-03
## [606] -5.187817e-02 2.318841e-04 -8.597183e-02 -8.004128e-03 -3.539442e-02
## [611] -9.231148e-02 -1.648858e-02 -4.175906e-02 -7.129550e-02 4.024156e-02
## [616] -4.164176e-02 1.280000e-01 -4.256410e-02 2.698154e-02 -9.498008e-03
## [621] 1.941473e-03 5.148141e-02 5.237567e-02 -3.302024e-02 -6.074454e-02
## [626] -3.196474e-02 -2.000000e-02 9.848120e-02 8.588235e-02 4.444845e-02
## [631] -1.919688e-02 -1.538250e-02 -9.252525e-02 7.515152e-02 -5.076385e-02
## [636] -3.174129e-02 6.090946e-02 1.308913e-02 1.735586e-02 6.820513e-02
## [641] 2.514906e-02 -1.855621e-02 4.627888e-02 4.630723e-02 5.061224e-02
## [646] 2.060606e-02 3.294118e-02 1.760231e-02 -6.531463e-02 3.569139e-02
## [651] -2.103093e-02 5.707510e-03 7.351859e-02 4.582258e-02 6.342857e-02
## [656] -4.476094e-05 -7.824351e-04 -8.187192e-02 -2.026149e-02 -1.966569e-02
## [661] -3.147208e-03 -3.326733e-02 -3.919843e-02 9.049449e-02 2.372074e-02
## [666] -6.242566e-02 5.820020e-02 -9.678208e-03 5.015873e-03 -1.489698e-02
## [671] 2.200000e-02 -7.510030e-02 -1.251639e-02 8.047847e-02 4.834171e-02
## [676] 2.548989e-02 5.139017e-02 -1.919688e-02 -5.656566e-03 -6.670468e-02
## [681] 5.709742e-03 2.286172e-02 -3.393939e-02 -4.200398e-02 -2.636963e-02
## [686] -3.583088e-03 2.366994e-02 -1.070661e-01 8.050251e-02 8.641296e-02
## [691] 2.200000e-02 -1.037751e-02 1.609756e-02 -3.563163e-02 6.101010e-02
## [696] 6.068707e-02 -9.477886e-02 -8.108023e-02 -7.431862e-03 -5.960372e-02
## [701] 9.702811e-03 -1.879365e-02 1.332231e-02 -3.436346e-02 -3.862614e-02
## [706] 1.405858e-03 -2.023045e-02 3.825800e-02 1.203229e-02 -1.256332e-04
## [711] -3.414634e-03 -4.235467e-02 7.005076e-03 -5.618090e-02 7.174129e-02
## [716] -1.931563e-02 3.714172e-02 5.243888e-02 3.950696e-02 -6.200000e-02
## [721] -8.388350e-02 8.260904e-02 2.892517e-02 4.336610e-02 -4.429394e-02
## [726] 1.000000e-01 -9.144279e-02 6.105263e-02 3.179116e-02 -2.242570e-02
## [731] 4.857143e-02 -4.169154e-02 1.034146e-02 -4.443350e-02 8.761055e-02
65
## [736] 1.295238e-02 -1.083013e-01 2.635857e-02 -1.631194e-02 3.288176e-02
## [741] -1.118213e-01 7.600760e-02 -4.171429e-02 9.222798e-03 -3.563303e-02
## [746] 8.948482e-02 -3.552522e-02 -2.273852e-02 3.553082e-02 -3.294289e-02
## [751] 9.203213e-02 3.241379e-02 -5.777295e-02 3.034263e-02 3.067961e-02
## [756] 1.160976e-02 -4.558140e-03 -9.113402e-02 -3.834971e-03 2.568421e-02
## [761] 4.561059e-02 -3.869006e-02 -4.763565e-02 6.538447e-02 1.262561e-02
## [766] 5.022764e-02 -9.268952e-02 7.145631e-02 6.935497e-02 6.982387e-03
## [771] 5.087733e-02 -6.098106e-02 3.676459e-02 3.781526e-02 -1.643506e-02
## [776] 1.149282e-01 -3.155643e-02 3.717842e-03 1.474897e-02 -2.082648e-02
## [781] -2.176851e-02 6.959507e-02 3.829354e-02 4.490360e-02 3.242270e-02
## [786] -2.719436e-02 -1.312438e-01 -2.000000e-03 -1.800791e-02 4.792079e-02
## [791] -4.781213e-02 5.013084e-02 7.062282e-02 9.096241e-02 3.354274e-02
## [796] 6.541153e-02 -8.757570e-02 4.856416e-02 1.918782e-02 5.487719e-02
## [801] 6.694990e-02 2.811881e-02 2.563458e-02 -7.211100e-03 -2.000000e-02
## [806] 3.944033e-02 -4.423529e-02 9.137056e-04 -7.278850e-02 4.058712e-02
## [811] 7.606452e-02 3.272727e-02 6.195161e-02 -1.396078e-01 6.285714e-02
## [816] 1.300197e-02 -1.188112e-01 3.072837e-02 3.514571e-02 3.140039e-03
## [821] -1.405761e-02 8.525984e-02 1.675179e-04 6.413873e-02 -1.108157e-02
## [826] 4.868993e-02 1.636220e-02 2.113208e-02 1.954150e-02 2.835060e-02
## [831] 5.520658e-02 -1.010277e-02 -8.230753e-02 -3.568627e-02 3.725680e-02
## [836] -4.583317e-02 5.183705e-02 4.152284e-02 -3.600000e-02 -3.959468e-02
## [841] -3.191919e-02 -5.148554e-03 -4.611446e-02 5.636137e-02 4.136008e-02
## [846] 2.916077e-03 7.215686e-02 3.871116e-02 6.771487e-02 2.120245e-02
## [851] 7.930113e-03 -5.281054e-02 2.827517e-03 8.251256e-02 -2.174233e-02
## [856] 1.179920e-01 2.195122e-02 1.694675e-02 -1.594915e-02 -4.125000e-02
## [861] -3.124649e-02 -1.684729e-02 2.486573e-02 -4.675486e-02 4.754769e-02
## [866] 7.153247e-02 -8.965517e-03 2.318841e-04 -1.116820e-02 -1.183333e-01
## [871] -1.417377e-01 -3.463276e-02 4.371346e-02 7.327794e-02 -3.083333e-02
## [876] 6.693878e-02 -7.743590e-02 -8.253320e-02 -4.330715e-02 -4.169154e-02
## [881] -5.455422e-02 6.085171e-02 -2.070837e-02 3.020408e-02 2.092181e-02
## [886] -1.000166e-01 4.511134e-02 4.356044e-02 -5.656225e-02 4.152284e-02
## [891] 2.483629e-02 1.315285e-01 7.600760e-02 2.585328e-02 6.182741e-02
## [896] -7.166767e-02 5.941188e-02 2.162903e-02 6.336382e-02 -8.225483e-02
## [901] 1.034146e-02 5.246817e-02 -7.702019e-02 -1.102327e-01 -1.673469e-02
## [906] -3.665079e-02 -9.450292e-03 6.096922e-02 -6.785965e-02 -4.832720e-02
## [911] 3.855436e-02 1.481018e-02 -5.392426e-02 -2.995169e-03 5.789558e-02
## [916] -2.693878e-02 1.151103e-01 -5.478295e-02 -1.264516e-02 6.827264e-02
## [921] 3.120988e-02 2.680118e-02 9.166734e-02 -4.395262e-02 8.505433e-02
## [926] -2.429465e-02 -1.141389e-02 -2.174233e-02 5.280310e-03 -3.154536e-03
## [931] 2.306220e-02 -2.608815e-02 4.740546e-02 2.817760e-02 1.241642e-02
## [936] -2.169014e-02 1.214946e-02 3.749896e-02 1.240611e-01 2.089152e-02
## [941] -6.614101e-02 -5.648249e-02 -1.153998e-01 3.378171e-02 3.075345e-02
## [946] -3.310569e-02 2.552905e-02 -8.065863e-02 3.115369e-02 -7.090724e-03
## [951] -7.204669e-02 1.203242e-02 -5.390863e-02 -4.314170e-02 3.600000e-02
## [956] -4.928257e-02 2.670423e-02 -2.409990e-03 1.050505e-02 -4.536082e-03
## [961] 3.259609e-02 -7.181967e-02 5.660556e-02 -8.040404e-02 2.257364e-02
## [966] 4.561317e-02 3.226357e-02 4.325692e-02 4.756250e-02 -3.508171e-02
## [971] -2.115206e-02 -8.134669e-02 -5.498387e-02 6.140851e-02 -2.079349e-03
## [976] 7.306986e-02 3.282818e-03 -9.204878e-02 -1.302584e-01 1.371888e-02
## [981] -3.970149e-02 -2.920846e-02 -1.493692e-02 7.092490e-02 5.051240e-02
## [986] -1.006949e-01 -9.370543e-02 4.213773e-02 -1.482540e-02 9.257420e-02
## [991] -2.142132e-02 6.666667e-03 -5.015707e-02 -6.041217e-03 -5.791667e-02
## [996] -6.580591e-02 -1.061509e-02 1.267459e-01 -5.034483e-02 -4.734661e-02
66
sapply(sa250[1,],function(x){(x-10)ˆ2})#MSE for khat
## [1] 8.280526e-01 4.770450e-02 3.625686e-01 1.310595e-01 2.060570e-05
## [6] 1.810556e-03 1.139446e-01 1.325917e-01 3.217704e+00 1.254915e+00
## [11] 4.148763e-02 9.871467e-01 2.534580e-02 1.244333e+01 5.406969e-01
## [16] 4.652427e+00 1.027800e+00 7.893370e-02 1.205123e+00 1.286650e-01
## [21] 1.731985e-01 1.190033e+00 3.280648e+00 6.792658e-03 2.934267e+00
## [26] 6.884529e+00 2.319050e-02 2.807009e-01 1.486674e+00 3.495558e-01
## [31] 8.264850e-01 3.413072e+00 7.628959e-01 6.987590e-01 3.475520e+00
## [36] 8.994633e-01 9.470471e-03 3.628856e-03 6.959186e-02 1.005023e+00
## [41] 8.106484e-03 2.654838e+00 2.394960e-01 7.888428e-01 3.948788e-02
## [46] 1.328148e+01 6.704055e+00 2.024539e+00 5.382536e-02 3.190792e+00
## [51] 2.385299e+00 5.021927e-01 1.569458e+00 1.340752e+00 4.117709e-01
## [56] 1.189568e-01 6.574622e-02 1.604705e-01 4.349029e-01 2.490468e+00
## [61] 1.404976e-04 4.132408e-03 1.666775e-01 1.219125e-03 7.164138e-02
## [66] 1.381307e+01 3.475520e+00 5.405062e-01 6.599671e+00 3.187454e+00
## [71] 7.286807e-01 4.307694e-01 6.752201e-02 3.381864e+00 6.828151e+00
## [76] 4.321452e+00 3.356857e+00 3.767667e-02 5.756353e-01 1.296598e+00
## [81] 2.889056e+00 5.979034e-02 9.298626e-01 3.778815e-01 6.705155e-01
## [86] 3.608468e+00 3.845741e-01 2.476658e+01 7.355282e+00 3.783081e+00
## [91] 1.618837e+00 1.975840e+00 2.195933e-01 2.150320e-01 1.291245e+00
## [96] 9.937841e-01 1.110162e+00 3.824299e+00 2.935243e-04 4.500525e-03
## [101] 1.676523e+00 3.041373e-01 7.048378e-01 6.303738e-01 5.913400e-01
## [106] 7.239611e-01 2.078766e-01 4.000900e+00 6.889785e-02 1.132855e+00
## [111] 7.942318e-01 4.231286e-02 1.381771e+00 4.627810e+00 3.527964e+00
## [116] 1.027232e+00 1.208166e+00 2.236538e+01 3.637090e-01 6.085263e-01
## [121] 1.036188e-01 7.939132e-01 3.149490e+00 9.935565e-01 3.004015e+00
## [126] 2.527529e+00 2.152502e+00 1.741704e-01 1.071457e+00 7.498714e-01
## [131] 1.539224e+00 3.384454e-01 6.253905e-01 3.912943e+00 1.139027e-01
## [136] 2.490159e-01 3.610470e-01 1.247783e-01 3.330839e-01 1.072942e+01
## [141] 3.863030e-01 7.410014e+00 3.927061e-02 7.128189e-01 3.542904e+00
## [146] 9.151241e-01 4.688575e+00 3.845741e-01 6.867743e-01 4.550793e-01
## [151] 3.541620e+00 1.379996e+00 8.073031e+00 1.687312e-01 2.714657e+00
## [156] 6.930447e-01 2.055041e+00 6.911405e-01 7.929870e-02 6.975980e-01
## [161] 4.423061e-01 9.740271e-01 1.116191e+00 7.728950e-02 3.696483e+00
## [166] 7.769941e+01 3.501744e-03 1.244162e-02 1.849500e+00 4.427615e-01
## [171] 5.318408e-03 7.005979e-01 3.055952e+00 1.649807e+00 1.431759e+00
## [176] 2.847938e+00 2.329285e+00 2.413206e+00 9.124927e-01 1.033269e+00
## [181] 5.188903e-01 4.235612e-01 9.482636e-01 1.383837e-01 4.394107e-02
## [186] 8.653283e-02 3.462964e+00 1.364717e+00 2.453410e-01 1.219125e-03
## [191] 1.339610e+00 1.164250e-02 4.583808e-02 7.460759e-01 1.842411e+00
## [196] 5.791934e-03 2.813336e-01 5.063555e-03 5.888706e-02 7.092294e+00
## [201] 2.201731e-01 6.541601e-01 1.256086e+00 4.620647e-02 1.178505e-02
## [206] 1.439619e+00 9.725115e-02 1.505877e+00 4.096429e+00 4.134939e-01
## [211] 2.241855e-01 1.134357e+00 9.181365e-01 2.190052e-01 6.387673e-02
## [216] 1.726531e-01 1.500487e+00 8.709461e-01 1.338375e+00 1.396640e+01
## [221] 3.232455e-01 9.156617e-01 3.640815e-02 7.542132e-01 4.508802e-01
## [226] 4.534604e+00 9.043841e-02 8.745860e-01 6.389110e-02 1.214259e+00
## [231] 4.244176e-02 1.619835e+00 4.898843e-01 2.388974e-01 1.693861e-01
## [236] 1.109397e-01 2.827139e-01 4.531364e-02 9.985488e-02 3.344636e+00
## [241] 1.160739e+00 2.283194e+00 1.680915e-01 5.516468e-01 4.790404e-02
## [246] 1.073293e+00 2.477364e+00 4.990256e+00 1.317651e-01 1.912703e-02
## [251] 9.053596e-01 3.911638e+00 7.248188e-01 1.375479e-01 9.995570e-02
## [256] 2.106656e+00 3.555704e-01 1.397405e+00 3.734626e+00 4.550793e-01
67
## [261] 9.029299e-01 8.994193e-03 2.099999e-01 2.131144e-01 3.305939e+00
## [266] 5.773778e+00 1.327827e+00 1.120725e+00 3.666582e+00 1.038194e-01
## [271] 1.844578e+01 2.569493e+00 2.577369e+00 1.555231e+00 1.067586e+00
## [276] 5.166016e-01 1.863614e-02 2.481730e-01 2.357393e-02 2.579530e-02
## [281] 6.118145e+00 5.612755e-02 3.982696e-01 2.541919e+00 1.392920e-01
## [286] 2.066116e-01 2.557139e-01 1.989364e-02 5.915524e-01 5.506632e-04
## [291] 7.423025e-01 4.625100e+00 3.081524e-01 2.570285e-02 3.991625e+00
## [296] 4.453708e+00 2.281987e+00 1.976474e+00 1.213656e+00 1.280322e-02
## [301] 6.230330e+00 7.810466e-01 9.944537e-01 3.929531e-01 7.144025e-01
## [306] 2.676975e-01 1.029950e-02 2.315831e-01 1.455209e+00 2.244002e-01
## [311] 1.247080e+00 1.871217e+00 5.162019e+00 1.221607e+00 3.577012e-01
## [316] 3.230595e+00 1.812247e+00 4.107213e-01 2.570285e-02 2.118527e+00
## [321] 1.663156e+00 9.736073e-01 5.979034e-02 9.542638e-01 2.978048e-02
## [326] 1.044984e-02 4.388445e+00 1.701323e+00 8.462507e-02 2.282476e+00
## [331] 3.997193e+01 7.523227e-01 8.712262e-01 1.612479e+00 9.758296e-01
## [336] 4.122055e-01 5.282429e-01 2.282899e-01 1.656874e+00 1.958447e-03
## [341] 1.142630e-01 6.426000e-01 6.775506e-01 7.007896e-04 1.185435e+00
## [346] 8.923028e-01 1.315472e-01 1.198581e-01 1.078963e-01 2.987840e-02
## [351] 1.157853e+01 2.747705e+00 4.546854e+00 1.009078e+00 3.873177e+00
## [356] 1.197282e+01 1.351322e+00 1.743739e-02 1.511154e-01 1.864308e+00
## [361] 1.628799e-03 2.205236e-02 2.807009e-01 8.000452e-02 4.535799e-01
## [366] 1.257388e+00 4.378123e-01 6.425606e-01 3.173860e+00 6.598097e-01
## [371] 3.963943e+00 2.575688e+00 1.912703e-02 1.716720e-01 1.586957e+00
## [376] 2.701056e-01 1.210188e+00 2.076701e-02 4.751647e-01 1.027800e+00
## [381] 1.677221e-01 3.394008e+00 5.202792e-02 1.628799e-03 6.144349e+00
## [386] 3.706949e-01 3.753060e-01 3.262248e+00 1.500925e+00 1.768616e-01
## [391] 3.410102e-03 3.449797e+00 1.701650e+00 2.101325e-02 1.105908e-02
## [396] 1.244162e-02 4.832852e-01 2.177596e+00 2.803298e-01 5.311446e-01
## [401] 5.120128e-03 6.662711e-01 3.890825e-01 9.345613e-02 9.614682e-02
## [406] 8.044479e+00 3.731483e-01 5.991667e-01 3.070618e+00 5.525798e-01
## [411] 8.845352e-01 2.761268e-02 9.900369e-02 3.049395e-01 2.685206e+00
## [416] 4.017533e+00 5.066576e-01 2.374629e+00 9.213065e-01 5.466120e-01
## [421] 5.382536e-02 2.374671e+00 5.609166e-01 3.890150e+00 9.751514e-01
## [426] 1.791026e+01 1.934343e-02 5.146617e-01 8.463420e-01 1.531469e+00
## [431] 5.185647e-01 2.290815e+00 4.996451e-02 2.435765e+00 1.465539e+00
## [436] 2.863763e-03 2.610062e+00 5.953687e+00 3.141231e-01 2.332883e+00
## [441] 3.511045e-02 1.953626e+00 6.617143e-01 3.782660e+00 1.443036e-02
## [446] 6.400994e-02 3.904765e+00 4.535744e+00 2.272657e+00 1.088100e-01
## [451] 4.378123e-01 2.987079e+00 1.435962e+00 4.601095e-03 5.827645e+00
## [456] 8.003996e-02 1.469361e-01 5.665395e-01 2.163953e-01 1.455510e-01
## [461] 2.533189e+00 9.725115e-02 1.559714e+00 8.684963e-03 6.905836e-02
## [466] 1.133697e+00 8.418441e-01 1.804202e-01 1.802461e-01 2.107493e+00
## [471] 1.887793e+00 4.667857e+00 2.094459e+01 2.142621e-02 7.527277e-01
## [476] 4.374517e-01 2.533189e+00 2.293196e-01 3.480713e-03 9.190155e+00
## [481] 6.412266e-01 1.535562e-01 2.014530e-01 8.612576e+00 5.560292e-02
## [486] 5.878733e-01 2.344783e-03 2.152502e+00 1.989538e+00 4.378503e+00
## [491] 3.015097e-01 2.717819e-01 3.456334e-01 1.342959e+00 2.608402e-01
## [496] 2.085224e+00 2.906846e-01 2.246050e+00 8.233197e+00 4.319032e+00
## [501] 2.166208e-01 5.776944e-01 3.272419e+00 7.751935e-01 1.245567e+01
## [506] 3.212112e-02 1.234568e+00 1.600394e+00 1.157785e+00 3.460898e-01
## [511] 4.789309e+00 1.518755e-02 2.101289e-02 7.506984e-02 1.327759e+00
## [516] 1.405504e-01 6.461151e-01 1.620398e+00 7.704351e+00 9.055828e-01
## [521] 7.770224e-05 8.326920e-02 1.940864e+00 1.757601e-01 2.394960e-01
## [526] 6.345103e+00 4.573499e-01 1.030642e+00 3.572977e-02 4.996451e-02
68
## [531] 3.675104e+00 5.349109e+00 3.936225e+00 3.422419e-01 2.965214e+00
## [536] 6.911405e-01 2.072786e-04 1.048419e+00 7.394914e-01 2.843697e-01
## [541] 1.242767e-02 3.480528e+00 1.712564e-01 2.106177e+00 6.076515e-01
## [546] 5.217157e-01 2.310835e-01 1.180121e-04 1.040140e+00 2.780299e-01
## [551] 2.846500e-01 3.093066e+00 1.830015e+00 5.035342e-02 7.337127e-01
## [556] 2.318173e-01 4.208012e-02 1.353275e+00 4.910511e+00 1.093612e-01
## [561] 2.312841e+00 7.177838e-02 3.005905e-01 1.511154e-01 1.552271e+00
## [566] 9.935565e-01 3.430120e-01 2.872083e+00 9.298626e-01 4.022793e-01
## [571] 2.625360e-03 1.752861e+00 2.127659e+00 2.158420e+01 2.408237e-01
## [576] 7.876791e-03 5.639855e-03 4.804684e-01 3.328596e-01 1.955937e-01
## [581] 9.550287e-03 7.375345e-04 1.054548e+00 3.130178e+00 8.483363e-02
## [586] 1.863997e+00 1.871565e+00 9.725115e-02 2.878299e+00 3.591424e-01
## [591] 3.153278e-02 1.641758e+00 6.765192e-01 3.384454e-01 6.130540e-03
## [596] 1.930893e+00 4.927325e-01 3.705339e-02 1.491974e+00 3.825576e-01
## [601] 2.445812e-01 1.124256e+00 2.195702e+00 7.575079e-01 8.747930e-02
## [606] 1.736800e+00 1.194371e-01 7.082435e+00 1.257555e-02 1.029499e+00
## [611] 7.226183e+00 2.529554e-01 1.960416e+00 5.937518e+00 1.261253e+00
## [616] 8.195473e-01 5.876951e+00 8.300073e-01 1.297721e-01 8.076879e-02
## [621] 1.900749e-02 4.986494e-01 2.940712e+00 5.913400e-01 5.834268e+00
## [626] 1.202889e+00 2.770083e-01 2.137635e+00 2.569306e+00 1.018244e+00
## [631] 6.040751e-01 3.326311e-01 8.289254e+00 2.774944e+00 3.188801e+00
## [636] 8.394936e-01 1.886713e+00 1.288536e-02 8.534297e-01 2.789961e+00
## [641] 2.201722e-01 4.010482e-01 1.002287e+00 9.156617e-01 1.691885e+00
## [646] 3.422419e-01 3.318762e-01 8.289033e-04 3.715720e+00 5.158125e-01
## [651] 5.678808e-02 5.003531e-04 1.868031e+00 1.209117e+00 2.565527e+00
## [656] 2.852717e-02 1.571204e-03 7.629503e+00 9.756843e-02 6.757797e-01
## [661] 5.167510e-03 1.032660e+00 1.653749e+00 3.434052e+00 6.484514e-01
## [666] 4.808678e+00 1.419966e+00 4.031158e-03 2.010143e-03 3.332565e-04
## [671] 2.717819e-01 4.628705e+00 1.562449e-01 1.690880e+00 1.260775e+00
## [676] 5.402625e-02 1.357391e+00 6.040751e-01 1.764689e-03 3.187454e+00
## [681] 6.655141e-03 3.131093e-01 6.689290e-01 1.538464e+00 5.133344e-01
## [686] 6.860388e-02 1.511224e-01 1.629978e+01 2.948106e+00 3.516437e+00
## [691] 2.717819e-01 5.075217e-02 2.147445e-02 9.349409e-01 1.988570e+00
## [696] 1.450680e+00 1.151630e+01 7.942652e+00 3.810162e-01 1.923015e+00
## [701] 7.610883e-02 3.328698e-01 3.994345e-01 1.033078e+00 8.555768e-01
## [706] 2.241855e-01 5.654299e-02 3.481210e-01 1.439404e-01 1.610336e-02
## [711] 1.144154e-01 4.337594e-01 1.021001e-01 2.483319e+00 2.185608e+00
## [716] 4.706208e-01 6.911405e-01 6.629688e-01 7.128189e-01 3.364728e+00
## [721] 9.200117e+00 2.441495e+00 1.631518e-01 1.010379e+00 1.752861e+00
## [726] 4.000000e+00 9.171073e+00 3.090532e+00 5.980199e-01 3.042247e-01
## [731] 1.590490e+00 1.486896e+00 1.531515e-01 2.011854e+00 3.654130e+00
## [736] 5.577266e-02 1.471639e+01 3.372104e-01 3.143423e-01 6.054121e-01
## [741] 1.582000e+01 1.325726e+00 2.452945e+00 3.220397e-01 5.919186e-01
## [746] 2.744105e+00 1.199941e+00 3.892902e-01 5.786640e-01 2.443124e-01
## [751] 3.621286e+00 3.731320e-01 3.385941e+00 4.460918e-01 1.881166e-01
## [756] 1.914451e-01 1.926820e-01 6.564268e+00 7.758720e-02 5.128317e-01
## [761] 2.529271e-01 1.845981e+00 2.528977e+00 1.071989e+00 6.892293e-03
## [766] 1.581950e+00 1.082075e+01 1.590424e+00 2.550340e+00 1.994580e-03
## [771] 9.213065e-01 3.364095e+00 8.040671e-01 8.104888e-01 1.543254e-02
## [776] 3.543294e+00 1.129443e+00 2.013989e-01 3.914440e-01 2.679223e-01
## [781] 2.014615e-02 2.930973e+00 4.528180e-01 5.875823e-01 2.984298e-01
## [786] 4.281677e-01 2.457972e+01 2.525189e-03 3.565021e-01 9.614747e-01
## [791] 2.583868e+00 2.080772e+00 1.468086e+00 1.772391e+00 5.160002e-01
## [796] 1.458736e+00 5.913706e+00 2.531111e+00 3.610470e-01 9.560628e-01
69
## [801] 2.105119e+00 3.173827e-01 1.875826e-01 7.575676e-02 2.770083e-01
## [806] 1.327985e+00 1.179350e+00 2.973856e-02 3.635398e+00 1.966674e+00
## [811] 2.772209e+00 7.203587e-01 1.989103e+00 3.213387e+01 2.343545e+00
## [816] 3.212112e-02 1.737571e+01 5.915524e-01 6.229821e-01 3.723440e-03
## [821] 5.482289e-03 2.640968e+00 4.583808e-02 1.111757e+00 4.534281e-02
## [826] 1.120238e+00 5.724906e-02 4.637659e-03 1.234621e-01 3.900032e-01
## [831] 2.102603e+00 1.460944e-01 4.842104e+00 1.437934e+00 8.392267e-01
## [836] 3.167543e+00 7.618074e-01 1.158506e+00 9.781427e-01 7.112343e-01
## [841] 5.753331e-01 2.585129e-02 7.435084e-01 2.431481e+00 9.298626e-01
## [846] 3.297064e-02 1.846348e+00 1.578053e+00 2.565510e+00 5.073782e-01
## [851] 2.108188e-01 1.880499e+00 1.632349e-03 3.067788e+00 1.170711e-01
## [856] 5.048942e+00 8.022319e-02 7.405962e-02 2.821344e-02 4.953805e-01
## [861] 6.817140e-01 3.555704e-01 3.649252e-01 2.691705e+00 8.289481e-01
## [866] 2.275687e+00 1.464716e-01 1.194371e-01 8.421196e-03 1.319968e+01
## [871] 2.994983e+01 5.803009e-01 4.729090e-01 2.118009e+00 1.614480e-01
## [876] 2.575688e+00 4.370692e+00 7.361131e+00 1.289658e+00 1.486896e+00
## [881] 2.349856e+00 7.553004e-01 9.163620e-01 7.886249e-01 5.823676e-01
## [886] 8.145570e+00 1.445288e+00 9.468171e-01 2.561138e+00 1.158506e+00
## [891] 2.050215e-01 6.733715e+00 1.325726e+00 7.233357e-02 2.157005e+00
## [896] 4.711485e+00 1.833759e+00 3.467836e-01 1.731012e+00 9.253141e+00
## [901] 1.531515e-01 1.930570e+00 2.735647e+00 1.158627e+01 5.193933e-02
## [906] 1.202889e+00 2.583338e-01 1.592365e+00 2.788117e+00 1.263323e+00
## [911] 4.727737e-01 2.099305e-02 1.670106e+00 1.832565e-01 1.688249e+00
## [916] 2.577173e-01 3.883465e+00 2.860142e+00 5.945670e-02 1.506346e+00
## [921] 9.672898e-01 1.858831e-01 3.913735e+00 1.905802e+00 3.250737e+00
## [926] 3.034041e-01 6.702843e-01 1.170711e-01 3.086108e-02 1.204040e-02
## [931] 1.431760e-02 8.507487e-01 1.340752e+00 5.508004e-01 9.657425e-02
## [936] 1.589139e+00 1.684652e-02 1.364175e+00 4.003730e+00 1.319960e-01
## [941] 4.264118e+00 3.881994e+00 1.350801e+01 3.868980e-01 3.409869e-01
## [946] 5.298168e-01 6.061214e-01 6.128981e+00 4.956314e-01 1.680050e-04
## [951] 6.443324e+00 1.749161e-01 1.916223e+00 1.154386e+00 6.817608e-01
## [956] 1.910981e+00 4.652198e-01 1.100574e-01 1.248537e-01 3.562213e-02
## [961] 1.006320e+00 3.594433e+00 2.231296e+00 5.715182e+00 5.349438e-02
## [966] 1.625481e+00 2.027438e-01 7.527277e-01 7.194527e-01 1.608524e+00
## [971] 2.346605e-01 6.389378e+00 2.252736e+00 1.526540e+00 1.407378e-02
## [976] 2.333801e+00 4.988230e-01 7.735324e+00 2.094813e+01 1.371018e-01
## [981] 1.339610e+00 5.072552e-01 2.034675e-03 1.971636e+00 1.974986e+00
## [986] 6.842880e+00 1.209107e+01 4.523770e-01 2.190052e-01 2.649268e+00
## [991] 1.659322e-01 3.106692e-01 8.449027e-01 1.198960e-01 1.501446e+00
## [996] 1.813600e+00 3.867353e-01 4.325040e+00 2.596738e+00 1.926412e+00
sapply(sa250[2,],function(x){(x-0.4)ˆ2})#MSE for phat
## [1] 1.178013e-03 2.194252e-04 1.284774e-03 1.458565e-05 4.091561e-04
## [6] 2.948446e-04 8.993745e-06 9.619904e-05 9.731254e-03 2.721235e-03
## [11] 1.167592e-05 1.229121e-03 2.758093e-05 1.063446e-02 8.781623e-04
## [16] 1.278383e-02 2.823805e-03 1.637787e-04 1.700596e-03 2.469789e-05
## [21] 7.050012e-04 8.552780e-04 3.679960e-03 2.836565e-04 1.577332e-03
## [26] 7.614021e-03 3.600000e-05 7.533181e-04 1.649907e-03 1.103100e-03
## [31] 1.115628e-03 5.398062e-03 2.973451e-04 5.269607e-04 5.081131e-03
## [36] 5.611839e-04 3.140057e-04 1.017853e-05 4.885951e-06 7.286842e-04
## [41] 4.021416e-05 5.624095e-03 5.075090e-05 1.078716e-03 2.324304e-04
## [46] 1.110350e-02 6.406993e-03 5.587636e-03 5.633968e-05 6.985795e-03
## [51] 3.908946e-03 2.384064e-04 3.440998e-03 2.247278e-03 7.772268e-04
## [56] 3.371893e-04 1.000000e-04 1.568820e-04 5.939763e-04 5.547044e-03
70
## [61] 7.596068e-05 1.323096e-04 5.227582e-04 2.098231e-05 1.255837e-04
## [66] 1.075712e-02 5.081131e-03 9.534358e-04 5.828729e-03 4.449515e-03
## [71] 9.438754e-04 1.057479e-03 1.863572e-04 8.481603e-03 1.449105e-02
## [76] 4.250885e-03 3.963062e-03 2.041149e-04 1.686235e-03 1.872721e-03
## [81] 6.397430e-03 7.685094e-05 1.710656e-03 3.092151e-03 6.115266e-04
## [86] 7.294515e-03 5.901325e-05 1.780914e-02 7.829568e-03 4.553056e-03
## [91] 4.615479e-03 3.412287e-03 2.264888e-04 1.987477e-05 1.550665e-03
## [96] 2.331866e-03 2.261615e-03 5.754419e-03 2.033724e-04 1.126197e-04
## [101] 4.844814e-03 1.424369e-03 6.855816e-04 1.001461e-03 1.090336e-03
## [106] 3.975208e-04 5.024502e-04 9.803778e-03 2.629849e-07 6.382271e-04
## [111] 1.047405e-03 2.916159e-04 5.459778e-04 1.082189e-02 5.989920e-03
## [116] 2.075572e-03 1.632820e-03 1.560008e-02 4.055306e-04 5.695331e-04
## [121] 9.656948e-04 2.337595e-03 9.409380e-03 1.623008e-03 2.803796e-03
## [126] 1.084742e-02 4.413232e-03 3.436156e-05 1.559649e-03 1.212612e-03
## [131] 2.956299e-03 3.846045e-04 1.595568e-04 1.359250e-02 1.226227e-04
## [136] 1.129998e-04 3.681723e-04 1.297685e-05 3.135491e-04 8.812331e-03
## [141] 2.174111e-04 8.615336e-03 5.690140e-04 1.560800e-03 1.114280e-02
## [146] 2.352728e-03 4.837514e-03 5.901325e-05 1.228119e-03 6.074482e-04
## [151] 4.503146e-03 7.106339e-04 6.820588e-03 2.140893e-04 5.564467e-03
## [156] 3.279529e-03 4.418323e-03 1.379507e-03 3.875910e-09 1.174526e-03
## [161] 3.174622e-04 7.198096e-04 1.536768e-03 3.177252e-04 7.277135e-03
## [166] 3.681224e-02 7.595902e-05 4.421406e-04 2.408077e-03 8.026444e-04
## [171] 2.434632e-04 8.654379e-04 5.133804e-03 5.976479e-03 3.799218e-03
## [176] 9.803482e-03 2.086369e-03 2.462984e-03 1.860175e-03 1.665299e-03
## [181] 2.027586e-04 5.353913e-04 1.419940e-03 6.049097e-04 4.469704e-04
## [186] 6.830590e-04 5.960285e-03 2.751680e-03 4.171571e-04 2.098231e-05
## [191] 1.576209e-03 6.903292e-09 2.806224e-08 3.124816e-04 4.425417e-03
## [196] 5.558458e-04 1.216885e-04 5.177013e-05 2.333988e-04 6.352121e-03
## [201] 3.554623e-04 2.576092e-04 1.773299e-03 1.086246e-04 2.309258e-05
## [206] 2.637386e-03 6.130689e-05 5.640269e-03 4.578371e-03 1.092064e-03
## [211] 1.976436e-06 1.298959e-03 2.245543e-03 2.197924e-04 2.727402e-05
## [216] 3.919600e-04 3.016849e-03 1.780184e-03 1.266857e-03 1.152685e-02
## [221] 4.470691e-04 2.144360e-03 1.270464e-05 1.689888e-03 1.561214e-03
## [226] 1.106179e-02 2.337528e-04 1.575727e-03 1.252970e-04 4.201647e-03
## [231] 1.632601e-04 1.600000e-03 1.599687e-03 3.722539e-04 3.092819e-04
## [236] 3.944795e-04 1.130765e-04 4.901433e-07 4.482083e-04 5.428559e-03
## [241] 3.812763e-03 5.906500e-03 1.736111e-07 1.232153e-03 3.867208e-05
## [246] 2.220460e-03 3.467981e-03 6.229099e-03 5.155855e-05 7.418210e-05
## [251] 1.255389e-03 3.028089e-03 1.137430e-03 1.001216e-04 6.268965e-04
## [256] 1.674306e-03 2.838312e-04 3.488933e-03 7.042236e-03 6.074482e-04
## [261] 1.764000e-03 1.006051e-06 5.674857e-04 4.288907e-04 3.036994e-03
## [266] 1.907102e-02 2.387505e-03 1.608050e-03 5.088542e-03 5.628280e-04
## [271] 1.417523e-02 1.607365e-03 6.996540e-03 2.128037e-03 3.125488e-03
## [276] 7.111111e-04 1.761247e-05 1.910038e-03 2.527285e-04 1.917327e-04
## [281] 5.504004e-03 5.081617e-04 1.320348e-03 5.056790e-03 8.113396e-05
## [286] 1.600000e-03 1.759679e-03 2.279538e-05 9.442327e-04 2.145606e-06
## [291] 1.592050e-03 4.512756e-03 1.176526e-03 8.221905e-05 4.260813e-03
## [296] 6.875174e-03 2.091564e-03 4.591579e-03 2.192576e-03 1.535295e-05
## [301] 4.719093e-03 1.901340e-03 1.450883e-03 1.070980e-03 1.929077e-03
## [306] 2.730516e-05 8.750467e-05 1.205056e-04 1.378797e-03 4.835623e-04
## [311] 1.364823e-03 4.753912e-03 1.275555e-02 4.582249e-03 2.726040e-04
## [316] 6.067590e-03 2.614394e-03 9.492268e-04 8.221905e-05 3.454561e-03
## [321] 3.333807e-03 1.840565e-03 7.685094e-05 4.001016e-03 1.054157e-05
## [326] 4.454433e-06 1.123600e-02 3.600000e-03 1.543948e-03 1.712292e-03
71
## [331] 2.317743e-02 1.043022e-03 1.351862e-03 3.492550e-03 5.058812e-04
## [336] 1.534028e-03 1.739151e-03 8.241235e-05 2.279342e-03 2.162628e-05
## [341] 3.265306e-05 6.397072e-04 7.142379e-04 1.392204e-05 1.570984e-03
## [346] 1.242880e-03 1.960000e-04 4.721857e-06 9.582649e-04 7.004816e-05
## [351] 1.055694e-02 4.052172e-03 5.465530e-03 5.834514e-04 5.943476e-03
## [356] 1.215648e-02 2.535300e-03 7.989359e-07 4.795297e-04 4.178598e-03
## [361] 6.685274e-07 6.495879e-05 7.533181e-04 2.230993e-04 1.478211e-04
## [366] 3.077341e-03 1.119132e-03 4.325100e-04 2.993607e-03 8.711111e-05
## [371] 1.101026e-02 4.480800e-03 7.418210e-05 1.648982e-04 5.293302e-03
## [376] 1.477893e-04 3.414225e-03 3.274715e-06 4.601703e-04 2.823805e-03
## [381] 5.607358e-05 5.140979e-03 9.328059e-06 6.685274e-07 7.933851e-03
## [386] 3.497487e-05 1.428069e-03 4.847170e-03 3.271555e-03 1.457323e-05
## [391] 7.248606e-05 1.102418e-02 4.114797e-03 1.744230e-04 3.683210e-04
## [396] 4.421406e-04 6.760000e-04 3.370862e-03 2.078668e-03 1.071763e-03
## [401] 1.136678e-04 8.454585e-04 9.271995e-04 3.085369e-04 1.951567e-04
## [406] 6.596044e-03 1.445591e-05 3.051247e-03 3.086615e-03 2.232220e-03
## [411] 2.110538e-03 4.440768e-05 4.006295e-04 2.351736e-04 2.688417e-03
## [416] 8.238939e-03 4.857976e-04 4.479105e-03 2.588503e-03 7.389162e-04
## [421] 5.633968e-05 5.105153e-03 1.300126e-03 7.279909e-03 4.014024e-03
## [426] 1.665706e-02 5.385862e-05 1.528894e-03 1.964379e-03 2.464593e-03
## [431] 3.912554e-04 2.411685e-03 2.492669e-04 2.916000e-03 3.085630e-03
## [436] 5.446527e-05 8.526876e-03 1.318272e-02 6.449237e-04 2.317653e-03
## [441] 6.263096e-04 3.303423e-03 1.348786e-03 4.921343e-03 1.601000e-04
## [446] 7.402999e-04 4.356000e-03 4.007721e-03 6.243020e-03 6.603971e-05
## [451] 1.119132e-03 4.103801e-03 1.666660e-03 4.566047e-04 1.375276e-02
## [456] 2.336045e-04 2.068309e-04 7.840000e-04 4.315457e-04 6.028348e-05
## [461] 3.775279e-03 6.130689e-05 4.088437e-03 2.525505e-05 1.814357e-06
## [466] 3.954634e-03 2.934090e-04 5.370680e-04 1.020043e-03 5.687773e-03
## [471] 1.822685e-03 2.501504e-03 1.675161e-02 7.099613e-04 1.871161e-03
## [476] 1.545966e-04 3.775279e-03 1.363314e-03 2.350256e-04 1.168400e-02
## [481] 6.823823e-04 8.950482e-06 2.103220e-04 1.174661e-02 9.226766e-05
## [486] 2.663587e-04 4.494970e-05 4.413232e-03 3.611669e-03 4.564649e-03
## [491] 1.322562e-03 4.840000e-04 1.268055e-03 3.560424e-03 2.947004e-06
## [496] 5.835820e-03 8.084409e-04 2.623918e-03 9.765274e-03 1.382058e-02
## [501] 1.850289e-03 7.677611e-04 5.054902e-03 2.204482e-03 9.688735e-03
## [506] 1.690513e-04 2.500000e-03 1.462323e-03 1.242388e-03 1.361811e-03
## [511] 1.232945e-02 1.839379e-04 7.188945e-05 9.362314e-04 1.318249e-03
## [516] 3.573900e-04 1.195324e-03 4.017880e-03 6.302871e-03 8.359839e-04
## [521] 1.897853e-05 1.347366e-04 1.160956e-03 3.282498e-05 5.075090e-05
## [526] 1.916204e-02 1.029220e-03 1.588361e-03 1.203026e-04 2.492669e-04
## [531] 3.719792e-03 6.144026e-03 9.702743e-03 4.246097e-04 9.927405e-03
## [536] 1.379507e-03 2.236328e-04 2.669444e-03 1.856907e-03 2.761125e-04
## [541] 2.298501e-05 4.390736e-03 5.028909e-04 6.042207e-03 7.458167e-04
## [546] 9.968182e-04 7.023805e-04 5.872140e-07 1.206708e-03 7.019535e-04
## [551] 1.251365e-06 3.222278e-03 4.270869e-03 7.035204e-05 1.458587e-03
## [556] 1.029726e-04 2.405669e-05 8.915398e-04 1.020618e-02 4.120580e-04
## [561] 6.666619e-03 1.619592e-05 5.481159e-06 4.795297e-04 2.644898e-03
## [566] 1.623008e-03 5.769652e-04 3.039568e-03 1.710656e-03 1.731333e-03
## [571] 4.988562e-04 1.961953e-03 4.925691e-03 1.758834e-02 2.727555e-06
## [576] 2.015827e-05 4.286157e-05 1.020183e-03 1.810047e-04 1.127300e-03
## [581] 3.574169e-06 1.208856e-05 3.551744e-03 2.844444e-03 1.440000e-04
## [586] 6.611772e-03 2.596067e-03 6.130689e-05 3.248204e-03 8.705937e-05
## [591] 1.174501e-06 3.295704e-03 7.599829e-04 3.846045e-04 3.012839e-05
## [596] 4.534670e-03 7.390951e-04 4.895423e-04 1.724863e-03 1.601241e-03
72
## [601] 8.942009e-04 8.377244e-04 2.725642e-03 2.077639e-03 4.147716e-05
## [606] 2.691345e-03 5.377022e-08 7.391156e-03 6.406606e-05 1.252765e-03
## [611] 8.521408e-03 2.718733e-04 1.743819e-03 5.083048e-03 1.619383e-03
## [616] 1.734036e-03 1.638400e-02 1.811703e-03 7.280033e-04 9.021216e-05
## [621] 3.769318e-06 2.650336e-03 2.743210e-03 1.090336e-03 3.689899e-03
## [626] 1.021745e-03 4.000000e-04 9.698547e-03 7.375779e-03 1.975665e-03
## [631] 3.685202e-04 2.366212e-04 8.560922e-03 5.647750e-03 2.576968e-03
## [636] 1.007510e-03 3.709962e-03 1.713253e-04 3.012259e-04 4.651940e-03
## [641] 6.324753e-04 3.443330e-04 2.141735e-03 2.144360e-03 2.561599e-03
## [646] 4.246097e-04 1.085121e-03 3.098412e-04 4.266001e-03 1.273876e-03
## [651] 4.422999e-04 3.257567e-05 5.404983e-03 2.099709e-03 4.023184e-03
## [656] 2.003541e-09 6.122047e-07 6.703011e-03 4.105280e-04 3.867396e-04
## [661] 9.904919e-06 1.106715e-03 1.536517e-03 8.189254e-03 5.626735e-04
## [666] 3.896963e-03 3.387263e-03 9.366771e-05 2.515898e-05 2.219201e-04
## [671] 4.840000e-04 5.640056e-03 1.566599e-04 6.476784e-03 2.336921e-03
## [676] 6.497347e-04 2.640950e-03 3.685202e-04 3.199674e-05 4.449515e-03
## [681] 3.260115e-05 5.226584e-04 1.151882e-03 1.764334e-03 6.953574e-04
## [686] 1.283852e-05 5.602661e-04 1.146316e-02 6.480655e-03 7.467199e-03
## [691] 4.840000e-04 1.076927e-04 2.591315e-04 1.269613e-03 3.722232e-03
## [696] 3.682920e-03 8.983033e-03 6.574004e-03 5.523257e-05 3.552603e-03
## [701] 9.414455e-05 3.532013e-04 1.774841e-04 1.180847e-03 1.491979e-03
## [706] 1.976436e-06 4.092712e-04 1.463675e-03 1.447760e-04 1.578371e-08
## [711] 1.165973e-05 1.793918e-03 4.907109e-05 3.156294e-03 5.146813e-03
## [716] 3.730937e-04 1.379507e-03 2.749837e-03 1.560800e-03 3.844000e-03
## [721] 7.036441e-03 6.824253e-03 8.366655e-04 1.880618e-03 1.961953e-03
## [726] 1.000000e-02 8.361783e-03 3.727424e-03 1.010678e-03 5.029121e-04
## [731] 2.359184e-03 1.738185e-03 1.069459e-04 1.974336e-03 7.675608e-03
## [736] 1.677642e-04 1.172917e-02 6.947740e-04 2.660795e-04 1.081210e-03
## [741] 1.250399e-02 5.777155e-03 1.740082e-03 8.506000e-05 1.269713e-03
## [746] 8.007533e-03 1.262041e-03 5.170404e-04 1.262439e-03 1.085234e-03
## [751] 8.469913e-03 1.050654e-03 3.337714e-03 9.206752e-04 9.412386e-04
## [756] 1.347864e-04 2.077664e-05 8.305410e-03 1.470700e-05 6.596787e-04
## [761] 2.080326e-03 1.496921e-03 2.269155e-03 4.275129e-03 1.594061e-04
## [766] 2.522816e-03 8.591347e-03 5.106004e-03 4.810112e-03 4.875373e-05
## [771] 2.588503e-03 3.718689e-03 1.351635e-03 1.429994e-03 2.701111e-04
## [776] 1.320850e-02 9.958081e-04 1.382235e-05 2.175322e-04 4.337422e-04
## [781] 4.738680e-04 4.843473e-03 1.466395e-03 2.016334e-03 1.051232e-03
## [786] 7.395332e-04 1.722493e-02 4.000000e-06 3.242846e-04 2.296402e-03
## [791] 2.286000e-03 2.513101e-03 4.987583e-03 8.274159e-03 1.125116e-03
## [796] 4.278669e-03 7.669502e-03 2.358477e-03 3.681723e-04 3.011506e-03
## [801] 4.482289e-03 7.906676e-04 6.571316e-04 5.199996e-05 4.000000e-04
## [806] 1.555540e-03 1.956761e-03 8.348579e-07 5.298166e-03 1.647314e-03
## [811] 5.785811e-03 1.071074e-03 3.838002e-03 1.949035e-02 3.951020e-03
## [816] 1.690513e-04 1.411611e-02 9.442327e-04 1.235221e-03 9.859848e-06
## [821] 1.976165e-04 7.269241e-03 2.806224e-08 4.113776e-03 1.228012e-04
## [826] 2.370709e-03 2.677217e-04 4.465646e-04 3.818703e-04 8.037564e-04
## [831] 3.047766e-03 1.020659e-04 6.774530e-03 1.273510e-03 1.388069e-03
## [836] 2.100680e-03 2.687080e-03 1.724146e-03 1.296000e-03 1.567738e-03
## [841] 1.018835e-03 2.650761e-05 2.126544e-03 3.176604e-03 1.710656e-03
## [846] 8.503504e-06 5.206613e-03 1.498554e-03 4.585303e-03 4.495441e-04
## [851] 6.288669e-05 2.788953e-03 7.994855e-06 6.808323e-03 4.727290e-04
## [856] 1.392212e-02 4.818560e-04 2.871922e-04 2.543755e-04 1.701563e-03
## [861] 9.763433e-04 2.838312e-04 6.183046e-04 2.186017e-03 2.260783e-03
## [866] 5.116894e-03 8.038050e-05 5.377022e-08 1.247286e-04 1.400278e-02
73
## [871] 2.008959e-02 1.199428e-03 1.910866e-03 5.369657e-03 9.506944e-04
## [876] 4.480800e-03 5.996318e-03 6.811729e-03 1.875509e-03 1.738185e-03
## [881] 2.976163e-03 3.702931e-03 4.288367e-04 9.122865e-04 4.377222e-04
## [886] 1.000332e-02 2.035033e-03 1.897512e-03 3.199288e-03 1.724146e-03
## [891] 6.168414e-04 1.729973e-02 5.777155e-03 6.683922e-04 3.822629e-03
## [896] 5.136255e-03 3.529772e-03 4.678150e-04 4.014973e-03 6.765856e-03
## [901] 1.069459e-04 2.752909e-03 5.932110e-03 1.215126e-02 2.800500e-04
## [906] 1.343281e-03 8.930803e-05 3.717245e-03 4.604932e-03 2.335518e-03
## [911] 1.486439e-03 2.193413e-04 2.907826e-03 8.971038e-06 3.351898e-03
## [916] 7.256976e-04 1.325037e-02 3.001172e-03 1.599001e-04 4.661153e-03
## [921] 9.740564e-04 7.183030e-04 8.402902e-03 1.931832e-03 7.234238e-03
## [926] 5.902301e-04 1.302769e-04 4.727290e-04 2.788168e-05 9.951100e-06
## [931] 5.318651e-04 6.805915e-04 2.247278e-03 7.939771e-04 1.541674e-04
## [936] 4.704622e-04 1.476094e-04 1.406172e-03 1.539115e-02 4.364556e-04
## [941] 4.374634e-03 3.190272e-03 1.331711e-02 1.141204e-03 9.457748e-04
## [946] 1.095987e-03 6.517325e-04 6.505815e-03 9.705526e-04 5.027836e-05
## [951] 5.190726e-03 1.447792e-04 2.906140e-03 1.861206e-03 1.296000e-03
## [956] 2.428771e-03 7.131157e-04 5.808050e-06 1.103561e-04 2.057604e-05
## [961] 1.062505e-03 5.158065e-03 3.204190e-03 6.464810e-03 5.095694e-04
## [966] 2.080561e-03 1.040938e-03 1.871161e-03 2.262191e-03 1.230727e-03
## [971] 4.474098e-04 6.617285e-03 3.023226e-03 3.771005e-03 4.323692e-06
## [976] 5.339204e-03 1.077689e-05 8.472978e-03 1.696725e-02 1.882075e-04
## [981] 1.576209e-03 8.531341e-04 2.231115e-04 5.030342e-03 2.551502e-03
## [986] 1.013947e-02 8.780707e-03 1.775588e-03 2.197924e-04 8.569982e-03
## [991] 4.588729e-04 4.444444e-05 2.515731e-03 3.649630e-05 3.354340e-03
## [996] 4.330417e-03 1.126801e-04 1.606453e-02 2.534602e-03 2.241702e-03
(6)
a.
Note that the echo = FALSE parameter was added to the code chunk to prevent printing of the R code that
generated the plot.
74