Nothing
tests/testthat/_snaps/estimNLR.md
In difNLR: DIF and DDF Detection by Non-Linear Regression Models
estimNLR - examples at help page
Code
(fit_nls <- estimNLR(y = y, match = match, group = group, formula = M$M1$
formula, method = "nls", lower = M$M1$lower, upper = M$M1$upper, start = start))
Output
Nonlinear regression model
Model: y ~ c + (1 - c)/(1 + exp(-(a + aDif * g) * (x - (b + bDif * g))))
Coefficients:
a b c aDif bDif
1.1211 -0.3037 0.1106 -0.0645 0.9497
Nonlinear least squares estimation
Converged after 8 iterations
Code
coef(fit_nls)
Output
a b c aDif bDif
1.12111002 -0.30366987 0.11055294 -0.06452584 0.94969524
Code
logLik(fit_nls)
Output
'log Lik.' -1252.515 (df=5)
Code
vcov(fit_nls)
Output
a b c aDif bDif
a 0.022431664 0.016929831 6.457960e-03 -0.007351992 -1.727466e-03
b 0.016929831 0.029611668 1.033136e-02 0.007194420 -5.291136e-03
c 0.006457960 0.010331355 4.384449e-03 0.003779956 -1.014112e-05
aDif -0.007351992 0.007194420 3.779956e-03 0.029190088 -2.220439e-03
bDif -0.001727466 -0.005291136 -1.014112e-05 -0.002220439 1.235827e-02
Code
vcov(fit_nls, sandwich = TRUE)
Output
a b c aDif bDif
a 0.018614638 0.017218187 0.0064071814 -1.145073e-03 -1.203845e-03
b 0.017218187 0.034356847 0.0120786688 1.546893e-02 -4.325496e-03
c 0.006407181 0.012078669 0.0050928509 7.394285e-03 5.961622e-04
aDif -0.001145073 0.015468934 0.0073942854 3.290892e-02 -3.919505e-05
bDif -0.001203845 -0.004325496 0.0005961622 -3.919505e-05 1.291965e-02
Code
fitted(fit_nls)
Output
[1] 0.4364812 0.7866565 0.8870283 0.2254449 0.7950140 0.2979030 0.5093386
[8] 0.4258949 0.7950140 0.7866565 0.8463985 0.7267632 0.4364812 0.5025620
[15] 0.7326843 0.3567994 0.5825445 0.7267632 0.4364812 0.3120549 0.4258949
[22] 0.8368962 0.8870283 0.8463985 0.6607947 0.5025620 0.7866565 0.5025620
[29] 0.7267632 0.2639710 0.5025620 0.6585474 0.7950140 0.3120549 0.4364812
[36] 0.5093386 0.6607947 0.8463985 0.5025620 0.5847767 0.2639710 0.5025620
[43] 0.5025620 0.7950140 0.7950140 0.4364812 0.3120549 0.5025620 0.2254449
[50] 0.5093386 0.5093386 0.2639710 0.1726989 0.5093386 0.3120549 0.5825445
[57] 0.3120549 0.5093386 0.5093386 0.5093386 0.9091806 0.6607947 0.3120549
[64] 0.2254449 0.6585474 0.7326843 0.2254449 0.7326843 0.1431491 0.9412824
[71] 0.4258949 0.2254449 0.4364812 0.5825445 0.5025620 0.2254449 0.6585474
[78] 0.2500384 0.3120549 0.5025620 0.5093386 0.5825445 0.2254449 0.3567994
[85] 0.5025620 0.6585474 0.2979030 0.3567994 0.4364812 0.7326843 0.2979030
[92] 0.7267632 0.4364812 0.7267632 0.2639710 0.2254449 0.3698990 0.8463985
[99] 0.2639710 0.8774495 0.9582385 0.5093386 0.5093386 0.6607947 0.3698990
[106] 0.2126246 0.7950140 0.7950140 0.6607947 0.1726989 0.6585474 0.4364812
[113] 0.3698990 0.8463985 0.3120549 0.5825445 0.3120549 0.8870283 0.2254449
[120] 0.4364812 0.7866565 0.4364812 0.2639710 0.8463985 0.2639710 0.5025620
[127] 0.2639710 0.2500384 0.2639710 0.2979030 0.4364812 0.4258949 0.4258949
[134] 0.8463985 0.3698990 0.3698990 0.1842599 0.5847767 0.7326843 0.8463985
[141] 0.3698990 0.1954772 0.2979030 0.7950140 0.5025620 0.6607947 0.9181070
[148] 0.7326843 0.2254449 0.3120549 0.2639710 0.2254449 0.6607947 0.4364812
[155] 0.8463985 0.3567994 0.2254449 0.9181070 0.9412824 0.3698990 0.4258949
[162] 0.5093386 0.9181070 0.1726989 0.4258949 0.4364812 0.6607947 0.9181070
[169] 0.2639710 0.7950140 0.2979030 0.6607947 0.5847767 0.5825445 0.7326843
[176] 0.4258949 0.4364812 0.7866565 0.8870283 0.1954772 0.3698990 0.8870283
[183] 0.9181070 0.8368962 0.5847767 0.5025620 0.8870283 0.3567994 0.1556874
[190] 0.7326843 0.3120549 0.5025620 0.7326843 0.1726989 0.9181070 0.5825445
[197] 0.5825445 0.6607947 0.7950140 0.4364812 0.3120549 0.5825445 0.2500384
[204] 0.7950140 0.8870283 0.7326843 0.7326843 0.4364812 0.7950140 0.3698990
[211] 0.5847767 0.3698990 0.2500384 0.5093386 0.1954772 0.2979030 0.7326843
[218] 0.7950140 0.9412824 0.7326843 0.5847767 0.3698990 0.3698990 0.7326843
[225] 0.3698990 0.4258949 0.7326843 0.5025620 0.5825445 0.5093386 0.3567994
[232] 0.9181070 0.8870283 0.3567994 0.8463985 0.7326843 0.5825445 0.9412824
[239] 0.3120549 0.9181070 0.7326843 0.6585474 0.6607947 0.4364812 0.5025620
[246] 0.3120549 0.4364812 0.5825445 0.5847767 0.3120549 0.8463985 0.5025620
[253] 0.7950140 0.6607947 0.5847767 0.5847767 0.6607947 0.4364812 0.7267632
[260] 0.7950140 0.1431491 0.6585474 0.3567994 0.2639710 0.6607947 0.5825445
[267] 0.8463985 0.4364812 0.7866565 0.1726989 0.4364812 0.6607947 0.7950140
[274] 0.3567994 0.9181070 0.3120549 0.5093386 0.1954772 0.3567994 0.5093386
[281] 0.2639710 0.7326843 0.5825445 0.4258949 0.5847767 0.7866565 0.5025620
[288] 0.7950140 0.9412824 0.4258949 0.4258949 0.2639710 0.3120549 0.5825445
[295] 0.4364812 0.8463985 0.5847767 0.5025620 0.5847767 0.8463985 0.5847767
[302] 0.3698990 0.3567994 0.2500384 0.6607947 0.9181070 0.7950140 0.9181070
[309] 0.4258949 0.3698990 0.6607947 0.2639710 0.4364812 0.5093386 0.8774495
[316] 0.7950140 0.5093386 0.6585474 0.5825445 0.3120549 0.2639710 0.5093386
[323] 0.7326843 0.1339972 0.6585474 0.7326843 0.3567994 0.7950140 0.7326843
[330] 0.1726989 0.3120549 0.3698990 0.4364812 0.2639710 0.8870283 0.5025620
[337] 0.5825445 0.4364812 0.6607947 0.3698990 0.6607947 0.5847767 0.7950140
[344] 0.7326843 0.5025620 0.5025620 0.4364812 0.4258949 0.8463985 0.2639710
[351] 0.1954772 0.8463985 0.5825445 0.6607947 0.2979030 0.8463985 0.5093386
[358] 0.2639710 0.2979030 0.4258949 0.7866565 0.2639710 0.5093386 0.2979030
[365] 0.8870283 0.4364812 0.3567994 0.3120549 0.2639710 0.5847767 0.3567994
[372] 0.5093386 0.2254449 0.4258949 0.5825445 0.3120549 0.1726989 0.7326843
[379] 0.5025620 0.7950140 0.8463985 0.5093386 0.4258949 0.5825445 0.6607947
[386] 0.9412824 0.5025620 0.9704721 0.3567994 0.1556874 0.3120549 0.3698990
[393] 0.7267632 0.5093386 0.5025620 0.3698990 0.4258949 0.8368962 0.8368962
[400] 0.8463985 0.2500384 0.3120549 0.4364812 0.8463985 0.9181070 0.3698990
[407] 0.5093386 0.5847767 0.4364812 0.8368962 0.6585474 0.4364812 0.7950140
[414] 0.4258949 0.5825445 0.1954772 0.5093386 0.2979030 0.4258949 0.1556874
[421] 0.3120549 0.6585474 0.4364812 0.4364812 0.5093386 0.3567994 0.6585474
[428] 0.6585474 0.5093386 0.5025620 0.3698990 0.4364812 0.5025620 0.8463985
[435] 0.3120549 0.7866565 0.7950140 0.2639710 0.2500384 0.5093386 0.5847767
[442] 0.5093386 0.7326843 0.2254449 0.3120549 0.7950140 0.6585474 0.6585474
[449] 0.1954772 0.3120549 0.5847767 0.1726989 0.8368962 0.5093386 0.5025620
[456] 0.7267632 0.5093386 0.5847767 0.3120549 0.7326843 0.5093386 0.5847767
[463] 0.7267632 0.7950140 0.2126246 0.2639710 0.5093386 0.7326843 0.5847767
[470] 0.6585474 0.5825445 0.6607947 0.3120549 0.5025620 0.7950140 0.7326843
[477] 0.3567994 0.5093386 0.5093386 0.7326843 0.8463985 0.5847767 0.7950140
[484] 0.7326843 0.5025620 0.3120549 0.7950140 0.6607947 0.4364812 0.6585474
[491] 0.7326843 0.2254449 0.2254449 0.3120549 0.5025620 0.1954772 0.2979030
[498] 0.5847767 0.5025620 0.7866565 0.8463985 0.2500384 0.3698990 0.3120549
[505] 0.5025620 0.4258949 0.3120549 0.4364812 0.3120549 0.3120549 0.3120549
[512] 0.1842599 0.2126246 0.6607947 0.7267632 0.2979030 0.3698990 0.4258949
[519] 0.2639710 0.5093386 0.5825445 0.5093386 0.9091806 0.7866565 0.5093386
[526] 0.6585474 0.8870283 0.5847767 0.2639710 0.8463985 0.8463985 0.5847767
[533] 0.3698990 0.4258949 0.3120549 0.6607947 0.6607947 0.7326843 0.5025620
[540] 0.5093386 0.2639710 0.3698990 0.6585474 0.3567994 0.5025620 0.7326843
[547] 0.5093386 0.4364812 0.3698990 0.2254449 0.4364812 0.2254449 0.7326843
[554] 0.4364812 0.3567994 0.4364812 0.6585474 0.2639710 0.6607947 0.5093386
[561] 0.8463985 0.2500384 0.5025620 0.7950140 0.4364812 0.5847767 0.2639710
[568] 0.7326843 0.9181070 0.4258949 0.5025620 0.7267632 0.3698990 0.4364812
[575] 0.5025620 0.5093386 0.3698990 0.7326843 0.1726989 0.3698990 0.4258949
[582] 0.1954772 0.5025620 0.5025620 0.5093386 0.2639710 0.4364812 0.1556874
[589] 0.7950140 0.4364812 0.8870283 0.2126246 0.3567994 0.5825445 0.5025620
[596] 0.5025620 0.4364812 0.2254449 0.5847767 0.6607947 0.2639710 0.2500384
[603] 0.3698990 0.2639710 0.3120549 0.7326843 0.8463985 0.7326843 0.7866565
[610] 0.5847767 0.6607947 0.5847767 0.5825445 0.7866565 0.4364812 0.1556874
[617] 0.5025620 0.1556874 0.7326843 0.2979030 0.4364812 0.1954772 0.4364812
[624] 0.4364812 0.3698990 0.1954772 0.7950140 0.4258949 0.8870283 0.7326843
[631] 0.2254449 0.6607947 0.5825445 0.7950140 0.7326843 0.8463985 0.6607947
[638] 0.7326843 0.5825445 0.8870283 0.4258949 0.5825445 0.5825445 0.5847767
[645] 0.2254449 0.3567994 0.3120549 0.3567994 0.4258949 0.5025620 0.8774495
[652] 0.4258949 0.7326843 0.7326843 0.6607947 0.4364812 0.7950140 0.7326843
[659] 0.1954772 0.7326843 0.3120549 0.7950140 0.2639710 0.3120549 0.3120549
[666] 0.9704721 0.5825445 0.6607947 0.2979030 0.2254449 0.3698990 0.5847767
[673] 0.4364812 0.3120549 0.7326843 0.5847767 0.1954772 0.4364812 0.3120549
[680] 0.4364812 0.1726989 0.4258949 0.3120549 0.1556874 0.6607947 0.8870283
[687] 0.4364812 0.8368962 0.3120549 0.3698990 0.8463985 0.5093386 0.5025620
[694] 0.5093386 0.2500384 0.7950140 0.7950140 0.5025620 0.2639710 0.7950140
[701] 0.2500384 0.2639710 0.9181070 0.2639710 0.3698990 0.2979030 0.7950140
[708] 0.4258949 0.4258949 0.3120549 0.1556874 0.8870283 0.7950140 0.5825445
[715] 0.5093386 0.5093386 0.5825445 0.1954772 0.3120549 0.5025620 0.5093386
[722] 0.4258949 0.5025620 0.5825445 0.8463985 0.7267632 0.1954772 0.3698990
[729] 0.5093386 0.6607947 0.3698990 0.7326843 0.5825445 0.3698990 0.6585474
[736] 0.3698990 0.7326843 0.2254449 0.3567994 0.8368962 0.5093386 0.5847767
[743] 0.8368962 0.7326843 0.3120549 0.5093386 0.2500384 0.8870283 0.7267632
[750] 0.2979030 0.7267632 0.5847767 0.5847767 0.6607947 0.5025620 0.7326843
[757] 0.4258949 0.3698990 0.6607947 0.9412824 0.2254449 0.3698990 0.6585474
[764] 0.1726989 0.2639710 0.3120549 0.5025620 0.5825445 0.5025620 0.3567994
[771] 0.3567994 0.8870283 0.7326843 0.5093386 0.3120549 0.3567994 0.6585474
[778] 0.7326843 0.3698990 0.8463985 0.6607947 0.3567994 0.7950140 0.3698990
[785] 0.4258949 0.3120549 0.2639710 0.5025620 0.5025620 0.5847767 0.2979030
[792] 0.8463985 0.5025620 0.7326843 0.1954772 0.5025620 0.4364812 0.5825445
[799] 0.3567994 0.2639710 0.5825445 0.5825445 0.7950140 0.8368962 0.7267632
[806] 0.7326843 0.3120549 0.4258949 0.2639710 0.8368962 0.8463985 0.5093386
[813] 0.7267632 0.7950140 0.2639710 0.4258949 0.2254449 0.5093386 0.4364812
[820] 0.1954772 0.7950140 0.7326843 0.7950140 0.8870283 0.8870283 0.3698990
[827] 0.4258949 0.1954772 0.5025620 0.4364812 0.2254449 0.2500384 0.5093386
[834] 0.5093386 0.3120549 0.2254449 0.4364812 0.3567994 0.8463985 0.5847767
[841] 0.6607947 0.4258949 0.7326843 0.2979030 0.5847767 0.3698990 0.2639710
[848] 0.2639710 0.7326843 0.1726989 0.5025620 0.4258949 0.5825445 0.2500384
[855] 0.5825445 0.3698990 0.5093386 0.5825445 0.5093386 0.7326843 0.5093386
[862] 0.7326843 0.6585474 0.7866565 0.4364812 0.5847767 0.8368962 0.5093386
[869] 0.5825445 0.2639710 0.5825445 0.8870283 0.6607947 0.3698990 0.9181070
[876] 0.7326843 0.5825445 0.3567994 0.4364812 0.6585474 0.3698990 0.1954772
[883] 0.5025620 0.8870283 0.5825445 0.4364812 0.6607947 0.5825445 0.3698990
[890] 0.7950140 0.4258949 0.1954772 0.4258949 0.6585474 0.5847767 0.4364812
[897] 0.3120549 0.8368962 0.6585474 0.6607947 0.5825445 0.3120549 0.7866565
[904] 0.3120549 0.7326843 0.2639710 0.7326843 0.5847767 0.3120549 0.7950140
[911] 0.6607947 0.3698990 0.5847767 0.5825445 0.3698990 0.7950140 0.3698990
[918] 0.4364812 0.5847767 0.8870283 0.5847767 0.3567994 0.4258949 0.5025620
[925] 0.6607947 0.1954772 0.5825445 0.5847767 0.5025620 0.5847767 0.7326843
[932] 0.7866565 0.5825445 0.4258949 0.5825445 0.3698990 0.5847767 0.7267632
[939] 0.1954772 0.7326843 0.5093386 0.4258949 0.3698990 0.8870283 0.3120549
[946] 0.5847767 0.1954772 0.2500384 0.5825445 0.5025620 0.5847767 0.5093386
[953] 0.3698990 0.8870283 0.6607947 0.1954772 0.5025620 0.5093386 0.2254449
[960] 0.8463985 0.7866565 0.2639710 0.1954772 0.6607947 0.2254449 0.2254449
[967] 0.4364812 0.6585474 0.4364812 0.2639710 0.3698990 0.1726989 0.5825445
[974] 0.7267632 0.3698990 0.6607947 0.7267632 0.7267632 0.6607947 0.7326843
[981] 0.6585474 0.9181070 0.5825445 0.7950140 0.2254449 0.6607947 0.5825445
[988] 0.2639710 0.5093386 0.5847767 0.1339972 0.5847767 0.5093386 0.3698990
[995] 0.7326843 0.3567994 0.9181070 0.3698990 0.8870283 0.6607947 0.5825445
[1002] 0.3567994 0.2254449 0.4258949 0.7326843 0.2979030 0.9582385 0.6607947
[1009] 0.5847767 0.5025620 0.2254449 0.6607947 0.1632499 0.4364812 0.5825445
[1016] 0.2639710 0.1726989 0.7326843 0.3567994 0.5825445 0.7326843 0.4258949
[1023] 0.9181070 0.4258949 0.6585474 0.4364812 0.6607947 0.2254449 0.3120549
[1030] 0.6607947 0.4258949 0.5847767 0.5093386 0.1954772 0.7267632 0.5825445
[1037] 0.1556874 0.4258949 0.7326843 0.1842599 0.6607947 0.3698990 0.4258949
[1044] 0.6585474 0.6585474 0.6607947 0.3120549 0.3567994 0.3698990 0.7950140
[1051] 0.2639710 0.3120549 0.6607947 0.4258949 0.5093386 0.4364812 0.2500384
[1058] 0.4364812 0.3698990 0.3698990 0.2979030 0.3567994 0.5847767 0.5025620
[1065] 0.7326843 0.7326843 0.7950140 0.8463985 0.3567994 0.6607947 0.4364812
[1072] 0.4258949 0.4364812 0.1556874 0.7950140 0.7950140 0.1431491 0.2254449
[1079] 0.5025620 0.2639710 0.4258949 0.2254449 0.9412824 0.1726989 0.5025620
[1086] 0.2639710 0.2500384 0.5025620 0.2126246 0.4258949 0.5847767 0.7950140
[1093] 0.8870283 0.7950140 0.6607947 0.5093386 0.5847767 0.1954772 0.3120549
[1100] 0.3120549 0.9412824 0.2500384 0.7326843 0.2639710 0.7267632 0.5847767
[1107] 0.3120549 0.4258949 0.5093386 0.4258949 0.5847767 0.4364812 0.3698990
[1114] 0.2500384 0.7326843 0.6585474 0.5025620 0.6607947 0.5093386 0.7950140
[1121] 0.8870283 0.7326843 0.5025620 0.6607947 0.5825445 0.5825445 0.3567994
[1128] 0.3698990 0.4258949 0.6607947 0.1726989 0.3698990 0.8368962 0.4258949
[1135] 0.8870283 0.4258949 0.2979030 0.5025620 0.2500384 0.5825445 0.3698990
[1142] 0.1726989 0.3698990 0.3698990 0.5847767 0.5847767 0.7950140 0.5093386
[1149] 0.3698990 0.4364812 0.6607947 0.2500384 0.2500384 0.2254449 0.7950140
[1156] 0.9181070 0.8870283 0.4364812 0.9181070 0.7326843 0.2126246 0.2254449
[1163] 0.5025620 0.7267632 0.7326843 0.2126246 0.5025620 0.2254449 0.5025620
[1170] 0.7326843 0.4258949 0.4258949 0.2979030 0.9091806 0.9412824 0.7267632
[1177] 0.7950140 0.5093386 0.1556874 0.5825445 0.7950140 0.5025620 0.5025620
[1184] 0.6607947 0.4364812 0.5825445 0.3120549 0.5847767 0.5093386 0.4258949
[1191] 0.6607947 0.8774495 0.7866565 0.5093386 0.7950140 0.3120549 0.7950140
[1198] 0.4364812 0.2500384 0.7866565 0.6585474 0.5847767 0.3567994 0.6607947
[1205] 0.4258949 0.8870283 0.9181070 0.2639710 0.9181070 0.3120549 0.3120549
[1212] 0.6607947 0.3698990 0.9412824 0.3698990 0.4364812 0.6585474 0.6585474
[1219] 0.8368962 0.1726989 0.5093386 0.7950140 0.4364812 0.5825445 0.3120549
[1226] 0.7950140 0.3698990 0.7267632 0.7326843 0.4364812 0.5093386 0.7950140
[1233] 0.5093386 0.7326843 0.9181070 0.3567994 0.7950140 0.4258949 0.7326843
[1240] 0.3120549 0.5825445 0.6607947 0.5825445 0.7326843 0.7267632 0.5025620
[1247] 0.7267632 0.5825445 0.9412824 0.3120549 0.3120549 0.3120549 0.4364812
[1254] 0.5093386 0.3698990 0.2254449 0.5093386 0.7326843 0.5025620 0.5825445
[1261] 0.5093386 0.1954772 0.3120549 0.6607947 0.5825445 0.1726989 0.5025620
[1268] 0.6607947 0.5025620 0.2979030 0.2979030 0.5093386 0.7267632 0.3567994
[1275] 0.7866565 0.7326843 0.3120549 0.8463985 0.4364812 0.6585474 0.3120549
[1282] 0.9181070 0.1726989 0.5847767 0.5847767 0.2500384 0.5025620 0.9412824
[1289] 0.1726989 0.5093386 0.8463985 0.1726989 0.5847767 0.6585474 0.6607947
[1296] 0.4364812 0.6585474 0.8463985 0.3698990 0.5847767 0.7950140 0.1726989
[1303] 0.7950140 0.3120549 0.7866565 0.6607947 0.2639710 0.5825445 0.5025620
[1310] 0.8463985 0.8463985 0.4258949 0.3698990 0.2254449 0.5093386 0.7326843
[1317] 0.7950140 0.8870283 0.7267632 0.6607947 0.5847767 0.3698990 0.5025620
[1324] 0.7950140 0.6585474 0.2639710 0.3120549 0.5093386 0.8463985 0.2979030
[1331] 0.6585474 0.5025620 0.7326843 0.3698990 0.5025620 0.7950140 0.2639710
[1338] 0.5825445 0.7950140 0.2639710 0.3120549 0.9181070 0.5825445 0.2979030
[1345] 0.5825445 0.4364812 0.5025620 0.2254449 0.3120549 0.5093386 0.3698990
[1352] 0.5025620 0.8870283 0.7866565 0.3567994 0.5847767 0.5093386 0.5825445
[1359] 0.7866565 0.8463985 0.2639710 0.6607947 0.5825445 0.2254449 0.5093386
[1366] 0.6607947 0.9181070 0.3698990 0.6607947 0.9181070 0.6585474 0.6607947
[1373] 0.9091806 0.3120549 0.4364812 0.5093386 0.7950140 0.4364812 0.5825445
[1380] 0.4258949 0.2254449 0.5025620 0.5825445 0.1954772 0.7950140 0.3120549
[1387] 0.3698990 0.1954772 0.1556874 0.7950140 0.5093386 0.5093386 0.7326843
[1394] 0.7866565 0.7866565 0.7326843 0.4258949 0.5847767 0.4364812 0.2126246
[1401] 0.7950140 0.9704721 0.4258949 0.7950140 0.3698990 0.3698990 0.6607947
[1408] 0.5093386 0.8774495 0.7950140 0.2500384 0.5025620 0.2639710 0.3567994
[1415] 0.4258949 0.9181070 0.6585474 0.7326843 0.2126246 0.5847767 0.3120549
[1422] 0.5093386 0.4364812 0.8463985 0.6607947 0.7326843 0.6607947 0.2979030
[1429] 0.4258949 0.1954772 0.7267632 0.3120549 0.5825445 0.5025620 0.4258949
[1436] 0.1954772 0.7326843 0.9582385 0.7326843 0.5025620 0.1954772 0.7326843
[1443] 0.5847767 0.5825445 0.8463985 0.2639710 0.7866565 0.3567994 0.6607947
[1450] 0.7267632 0.8870283 0.4364812 0.3698990 0.4258949 0.5847767 0.6585474
[1457] 0.7326843 0.3120549 0.5093386 0.2500384 0.5025620 0.5847767 0.3120549
[1464] 0.2639710 0.7950140 0.5093386 0.5093386 0.5093386 0.6607947 0.1954772
[1471] 0.5025620 0.8368962 0.2126246 0.7950140 0.3698990 0.2979030 0.7326843
[1478] 0.1556874 0.8463985 0.7326843 0.3698990 0.8463985 0.3698990 0.9582385
[1485] 0.4364812 0.5093386 0.2979030 0.7267632 0.4364812 0.6607947 0.6607947
[1492] 0.3120549 0.5093386 0.7326843 0.5825445 0.3698990 0.4364812 0.7950140
[1499] 0.6607947 0.5825445 0.7326843 0.5093386 0.9181070 0.1954772 0.7950140
[1506] 0.6607947 0.2254449 0.5093386 0.1954772 0.5093386 0.2639710 0.4364812
[1513] 0.3698990 0.2639710 0.5825445 0.4258949 0.5825445 0.5025620 0.1726989
[1520] 0.7326843 0.4364812 0.6585474 0.5025620 0.7950140 0.5093386 0.6607947
[1527] 0.2500384 0.6607947 0.5825445 0.6607947 0.4258949 0.7866565 0.7326843
[1534] 0.4364812 0.3120549 0.9412824 0.2639710 0.5025620 0.6607947 0.5825445
[1541] 0.8463985 0.6607947 0.2500384 0.3698990 0.8463985 0.8463985 0.3120549
[1548] 0.6607947 0.6607947 0.1726989 0.2639710 0.2254449 0.2979030 0.3698990
[1555] 0.4364812 0.3120549 0.5847767 0.2254449 0.6585474 0.3567994 0.1842599
[1562] 0.5847767 0.9412824 0.5847767 0.6585474 0.6607947 0.5025620 0.9412824
[1569] 0.1726989 0.4364812 0.7950140 0.6585474 0.7326843 0.4364812 0.3698990
[1576] 0.5847767 0.3120549 0.5847767 0.5847767 0.8463985 0.2500384 0.3698990
[1583] 0.8368962 0.1726989 0.8870283 0.7267632 0.5847767 0.2979030 0.1954772
[1590] 0.7326843 0.7326843 0.3567994 0.5847767 0.2639710 0.5847767 0.5093386
[1597] 0.7950140 0.2639710 0.7950140 0.5093386 0.5847767 0.9704721 0.1632499
[1604] 0.3698990 0.6607947 0.7326843 0.3698990 0.3698990 0.2979030 0.5093386
[1611] 0.5825445 0.3698990 0.7326843 0.2500384 0.8870283 0.5825445 0.5093386
[1618] 0.2639710 0.4364812 0.1954772 0.5847767 0.7950140 0.5825445 0.5093386
[1625] 0.3567994 0.2126246 0.6607947 0.7326843 0.8870283 0.7326843 0.5825445
[1632] 0.4258949 0.5093386 0.6607947 0.2639710 0.7326843 0.7326843 0.7326843
[1639] 0.3120549 0.5093386 0.8870283 0.6607947 0.4258949 0.6607947 0.5093386
[1646] 0.7950140 0.2979030 0.7326843 0.5025620 0.5025620 0.3120549 0.7950140
[1653] 0.3120549 0.5093386 0.4364812 0.5825445 0.2639710 0.4364812 0.1954772
[1660] 0.7950140 0.6585474 0.7950140 0.9412824 0.5093386 0.2979030 0.5093386
[1667] 0.5847767 0.8463985 0.1431491 0.6607947 0.3120549 0.3120549 0.5025620
[1674] 0.2126246 0.4258949 0.5025620 0.7326843 0.5093386 0.5093386 0.7326843
[1681] 0.4258949 0.2979030 0.5825445 0.7326843 0.5025620 0.4258949 0.2639710
[1688] 0.2639710 0.2254449 0.7267632 0.3698990 0.5825445 0.5025620 0.2500384
[1695] 0.6585474 0.3120549 0.3698990 0.6585474 0.4364812 0.4364812 0.1556874
[1702] 0.1431491 0.5825445 0.5025620 0.3698990 0.2639710 0.7267632 0.6607947
[1709] 0.9181070 0.5825445 0.1954772 0.3567994 0.2639710 0.5825445 0.3120549
[1716] 0.4364812 0.9412824 0.5025620 0.2254449 0.2639710 0.6607947 0.2254449
[1723] 0.7326843 0.3698990 0.5093386 0.6585474 0.5847767 0.2254449 0.5847767
[1730] 0.1954772 0.3698990 0.4364812 0.8463985 0.5825445 0.6607947 0.5093386
[1737] 0.1726989 0.6585474 0.2639710 0.5093386 0.5847767 0.2979030 0.4364812
[1744] 0.9704721 0.5093386 0.3698990 0.2639710 0.3120549 0.8463985 0.1726989
[1751] 0.4258949 0.7326843 0.2639710 0.9582385 0.3120549 0.6585474 0.5025620
[1758] 0.2639710 0.3120549 0.7267632 0.8463985 0.2500384 0.3120549 0.5025620
[1765] 0.5847767 0.8774495 0.9582385 0.6607947 0.5093386 0.8463985 0.3567994
[1772] 0.2979030 0.7950140 0.5847767 0.1842599 0.8870283 0.6607947 0.4364812
[1779] 0.2254449 0.3698990 0.7866565 0.2979030 0.2639710 0.5093386 0.2126246
[1786] 0.1726989 0.3698990 0.6585474 0.7950140 0.7950140 0.4258949 0.5847767
[1793] 0.7950140 0.5847767 0.9412824 0.6585474 0.3698990 0.7950140 0.5847767
[1800] 0.5825445 0.3120549 0.5847767 0.7866565 0.3120549 0.5825445 0.5825445
[1807] 0.3567994 0.5025620 0.4364812 0.5825445 0.4258949 0.8870283 0.3120549
[1814] 0.5093386 0.2126246 0.3698990 0.8463985 0.2254449 0.6607947 0.2254449
[1821] 0.3698990 0.9181070 0.4364812 0.3120549 0.2254449 0.2639710 0.7326843
[1828] 0.7866565 0.1726989 0.1726989 0.5825445 0.5093386 0.6607947 0.3698990
[1835] 0.2254449 0.2979030 0.5093386 0.3567994 0.4364812 0.5093386 0.5025620
[1842] 0.7326843 0.7866565 0.3698990 0.5025620 0.7866565 0.6607947 0.1726989
[1849] 0.6607947 0.1954772 0.5025620 0.2639710 0.2639710 0.6607947 0.5847767
[1856] 0.8463985 0.2254449 0.3120549 0.5825445 0.4364812 0.4364812 0.3567994
[1863] 0.2126246 0.2254449 0.3120549 0.7950140 0.7950140 0.4364812 0.2639710
[1870] 0.5847767 0.6585474 0.5825445 0.8463985 0.6607947 0.6585474 0.3698990
[1877] 0.3567994 0.6585474 0.6607947 0.7950140 0.8870283 0.5825445 0.3698990
[1884] 0.2979030 0.7267632 0.6585474 0.7326843 0.4364812 0.6585474 0.4258949
[1891] 0.1726989 0.5025620 0.1954772 0.5093386 0.4258949 0.5025620 0.5825445
[1898] 0.5825445 0.8463985 0.5825445 0.4364812 0.5847767 0.6607947 0.3120549
[1905] 0.7326843 0.7267632 0.2979030 0.7326843 0.7326843 0.3120549 0.7326843
[1912] 0.6607947 0.3120549 0.8463985 0.3698990 0.5025620 0.7267632 0.7950140
[1919] 0.3120549 0.7326843 0.3698990 0.3698990 0.1954772 0.1726989 0.9181070
[1926] 0.2639710 0.5825445 0.3567994 0.6585474 0.4258949 0.2500384 0.5093386
[1933] 0.6607947 0.2639710 0.5025620 0.5093386 0.8463985 0.2639710 0.2500384
[1940] 0.5825445 0.4364812 0.5093386 0.6607947 0.2254449 0.4364812 0.8870283
[1947] 0.5847767 0.7326843 0.7326843 0.3120549 0.6585474 0.9091806 0.2979030
[1954] 0.7267632 0.5025620 0.4258949 0.6607947 0.3120549 0.7326843 0.7326843
[1961] 0.3567994 0.8463985 0.5093386 0.5847767 0.5825445 0.3567994 0.6585474
[1968] 0.7267632 0.4364812 0.8463985 0.5847767 0.5825445 0.5825445 0.1954772
[1975] 0.5825445 0.7326843 0.5025620 0.4258949 0.3120549 0.1556874 0.3567994
[1982] 0.6607947 0.5093386 0.3567994 0.2639710 0.3567994 0.4364812 0.7326843
[1989] 0.2979030 0.8368962 0.3120549 0.6607947 0.2979030 0.7326843 0.8368962
[1996] 0.5093386 0.4364812 0.7326843 0.7326843 0.7267632
attr(,"label")
[1] "Fitted values"
Code
residuals(fit_nls)
Output
[1] -0.43648118 0.21334351 0.11297170 -0.22544492 0.20498604 -0.29790303
[7] 0.49066141 0.57410507 0.20498604 0.21334351 0.15360150 0.27323680
[13] -0.43648118 -0.50256204 -0.73268430 -0.35679942 0.41745551 0.27323680
[19] -0.43648118 -0.31205490 0.57410507 0.16310381 0.11297170 0.15360150
[25] 0.33920535 0.49743796 0.21334351 -0.50256204 0.27323680 -0.26397097
[31] -0.50256204 -0.65854737 -0.79501396 -0.31205490 0.56351882 -0.50933859
[37] -0.66079465 0.15360150 0.49743796 -0.58477673 -0.26397097 0.49743796
[43] -0.50256204 0.20498604 0.20498604 -0.43648118 -0.31205490 0.49743796
[49] 0.77455508 -0.50933859 0.49066141 -0.26397097 0.82730110 -0.50933859
[55] 0.68794510 0.41745551 -0.31205490 0.49066141 -0.50933859 0.49066141
[61] 0.09081937 -0.66079465 0.68794510 -0.22544492 0.34145263 -0.73268430
[67] -0.22544492 0.26731570 -0.14314911 0.05871756 -0.42589493 -0.22544492
[73] 0.56351882 0.41745551 -0.50256204 0.77455508 0.34145263 -0.25003843
[79] -0.31205490 0.49743796 0.49066141 -0.58254449 -0.22544492 -0.35679942
[85] -0.50256204 -0.65854737 0.70209697 -0.35679942 -0.43648118 -0.73268430
[91] -0.29790303 0.27323680 -0.43648118 0.27323680 0.73602903 -0.22544492
[97] 0.63010098 0.15360150 -0.26397097 0.12255046 0.04176152 0.49066141
[103] 0.49066141 0.33920535 -0.36989902 -0.21262457 0.20498604 -0.79501396
[109] 0.33920535 -0.17269890 0.34145263 -0.43648118 0.63010098 0.15360150
[115] -0.31205490 -0.58254449 0.68794510 0.11297170 -0.22544492 0.56351882
[121] 0.21334351 -0.43648118 -0.26397097 0.15360150 -0.26397097 0.49743796
[127] 0.73602903 -0.25003843 -0.26397097 -0.29790303 0.56351882 -0.42589493
[133] -0.42589493 0.15360150 -0.36989902 -0.36989902 -0.18425986 0.41522327
[139] 0.26731570 0.15360150 -0.36989902 0.80452281 -0.29790303 0.20498604
[145] 0.49743796 -0.66079465 0.08189300 0.26731570 -0.22544492 0.68794510
[151] -0.26397097 -0.22544492 0.33920535 -0.43648118 0.15360150 -0.35679942
[157] -0.22544492 0.08189300 0.05871756 0.63010098 0.57410507 0.49066141
[163] -0.91810700 -0.17269890 0.57410507 -0.43648118 0.33920535 -0.91810700
[169] -0.26397097 0.20498604 -0.29790303 0.33920535 -0.58477673 0.41745551
[175] -0.73268430 0.57410507 -0.43648118 0.21334351 0.11297170 -0.19547719
[181] 0.63010098 0.11297170 0.08189300 0.16310381 -0.58477673 -0.50256204
[187] 0.11297170 -0.35679942 -0.15568743 0.26731570 -0.31205490 0.49743796
[193] 0.26731570 -0.17269890 0.08189300 0.41745551 -0.58254449 -0.66079465
[199] 0.20498604 0.56351882 -0.31205490 0.41745551 -0.25003843 0.20498604
[205] 0.11297170 -0.73268430 0.26731570 -0.43648118 0.20498604 -0.36989902
[211] -0.58477673 0.63010098 0.74996157 -0.50933859 -0.19547719 -0.29790303
[217] 0.26731570 0.20498604 0.05871756 0.26731570 0.41522327 -0.36989902
[223] -0.36989902 -0.73268430 -0.36989902 0.57410507 0.26731570 0.49743796
[229] 0.41745551 -0.50933859 0.64320058 0.08189300 0.11297170 0.64320058
[235] 0.15360150 -0.73268430 0.41745551 -0.94128244 -0.31205490 0.08189300
[241] 0.26731570 -0.65854737 0.33920535 0.56351882 0.49743796 -0.31205490
[247] -0.43648118 -0.58254449 0.41522327 -0.31205490 0.15360150 0.49743796
[253] 0.20498604 -0.66079465 -0.58477673 -0.58477673 0.33920535 0.56351882
[259] 0.27323680 0.20498604 -0.14314911 0.34145263 -0.35679942 -0.26397097
[265] 0.33920535 -0.58254449 0.15360150 -0.43648118 0.21334351 -0.17269890
[271] -0.43648118 -0.66079465 0.20498604 -0.35679942 0.08189300 -0.31205490
[277] -0.50933859 -0.19547719 0.64320058 -0.50933859 -0.26397097 0.26731570
[283] 0.41745551 -0.42589493 -0.58477673 -0.78665649 0.49743796 -0.79501396
[289] 0.05871756 -0.42589493 -0.42589493 -0.26397097 0.68794510 -0.58254449
[295] 0.56351882 0.15360150 0.41522327 -0.50256204 0.41522327 0.15360150
[301] 0.41522327 -0.36989902 -0.35679942 -0.25003843 -0.66079465 0.08189300
[307] 0.20498604 0.08189300 0.57410507 -0.36989902 -0.66079465 -0.26397097
[313] -0.43648118 -0.50933859 0.12255046 0.20498604 -0.50933859 -0.65854737
[319] 0.41745551 -0.31205490 0.73602903 0.49066141 0.26731570 -0.13399720
[325] 0.34145263 0.26731570 -0.35679942 0.20498604 0.26731570 -0.17269890
[331] -0.31205490 -0.36989902 -0.43648118 0.73602903 0.11297170 0.49743796
[337] -0.58254449 0.56351882 0.33920535 -0.36989902 -0.66079465 0.41522327
[343] 0.20498604 -0.73268430 0.49743796 0.49743796 0.56351882 0.57410507
[349] 0.15360150 -0.26397097 -0.19547719 0.15360150 -0.58254449 0.33920535
[355] -0.29790303 0.15360150 -0.50933859 -0.26397097 -0.29790303 0.57410507
[361] 0.21334351 0.73602903 -0.50933859 -0.29790303 0.11297170 -0.43648118
[367] -0.35679942 -0.31205490 -0.26397097 -0.58477673 -0.35679942 -0.50933859
[373] 0.77455508 -0.42589493 0.41745551 0.68794510 -0.17269890 -0.73268430
[379] 0.49743796 0.20498604 0.15360150 -0.50933859 0.57410507 -0.58254449
[385] -0.66079465 0.05871756 -0.50256204 0.02952789 -0.35679942 -0.15568743
[391] -0.31205490 -0.36989902 0.27323680 -0.50933859 -0.50256204 0.63010098
[397] -0.42589493 0.16310381 -0.83689619 0.15360150 -0.25003843 -0.31205490
[403] -0.43648118 -0.84639850 0.08189300 -0.36989902 0.49066141 0.41522327
[409] 0.56351882 0.16310381 0.34145263 0.56351882 0.20498604 -0.42589493
[415] -0.58254449 -0.19547719 0.49066141 -0.29790303 0.57410507 0.84431257
[421] -0.31205490 0.34145263 -0.43648118 -0.43648118 0.49066141 -0.35679942
[427] -0.65854737 0.34145263 -0.50933859 0.49743796 -0.36989902 0.56351882
[433] 0.49743796 0.15360150 -0.31205490 0.21334351 0.20498604 0.73602903
[439] 0.74996157 -0.50933859 0.41522327 0.49066141 0.26731570 -0.22544492
[445] -0.31205490 0.20498604 -0.65854737 -0.65854737 -0.19547719 -0.31205490
[451] 0.41522327 -0.17269890 0.16310381 0.49066141 0.49743796 0.27323680
[457] 0.49066141 0.41522327 0.68794510 0.26731570 0.49066141 0.41522327
[463] -0.72676320 -0.79501396 0.78737543 0.73602903 -0.50933859 0.26731570
[469] -0.58477673 0.34145263 -0.58254449 0.33920535 -0.31205490 -0.50256204
[475] 0.20498604 0.26731570 -0.35679942 -0.50933859 -0.50933859 0.26731570
[481] 0.15360150 -0.58477673 0.20498604 0.26731570 0.49743796 -0.31205490
[487] 0.20498604 -0.66079465 -0.43648118 0.34145263 -0.73268430 -0.22544492
[493] 0.77455508 -0.31205490 -0.50256204 0.80452281 0.70209697 0.41522327
[499] -0.50256204 0.21334351 -0.84639850 -0.25003843 -0.36989902 0.68794510
[505] -0.50256204 0.57410507 0.68794510 -0.43648118 0.68794510 0.68794510
[511] -0.31205490 -0.18425986 -0.21262457 0.33920535 -0.72676320 -0.29790303
[517] -0.36989902 0.57410507 -0.26397097 0.49066141 0.41745551 0.49066141
[523] 0.09081937 -0.78665649 0.49066141 0.34145263 0.11297170 -0.58477673
[529] -0.26397097 -0.84639850 0.15360150 -0.58477673 -0.36989902 0.57410507
[535] 0.68794510 0.33920535 0.33920535 0.26731570 0.49743796 0.49066141
[541] -0.26397097 -0.36989902 0.34145263 -0.35679942 0.49743796 0.26731570
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[1723] -0.73268430 -0.36989902 0.49066141 0.34145263 0.41522327 -0.22544492
[1729] 0.41522327 -0.19547719 -0.36989902 0.56351882 0.15360150 0.41745551
[1735] 0.33920535 -0.50933859 -0.17269890 -0.65854737 -0.26397097 0.49066141
[1741] -0.58477673 -0.29790303 -0.43648118 0.02952789 0.49066141 -0.36989902
[1747] -0.26397097 -0.31205490 0.15360150 -0.17269890 -0.42589493 0.26731570
[1753] -0.26397097 0.04176152 0.68794510 0.34145263 -0.50256204 -0.26397097
[1759] -0.31205490 0.27323680 0.15360150 -0.25003843 -0.31205490 0.49743796
[1765] 0.41522327 0.12255046 0.04176152 0.33920535 -0.50933859 0.15360150
[1771] -0.35679942 -0.29790303 0.20498604 0.41522327 -0.18425986 0.11297170
[1777] -0.66079465 0.56351882 -0.22544492 0.63010098 0.21334351 -0.29790303
[1783] 0.73602903 0.49066141 -0.21262457 -0.17269890 -0.36989902 0.34145263
[1789] 0.20498604 0.20498604 -0.42589493 0.41522327 -0.79501396 0.41522327
[1795] 0.05871756 0.34145263 0.63010098 0.20498604 0.41522327 0.41745551
[1801] -0.31205490 -0.58477673 0.21334351 -0.31205490 -0.58254449 -0.58254449
[1807] 0.64320058 0.49743796 -0.43648118 -0.58254449 -0.42589493 0.11297170
[1813] -0.31205490 0.49066141 -0.21262457 -0.36989902 0.15360150 -0.22544492
[1819] 0.33920535 0.77455508 0.63010098 0.08189300 0.56351882 0.68794510
[1825] -0.22544492 -0.26397097 0.26731570 -0.78665649 0.82730110 -0.17269890
[1831] -0.58254449 0.49066141 0.33920535 -0.36989902 -0.22544492 -0.29790303
[1837] 0.49066141 -0.35679942 -0.43648118 -0.50933859 -0.50256204 0.26731570
[1843] 0.21334351 -0.36989902 0.49743796 0.21334351 0.33920535 -0.17269890
[1849] -0.66079465 -0.19547719 -0.50256204 -0.26397097 -0.26397097 0.33920535
[1855] -0.58477673 0.15360150 -0.22544492 -0.31205490 -0.58254449 0.56351882
[1861] -0.43648118 -0.35679942 -0.21262457 -0.22544492 0.68794510 0.20498604
[1867] 0.20498604 0.56351882 -0.26397097 -0.58477673 -0.65854737 -0.58254449
[1873] 0.15360150 -0.66079465 0.34145263 0.63010098 0.64320058 0.34145263
[1879] 0.33920535 0.20498604 0.11297170 -0.58254449 -0.36989902 -0.29790303
[1885] 0.27323680 -0.65854737 0.26731570 0.56351882 -0.65854737 0.57410507
[1891] -0.17269890 0.49743796 -0.19547719 0.49066141 0.57410507 -0.50256204
[1897] 0.41745551 -0.58254449 0.15360150 -0.58254449 -0.43648118 -0.58477673
[1903] 0.33920535 -0.31205490 0.26731570 -0.72676320 -0.29790303 0.26731570
[1909] 0.26731570 -0.31205490 0.26731570 0.33920535 -0.31205490 0.15360150
[1915] 0.63010098 -0.50256204 0.27323680 0.20498604 -0.31205490 0.26731570
[1921] -0.36989902 0.63010098 -0.19547719 -0.17269890 0.08189300 -0.26397097
[1927] 0.41745551 0.64320058 0.34145263 0.57410507 -0.25003843 0.49066141
[1933] 0.33920535 -0.26397097 -0.50256204 -0.50933859 0.15360150 0.73602903
[1939] -0.25003843 0.41745551 0.56351882 0.49066141 0.33920535 -0.22544492
[1945] -0.43648118 0.11297170 -0.58477673 0.26731570 0.26731570 -0.31205490
[1951] 0.34145263 0.09081937 0.70209697 0.27323680 -0.50256204 -0.42589493
[1957] 0.33920535 0.68794510 0.26731570 0.26731570 -0.35679942 0.15360150
[1963] -0.50933859 0.41522327 -0.58254449 0.64320058 0.34145263 0.27323680
[1969] -0.43648118 0.15360150 0.41522327 -0.58254449 0.41745551 -0.19547719
[1975] -0.58254449 0.26731570 -0.50256204 -0.42589493 -0.31205490 -0.15568743
[1981] -0.35679942 0.33920535 -0.50933859 0.64320058 -0.26397097 0.64320058
[1987] 0.56351882 0.26731570 0.70209697 0.16310381 0.68794510 0.33920535
[1993] -0.29790303 0.26731570 0.16310381 -0.50933859 -0.43648118 0.26731570
[1999] 0.26731570 0.27323680
attr(,"label")
[1] "Residuals"
Code
(fit_mle <- estimNLR(y = y, match = match, group = group, formula = M$M1$
formula, method = "mle", lower = M$M1$lower, upper = M$M1$upper, start = start))
Output
Nonlinear regression model
Model: y ~ c + (1 - c)/(1 + exp(-(a + aDif * g) * (x - (b + bDif * g))))
Coefficients:
a b c aDif bDif
1.0779 -0.3469 0.0893 -0.0626 0.9235
Maximum likelihood estimation using the L-BFGS-B algorithm
Converged after 23 iterations
Code
coef(fit_mle)
Output
a b c aDif bDif
1.07785356 -0.34693642 0.08925326 -0.06260473 0.92348995
Code
logLik(fit_mle)
Output
'log Lik.' -1191.904 (df=5)
Code
vcov(fit_mle)
Output
a b c aDif bDif
a 0.015987675 0.017897665 0.0066068809 -0.0000986350 -0.0013822815
b 0.017897665 0.040677309 0.0148394967 0.0177901835 -0.0035826532
c 0.006606881 0.014839497 0.0063269453 0.0086089359 0.0009761246
aDif -0.000098635 0.017790183 0.0086089359 0.0311452397 0.0007864552
bDif -0.001382282 -0.003582653 0.0009761246 0.0007864552 0.0132645725
Code
fitted(fit_mle)
Output
[1] 0.48169035 0.75898307 0.82965505 0.25930609 0.74378849 0.32185597
[7] 0.54259783 0.44328898 0.74378849 0.75898307 0.78992426 0.71157291
[13] 0.48169035 0.50772217 0.69147792 0.38070900 0.57189984 0.71157291
[19] 0.48169035 0.36321785 0.44328898 0.80078200 0.82965505 0.78992426
[25] 0.63374625 0.50772217 0.75898307 0.50772217 0.71157291 0.30884991
[31] 0.50772217 0.65902646 0.74378849 0.36321785 0.48169035 0.54259783
[37] 0.63374625 0.78992426 0.50772217 0.60225793 0.30884991 0.50772217
[43] 0.50772217 0.74378849 0.74378849 0.48169035 0.36321785 0.50772217
[49] 0.25930609 0.54259783 0.54259783 0.30884991 0.17686525 0.54259783
[55] 0.36321785 0.57189984 0.36321785 0.54259783 0.54259783 0.54259783
[61] 0.86753558 0.63374625 0.36321785 0.25930609 0.65902646 0.69147792
[67] 0.25930609 0.69147792 0.11651182 0.89096300 0.44328898 0.25930609
[73] 0.48169035 0.57189984 0.50772217 0.25930609 0.65902646 0.26816137
[79] 0.36321785 0.50772217 0.54259783 0.57189984 0.25930609 0.38070900
[85] 0.50772217 0.65902646 0.32185597 0.38070900 0.48169035 0.69147792
[91] 0.32185597 0.71157291 0.48169035 0.71157291 0.30884991 0.25930609
[97] 0.42132217 0.78992426 0.30884991 0.83688972 0.91367307 0.54259783
[103] 0.54259783 0.63374625 0.42132217 0.22051175 0.74378849 0.74378849
[109] 0.63374625 0.17686525 0.65902646 0.48169035 0.42132217 0.78992426
[115] 0.36321785 0.57189984 0.36321785 0.82965505 0.25930609 0.48169035
[121] 0.75898307 0.48169035 0.30884991 0.78992426 0.30884991 0.50772217
[127] 0.30884991 0.26816137 0.30884991 0.32185597 0.48169035 0.44328898
[133] 0.44328898 0.78992426 0.42132217 0.42132217 0.17925513 0.60225793
[139] 0.69147792 0.78992426 0.42132217 0.21523480 0.32185597 0.74378849
[145] 0.50772217 0.63374625 0.86317327 0.69147792 0.25930609 0.36321785
[151] 0.30884991 0.25930609 0.63374625 0.48169035 0.78992426 0.38070900
[157] 0.25930609 0.86317327 0.89096300 0.42132217 0.44328898 0.54259783
[163] 0.86317327 0.17686525 0.44328898 0.48169035 0.63374625 0.86317327
[169] 0.30884991 0.74378849 0.32185597 0.63374625 0.60225793 0.57189984
[175] 0.69147792 0.44328898 0.48169035 0.75898307 0.82965505 0.21523480
[181] 0.42132217 0.82965505 0.86317327 0.80078200 0.60225793 0.50772217
[187] 0.82965505 0.38070900 0.14407997 0.69147792 0.36321785 0.50772217
[193] 0.69147792 0.17686525 0.86317327 0.57189984 0.57189984 0.63374625
[199] 0.74378849 0.48169035 0.36321785 0.57189984 0.26816137 0.74378849
[205] 0.82965505 0.69147792 0.69147792 0.48169035 0.74378849 0.42132217
[211] 0.60225793 0.42132217 0.26816137 0.54259783 0.21523480 0.32185597
[217] 0.69147792 0.74378849 0.89096300 0.69147792 0.60225793 0.42132217
[223] 0.42132217 0.69147792 0.42132217 0.44328898 0.69147792 0.50772217
[229] 0.57189984 0.54259783 0.38070900 0.86317327 0.82965505 0.38070900
[235] 0.78992426 0.69147792 0.57189984 0.89096300 0.36321785 0.86317327
[241] 0.69147792 0.65902646 0.63374625 0.48169035 0.50772217 0.36321785
[247] 0.48169035 0.57189984 0.60225793 0.36321785 0.78992426 0.50772217
[253] 0.74378849 0.63374625 0.60225793 0.60225793 0.63374625 0.48169035
[259] 0.71157291 0.74378849 0.11651182 0.65902646 0.38070900 0.30884991
[265] 0.63374625 0.57189984 0.78992426 0.48169035 0.75898307 0.17686525
[271] 0.48169035 0.63374625 0.74378849 0.38070900 0.86317327 0.36321785
[277] 0.54259783 0.21523480 0.38070900 0.54259783 0.30884991 0.69147792
[283] 0.57189984 0.44328898 0.60225793 0.75898307 0.50772217 0.74378849
[289] 0.89096300 0.44328898 0.44328898 0.30884991 0.36321785 0.57189984
[295] 0.48169035 0.78992426 0.60225793 0.50772217 0.60225793 0.78992426
[301] 0.60225793 0.42132217 0.38070900 0.26816137 0.63374625 0.86317327
[307] 0.74378849 0.86317327 0.44328898 0.42132217 0.63374625 0.30884991
[313] 0.48169035 0.54259783 0.83688972 0.74378849 0.54259783 0.65902646
[319] 0.57189984 0.36321785 0.30884991 0.54259783 0.69147792 0.09364144
[325] 0.65902646 0.69147792 0.38070900 0.74378849 0.69147792 0.17686525
[331] 0.36321785 0.42132217 0.48169035 0.30884991 0.82965505 0.50772217
[337] 0.57189984 0.48169035 0.63374625 0.42132217 0.63374625 0.60225793
[343] 0.74378849 0.69147792 0.50772217 0.50772217 0.48169035 0.44328898
[349] 0.78992426 0.30884991 0.21523480 0.78992426 0.57189984 0.63374625
[355] 0.32185597 0.78992426 0.54259783 0.30884991 0.32185597 0.44328898
[361] 0.75898307 0.30884991 0.54259783 0.32185597 0.82965505 0.48169035
[367] 0.38070900 0.36321785 0.30884991 0.60225793 0.38070900 0.54259783
[373] 0.25930609 0.44328898 0.57189984 0.36321785 0.17686525 0.69147792
[379] 0.50772217 0.74378849 0.78992426 0.54259783 0.44328898 0.57189984
[385] 0.63374625 0.89096300 0.50772217 0.93201404 0.38070900 0.14407997
[391] 0.36321785 0.42132217 0.71157291 0.54259783 0.50772217 0.42132217
[397] 0.44328898 0.80078200 0.80078200 0.78992426 0.26816137 0.36321785
[403] 0.48169035 0.78992426 0.86317327 0.42132217 0.54259783 0.60225793
[409] 0.48169035 0.80078200 0.65902646 0.48169035 0.74378849 0.44328898
[415] 0.57189984 0.21523480 0.54259783 0.32185597 0.44328898 0.14407997
[421] 0.36321785 0.65902646 0.48169035 0.48169035 0.54259783 0.38070900
[427] 0.65902646 0.65902646 0.54259783 0.50772217 0.42132217 0.48169035
[433] 0.50772217 0.78992426 0.36321785 0.75898307 0.74378849 0.30884991
[439] 0.26816137 0.54259783 0.60225793 0.54259783 0.69147792 0.25930609
[445] 0.36321785 0.74378849 0.65902646 0.65902646 0.21523480 0.36321785
[451] 0.60225793 0.17686525 0.80078200 0.54259783 0.50772217 0.71157291
[457] 0.54259783 0.60225793 0.36321785 0.69147792 0.54259783 0.60225793
[463] 0.71157291 0.74378849 0.22051175 0.30884991 0.54259783 0.69147792
[469] 0.60225793 0.65902646 0.57189984 0.63374625 0.36321785 0.50772217
[475] 0.74378849 0.69147792 0.38070900 0.54259783 0.54259783 0.69147792
[481] 0.78992426 0.60225793 0.74378849 0.69147792 0.50772217 0.36321785
[487] 0.74378849 0.63374625 0.48169035 0.65902646 0.69147792 0.25930609
[493] 0.25930609 0.36321785 0.50772217 0.21523480 0.32185597 0.60225793
[499] 0.50772217 0.75898307 0.78992426 0.26816137 0.42132217 0.36321785
[505] 0.50772217 0.44328898 0.36321785 0.48169035 0.36321785 0.36321785
[511] 0.36321785 0.17925513 0.22051175 0.63374625 0.71157291 0.32185597
[517] 0.42132217 0.44328898 0.30884991 0.54259783 0.57189984 0.54259783
[523] 0.86753558 0.75898307 0.54259783 0.65902646 0.82965505 0.60225793
[529] 0.30884991 0.78992426 0.78992426 0.60225793 0.42132217 0.44328898
[535] 0.36321785 0.63374625 0.63374625 0.69147792 0.50772217 0.54259783
[541] 0.30884991 0.42132217 0.65902646 0.38070900 0.50772217 0.69147792
[547] 0.54259783 0.48169035 0.42132217 0.25930609 0.48169035 0.25930609
[553] 0.69147792 0.48169035 0.38070900 0.48169035 0.65902646 0.30884991
[559] 0.63374625 0.54259783 0.78992426 0.26816137 0.50772217 0.74378849
[565] 0.48169035 0.60225793 0.30884991 0.69147792 0.86317327 0.44328898
[571] 0.50772217 0.71157291 0.42132217 0.48169035 0.50772217 0.54259783
[577] 0.42132217 0.69147792 0.17686525 0.42132217 0.44328898 0.21523480
[583] 0.50772217 0.50772217 0.54259783 0.30884991 0.48169035 0.14407997
[589] 0.74378849 0.48169035 0.82965505 0.22051175 0.38070900 0.57189984
[595] 0.50772217 0.50772217 0.48169035 0.25930609 0.60225793 0.63374625
[601] 0.30884991 0.26816137 0.42132217 0.30884991 0.36321785 0.69147792
[607] 0.78992426 0.69147792 0.75898307 0.60225793 0.63374625 0.60225793
[613] 0.57189984 0.75898307 0.48169035 0.14407997 0.50772217 0.14407997
[619] 0.69147792 0.32185597 0.48169035 0.21523480 0.48169035 0.48169035
[625] 0.42132217 0.21523480 0.74378849 0.44328898 0.82965505 0.69147792
[631] 0.25930609 0.63374625 0.57189984 0.74378849 0.69147792 0.78992426
[637] 0.63374625 0.69147792 0.57189984 0.82965505 0.44328898 0.57189984
[643] 0.57189984 0.60225793 0.25930609 0.38070900 0.36321785 0.38070900
[649] 0.44328898 0.50772217 0.83688972 0.44328898 0.69147792 0.69147792
[655] 0.63374625 0.48169035 0.74378849 0.69147792 0.21523480 0.69147792
[661] 0.36321785 0.74378849 0.30884991 0.36321785 0.36321785 0.93201404
[667] 0.57189984 0.63374625 0.32185597 0.25930609 0.42132217 0.60225793
[673] 0.48169035 0.36321785 0.69147792 0.60225793 0.21523480 0.48169035
[679] 0.36321785 0.48169035 0.17686525 0.44328898 0.36321785 0.14407997
[685] 0.63374625 0.82965505 0.48169035 0.80078200 0.36321785 0.42132217
[691] 0.78992426 0.54259783 0.50772217 0.54259783 0.26816137 0.74378849
[697] 0.74378849 0.50772217 0.30884991 0.74378849 0.26816137 0.30884991
[703] 0.86317327 0.30884991 0.42132217 0.32185597 0.74378849 0.44328898
[709] 0.44328898 0.36321785 0.14407997 0.82965505 0.74378849 0.57189984
[715] 0.54259783 0.54259783 0.57189984 0.21523480 0.36321785 0.50772217
[721] 0.54259783 0.44328898 0.50772217 0.57189984 0.78992426 0.71157291
[727] 0.21523480 0.42132217 0.54259783 0.63374625 0.42132217 0.69147792
[733] 0.57189984 0.42132217 0.65902646 0.42132217 0.69147792 0.25930609
[739] 0.38070900 0.80078200 0.54259783 0.60225793 0.80078200 0.69147792
[745] 0.36321785 0.54259783 0.26816137 0.82965505 0.71157291 0.32185597
[751] 0.71157291 0.60225793 0.60225793 0.63374625 0.50772217 0.69147792
[757] 0.44328898 0.42132217 0.63374625 0.89096300 0.25930609 0.42132217
[763] 0.65902646 0.17686525 0.30884991 0.36321785 0.50772217 0.57189984
[769] 0.50772217 0.38070900 0.38070900 0.82965505 0.69147792 0.54259783
[775] 0.36321785 0.38070900 0.65902646 0.69147792 0.42132217 0.78992426
[781] 0.63374625 0.38070900 0.74378849 0.42132217 0.44328898 0.36321785
[787] 0.30884991 0.50772217 0.50772217 0.60225793 0.32185597 0.78992426
[793] 0.50772217 0.69147792 0.21523480 0.50772217 0.48169035 0.57189984
[799] 0.38070900 0.30884991 0.57189984 0.57189984 0.74378849 0.80078200
[805] 0.71157291 0.69147792 0.36321785 0.44328898 0.30884991 0.80078200
[811] 0.78992426 0.54259783 0.71157291 0.74378849 0.30884991 0.44328898
[817] 0.25930609 0.54259783 0.48169035 0.21523480 0.74378849 0.69147792
[823] 0.74378849 0.82965505 0.82965505 0.42132217 0.44328898 0.21523480
[829] 0.50772217 0.48169035 0.25930609 0.26816137 0.54259783 0.54259783
[835] 0.36321785 0.25930609 0.48169035 0.38070900 0.78992426 0.60225793
[841] 0.63374625 0.44328898 0.69147792 0.32185597 0.60225793 0.42132217
[847] 0.30884991 0.30884991 0.69147792 0.17686525 0.50772217 0.44328898
[853] 0.57189984 0.26816137 0.57189984 0.42132217 0.54259783 0.57189984
[859] 0.54259783 0.69147792 0.54259783 0.69147792 0.65902646 0.75898307
[865] 0.48169035 0.60225793 0.80078200 0.54259783 0.57189984 0.30884991
[871] 0.57189984 0.82965505 0.63374625 0.42132217 0.86317327 0.69147792
[877] 0.57189984 0.38070900 0.48169035 0.65902646 0.42132217 0.21523480
[883] 0.50772217 0.82965505 0.57189984 0.48169035 0.63374625 0.57189984
[889] 0.42132217 0.74378849 0.44328898 0.21523480 0.44328898 0.65902646
[895] 0.60225793 0.48169035 0.36321785 0.80078200 0.65902646 0.63374625
[901] 0.57189984 0.36321785 0.75898307 0.36321785 0.69147792 0.30884991
[907] 0.69147792 0.60225793 0.36321785 0.74378849 0.63374625 0.42132217
[913] 0.60225793 0.57189984 0.42132217 0.74378849 0.42132217 0.48169035
[919] 0.60225793 0.82965505 0.60225793 0.38070900 0.44328898 0.50772217
[925] 0.63374625 0.21523480 0.57189984 0.60225793 0.50772217 0.60225793
[931] 0.69147792 0.75898307 0.57189984 0.44328898 0.57189984 0.42132217
[937] 0.60225793 0.71157291 0.21523480 0.69147792 0.54259783 0.44328898
[943] 0.42132217 0.82965505 0.36321785 0.60225793 0.21523480 0.26816137
[949] 0.57189984 0.50772217 0.60225793 0.54259783 0.42132217 0.82965505
[955] 0.63374625 0.21523480 0.50772217 0.54259783 0.25930609 0.78992426
[961] 0.75898307 0.30884991 0.21523480 0.63374625 0.25930609 0.25930609
[967] 0.48169035 0.65902646 0.48169035 0.30884991 0.42132217 0.17686525
[973] 0.57189984 0.71157291 0.42132217 0.63374625 0.71157291 0.71157291
[979] 0.63374625 0.69147792 0.65902646 0.86317327 0.57189984 0.74378849
[985] 0.25930609 0.63374625 0.57189984 0.30884991 0.54259783 0.60225793
[991] 0.09364144 0.60225793 0.54259783 0.42132217 0.69147792 0.38070900
[997] 0.86317327 0.42132217 0.82965505 0.63374625 0.57189984 0.38070900
[1003] 0.25930609 0.44328898 0.69147792 0.32185597 0.91367307 0.63374625
[1009] 0.60225793 0.50772217 0.25930609 0.63374625 0.14428859 0.48169035
[1015] 0.57189984 0.30884991 0.17686525 0.69147792 0.38070900 0.57189984
[1021] 0.69147792 0.44328898 0.86317327 0.44328898 0.65902646 0.48169035
[1027] 0.63374625 0.25930609 0.36321785 0.63374625 0.44328898 0.60225793
[1033] 0.54259783 0.21523480 0.71157291 0.57189984 0.14407997 0.44328898
[1039] 0.69147792 0.17925513 0.63374625 0.42132217 0.44328898 0.65902646
[1045] 0.65902646 0.63374625 0.36321785 0.38070900 0.42132217 0.74378849
[1051] 0.30884991 0.36321785 0.63374625 0.44328898 0.54259783 0.48169035
[1057] 0.26816137 0.48169035 0.42132217 0.42132217 0.32185597 0.38070900
[1063] 0.60225793 0.50772217 0.69147792 0.69147792 0.74378849 0.78992426
[1069] 0.38070900 0.63374625 0.48169035 0.44328898 0.48169035 0.14407997
[1075] 0.74378849 0.74378849 0.11651182 0.25930609 0.50772217 0.30884991
[1081] 0.44328898 0.25930609 0.89096300 0.17686525 0.50772217 0.30884991
[1087] 0.26816137 0.50772217 0.22051175 0.44328898 0.60225793 0.74378849
[1093] 0.82965505 0.74378849 0.63374625 0.54259783 0.60225793 0.21523480
[1099] 0.36321785 0.36321785 0.89096300 0.26816137 0.69147792 0.30884991
[1105] 0.71157291 0.60225793 0.36321785 0.44328898 0.54259783 0.44328898
[1111] 0.60225793 0.48169035 0.42132217 0.26816137 0.69147792 0.65902646
[1117] 0.50772217 0.63374625 0.54259783 0.74378849 0.82965505 0.69147792
[1123] 0.50772217 0.63374625 0.57189984 0.57189984 0.38070900 0.42132217
[1129] 0.44328898 0.63374625 0.17686525 0.42132217 0.80078200 0.44328898
[1135] 0.82965505 0.44328898 0.32185597 0.50772217 0.26816137 0.57189984
[1141] 0.42132217 0.17686525 0.42132217 0.42132217 0.60225793 0.60225793
[1147] 0.74378849 0.54259783 0.42132217 0.48169035 0.63374625 0.26816137
[1153] 0.26816137 0.25930609 0.74378849 0.86317327 0.82965505 0.48169035
[1159] 0.86317327 0.69147792 0.22051175 0.25930609 0.50772217 0.71157291
[1165] 0.69147792 0.22051175 0.50772217 0.25930609 0.50772217 0.69147792
[1171] 0.44328898 0.44328898 0.32185597 0.86753558 0.89096300 0.71157291
[1177] 0.74378849 0.54259783 0.14407997 0.57189984 0.74378849 0.50772217
[1183] 0.50772217 0.63374625 0.48169035 0.57189984 0.36321785 0.60225793
[1189] 0.54259783 0.44328898 0.63374625 0.83688972 0.75898307 0.54259783
[1195] 0.74378849 0.36321785 0.74378849 0.48169035 0.26816137 0.75898307
[1201] 0.65902646 0.60225793 0.38070900 0.63374625 0.44328898 0.82965505
[1207] 0.86317327 0.30884991 0.86317327 0.36321785 0.36321785 0.63374625
[1213] 0.42132217 0.89096300 0.42132217 0.48169035 0.65902646 0.65902646
[1219] 0.80078200 0.17686525 0.54259783 0.74378849 0.48169035 0.57189984
[1225] 0.36321785 0.74378849 0.42132217 0.71157291 0.69147792 0.48169035
[1231] 0.54259783 0.74378849 0.54259783 0.69147792 0.86317327 0.38070900
[1237] 0.74378849 0.44328898 0.69147792 0.36321785 0.57189984 0.63374625
[1243] 0.57189984 0.69147792 0.71157291 0.50772217 0.71157291 0.57189984
[1249] 0.89096300 0.36321785 0.36321785 0.36321785 0.48169035 0.54259783
[1255] 0.42132217 0.25930609 0.54259783 0.69147792 0.50772217 0.57189984
[1261] 0.54259783 0.21523480 0.36321785 0.63374625 0.57189984 0.17686525
[1267] 0.50772217 0.63374625 0.50772217 0.32185597 0.32185597 0.54259783
[1273] 0.71157291 0.38070900 0.75898307 0.69147792 0.36321785 0.78992426
[1279] 0.48169035 0.65902646 0.36321785 0.86317327 0.17686525 0.60225793
[1285] 0.60225793 0.26816137 0.50772217 0.89096300 0.17686525 0.54259783
[1291] 0.78992426 0.17686525 0.60225793 0.65902646 0.63374625 0.48169035
[1297] 0.65902646 0.78992426 0.42132217 0.60225793 0.74378849 0.17686525
[1303] 0.74378849 0.36321785 0.75898307 0.63374625 0.30884991 0.57189984
[1309] 0.50772217 0.78992426 0.78992426 0.44328898 0.42132217 0.25930609
[1315] 0.54259783 0.69147792 0.74378849 0.82965505 0.71157291 0.63374625
[1321] 0.60225793 0.42132217 0.50772217 0.74378849 0.65902646 0.30884991
[1327] 0.36321785 0.54259783 0.78992426 0.32185597 0.65902646 0.50772217
[1333] 0.69147792 0.42132217 0.50772217 0.74378849 0.30884991 0.57189984
[1339] 0.74378849 0.30884991 0.36321785 0.86317327 0.57189984 0.32185597
[1345] 0.57189984 0.48169035 0.50772217 0.25930609 0.36321785 0.54259783
[1351] 0.42132217 0.50772217 0.82965505 0.75898307 0.38070900 0.60225793
[1357] 0.54259783 0.57189984 0.75898307 0.78992426 0.30884991 0.63374625
[1363] 0.57189984 0.25930609 0.54259783 0.63374625 0.86317327 0.42132217
[1369] 0.63374625 0.86317327 0.65902646 0.63374625 0.86753558 0.36321785
[1375] 0.48169035 0.54259783 0.74378849 0.48169035 0.57189984 0.44328898
[1381] 0.25930609 0.50772217 0.57189984 0.21523480 0.74378849 0.36321785
[1387] 0.42132217 0.21523480 0.14407997 0.74378849 0.54259783 0.54259783
[1393] 0.69147792 0.75898307 0.75898307 0.69147792 0.44328898 0.60225793
[1399] 0.48169035 0.22051175 0.74378849 0.93201404 0.44328898 0.74378849
[1405] 0.42132217 0.42132217 0.63374625 0.54259783 0.83688972 0.74378849
[1411] 0.26816137 0.50772217 0.30884991 0.38070900 0.44328898 0.86317327
[1417] 0.65902646 0.69147792 0.22051175 0.60225793 0.36321785 0.54259783
[1423] 0.48169035 0.78992426 0.63374625 0.69147792 0.63374625 0.32185597
[1429] 0.44328898 0.21523480 0.71157291 0.36321785 0.57189984 0.50772217
[1435] 0.44328898 0.21523480 0.69147792 0.91367307 0.69147792 0.50772217
[1441] 0.21523480 0.69147792 0.60225793 0.57189984 0.78992426 0.30884991
[1447] 0.75898307 0.38070900 0.63374625 0.71157291 0.82965505 0.48169035
[1453] 0.42132217 0.44328898 0.60225793 0.65902646 0.69147792 0.36321785
[1459] 0.54259783 0.26816137 0.50772217 0.60225793 0.36321785 0.30884991
[1465] 0.74378849 0.54259783 0.54259783 0.54259783 0.63374625 0.21523480
[1471] 0.50772217 0.80078200 0.22051175 0.74378849 0.42132217 0.32185597
[1477] 0.69147792 0.14407997 0.78992426 0.69147792 0.42132217 0.78992426
[1483] 0.42132217 0.91367307 0.48169035 0.54259783 0.32185597 0.71157291
[1489] 0.48169035 0.63374625 0.63374625 0.36321785 0.54259783 0.69147792
[1495] 0.57189984 0.42132217 0.48169035 0.74378849 0.63374625 0.57189984
[1501] 0.69147792 0.54259783 0.86317327 0.21523480 0.74378849 0.63374625
[1507] 0.25930609 0.54259783 0.21523480 0.54259783 0.30884991 0.48169035
[1513] 0.42132217 0.30884991 0.57189984 0.44328898 0.57189984 0.50772217
[1519] 0.17686525 0.69147792 0.48169035 0.65902646 0.50772217 0.74378849
[1525] 0.54259783 0.63374625 0.26816137 0.63374625 0.57189984 0.63374625
[1531] 0.44328898 0.75898307 0.69147792 0.48169035 0.36321785 0.89096300
[1537] 0.30884991 0.50772217 0.63374625 0.57189984 0.78992426 0.63374625
[1543] 0.26816137 0.42132217 0.78992426 0.78992426 0.36321785 0.63374625
[1549] 0.63374625 0.17686525 0.30884991 0.25930609 0.32185597 0.42132217
[1555] 0.48169035 0.36321785 0.60225793 0.25930609 0.65902646 0.38070900
[1561] 0.17925513 0.60225793 0.89096300 0.60225793 0.65902646 0.63374625
[1567] 0.50772217 0.89096300 0.17686525 0.48169035 0.74378849 0.65902646
[1573] 0.69147792 0.48169035 0.42132217 0.60225793 0.36321785 0.60225793
[1579] 0.60225793 0.78992426 0.26816137 0.42132217 0.80078200 0.17686525
[1585] 0.82965505 0.71157291 0.60225793 0.32185597 0.21523480 0.69147792
[1591] 0.69147792 0.38070900 0.60225793 0.30884991 0.60225793 0.54259783
[1597] 0.74378849 0.30884991 0.74378849 0.54259783 0.60225793 0.93201404
[1603] 0.14428859 0.42132217 0.63374625 0.69147792 0.42132217 0.42132217
[1609] 0.32185597 0.54259783 0.57189984 0.42132217 0.69147792 0.26816137
[1615] 0.82965505 0.57189984 0.54259783 0.30884991 0.48169035 0.21523480
[1621] 0.60225793 0.74378849 0.57189984 0.54259783 0.38070900 0.22051175
[1627] 0.63374625 0.69147792 0.82965505 0.69147792 0.57189984 0.44328898
[1633] 0.54259783 0.63374625 0.30884991 0.69147792 0.69147792 0.69147792
[1639] 0.36321785 0.54259783 0.82965505 0.63374625 0.44328898 0.63374625
[1645] 0.54259783 0.74378849 0.32185597 0.69147792 0.50772217 0.50772217
[1651] 0.36321785 0.74378849 0.36321785 0.54259783 0.48169035 0.57189984
[1657] 0.30884991 0.48169035 0.21523480 0.74378849 0.65902646 0.74378849
[1663] 0.89096300 0.54259783 0.32185597 0.54259783 0.60225793 0.78992426
[1669] 0.11651182 0.63374625 0.36321785 0.36321785 0.50772217 0.22051175
[1675] 0.44328898 0.50772217 0.69147792 0.54259783 0.54259783 0.69147792
[1681] 0.44328898 0.32185597 0.57189984 0.69147792 0.50772217 0.44328898
[1687] 0.30884991 0.30884991 0.25930609 0.71157291 0.42132217 0.57189984
[1693] 0.50772217 0.26816137 0.65902646 0.36321785 0.42132217 0.65902646
[1699] 0.48169035 0.48169035 0.14407997 0.11651182 0.57189984 0.50772217
[1705] 0.42132217 0.30884991 0.71157291 0.63374625 0.86317327 0.57189984
[1711] 0.21523480 0.38070900 0.30884991 0.57189984 0.36321785 0.48169035
[1717] 0.89096300 0.50772217 0.25930609 0.30884991 0.63374625 0.25930609
[1723] 0.69147792 0.42132217 0.54259783 0.65902646 0.60225793 0.25930609
[1729] 0.60225793 0.21523480 0.42132217 0.48169035 0.78992426 0.57189984
[1735] 0.63374625 0.54259783 0.17686525 0.65902646 0.30884991 0.54259783
[1741] 0.60225793 0.32185597 0.48169035 0.93201404 0.54259783 0.42132217
[1747] 0.30884991 0.36321785 0.78992426 0.17686525 0.44328898 0.69147792
[1753] 0.30884991 0.91367307 0.36321785 0.65902646 0.50772217 0.30884991
[1759] 0.36321785 0.71157291 0.78992426 0.26816137 0.36321785 0.50772217
[1765] 0.60225793 0.83688972 0.91367307 0.63374625 0.54259783 0.78992426
[1771] 0.38070900 0.32185597 0.74378849 0.60225793 0.17925513 0.82965505
[1777] 0.63374625 0.48169035 0.25930609 0.42132217 0.75898307 0.32185597
[1783] 0.30884991 0.54259783 0.22051175 0.17686525 0.42132217 0.65902646
[1789] 0.74378849 0.74378849 0.44328898 0.60225793 0.74378849 0.60225793
[1795] 0.89096300 0.65902646 0.42132217 0.74378849 0.60225793 0.57189984
[1801] 0.36321785 0.60225793 0.75898307 0.36321785 0.57189984 0.57189984
[1807] 0.38070900 0.50772217 0.48169035 0.57189984 0.44328898 0.82965505
[1813] 0.36321785 0.54259783 0.22051175 0.42132217 0.78992426 0.25930609
[1819] 0.63374625 0.25930609 0.42132217 0.86317327 0.48169035 0.36321785
[1825] 0.25930609 0.30884991 0.69147792 0.75898307 0.17686525 0.17686525
[1831] 0.57189984 0.54259783 0.63374625 0.42132217 0.25930609 0.32185597
[1837] 0.54259783 0.38070900 0.48169035 0.54259783 0.50772217 0.69147792
[1843] 0.75898307 0.42132217 0.50772217 0.75898307 0.63374625 0.17686525
[1849] 0.63374625 0.21523480 0.50772217 0.30884991 0.30884991 0.63374625
[1855] 0.60225793 0.78992426 0.25930609 0.36321785 0.57189984 0.48169035
[1861] 0.48169035 0.38070900 0.22051175 0.25930609 0.36321785 0.74378849
[1867] 0.74378849 0.48169035 0.30884991 0.60225793 0.65902646 0.57189984
[1873] 0.78992426 0.63374625 0.65902646 0.42132217 0.38070900 0.65902646
[1879] 0.63374625 0.74378849 0.82965505 0.57189984 0.42132217 0.32185597
[1885] 0.71157291 0.65902646 0.69147792 0.48169035 0.65902646 0.44328898
[1891] 0.17686525 0.50772217 0.21523480 0.54259783 0.44328898 0.50772217
[1897] 0.57189984 0.57189984 0.78992426 0.57189984 0.48169035 0.60225793
[1903] 0.63374625 0.36321785 0.69147792 0.71157291 0.32185597 0.69147792
[1909] 0.69147792 0.36321785 0.69147792 0.63374625 0.36321785 0.78992426
[1915] 0.42132217 0.50772217 0.71157291 0.74378849 0.36321785 0.69147792
[1921] 0.42132217 0.42132217 0.21523480 0.17686525 0.86317327 0.30884991
[1927] 0.57189984 0.38070900 0.65902646 0.44328898 0.26816137 0.54259783
[1933] 0.63374625 0.30884991 0.50772217 0.54259783 0.78992426 0.30884991
[1939] 0.26816137 0.57189984 0.48169035 0.54259783 0.63374625 0.25930609
[1945] 0.48169035 0.82965505 0.60225793 0.69147792 0.69147792 0.36321785
[1951] 0.65902646 0.86753558 0.32185597 0.71157291 0.50772217 0.44328898
[1957] 0.63374625 0.36321785 0.69147792 0.69147792 0.38070900 0.78992426
[1963] 0.54259783 0.60225793 0.57189984 0.38070900 0.65902646 0.71157291
[1969] 0.48169035 0.78992426 0.60225793 0.57189984 0.57189984 0.21523480
[1975] 0.57189984 0.69147792 0.50772217 0.44328898 0.36321785 0.14407997
[1981] 0.38070900 0.63374625 0.54259783 0.38070900 0.30884991 0.38070900
[1987] 0.48169035 0.69147792 0.32185597 0.80078200 0.36321785 0.63374625
[1993] 0.32185597 0.69147792 0.80078200 0.54259783 0.48169035 0.69147792
[1999] 0.69147792 0.71157291
attr(,"label")
[1] "Fitted values"
Code
residuals(fit_mle)
Output
[1] -0.48169035 0.24101693 0.17034495 -0.25930609 0.25621151 -0.32185597
[7] 0.45740217 0.55671102 0.25621151 0.24101693 0.21007574 0.28842709
[13] -0.48169035 -0.50772217 -0.69147792 -0.38070900 0.42810016 0.28842709
[19] -0.48169035 -0.36321785 0.55671102 0.19921800 0.17034495 0.21007574
[25] 0.36625375 0.49227783 0.24101693 -0.50772217 0.28842709 -0.30884991
[31] -0.50772217 -0.65902646 -0.74378849 -0.36321785 0.51830965 -0.54259783
[37] -0.63374625 0.21007574 0.49227783 -0.60225793 -0.30884991 0.49227783
[43] -0.50772217 0.25621151 0.25621151 -0.48169035 -0.36321785 0.49227783
[49] 0.74069391 -0.54259783 0.45740217 -0.30884991 0.82313475 -0.54259783
[55] 0.63678215 0.42810016 -0.36321785 0.45740217 -0.54259783 0.45740217
[61] 0.13246442 -0.63374625 0.63678215 -0.25930609 0.34097354 -0.69147792
[67] -0.25930609 0.30852208 -0.11651182 0.10903700 -0.44328898 -0.25930609
[73] 0.51830965 0.42810016 -0.50772217 0.74069391 0.34097354 -0.26816137
[79] -0.36321785 0.49227783 0.45740217 -0.57189984 -0.25930609 -0.38070900
[85] -0.50772217 -0.65902646 0.67814403 -0.38070900 -0.48169035 -0.69147792
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[1255] 0.57867783 -0.25930609 -0.54259783 -0.69147792 0.49227783 -0.57189984
[1261] 0.45740217 -0.21523480 -0.36321785 0.36625375 -0.57189984 -0.17686525
[1267] -0.50772217 0.36625375 0.49227783 -0.32185597 0.67814403 -0.54259783
[1273] 0.28842709 -0.38070900 0.24101693 0.30852208 0.63678215 0.21007574
[1279] -0.48169035 -0.65902646 -0.36321785 0.13682673 -0.17686525 0.39774207
[1285] 0.39774207 -0.26816137 0.49227783 0.10903700 -0.17686525 -0.54259783
[1291] -0.78992426 -0.17686525 0.39774207 0.34097354 -0.63374625 -0.48169035
[1297] 0.34097354 0.21007574 0.57867783 -0.60225793 0.25621151 -0.17686525
[1303] 0.25621151 -0.36321785 0.24101693 -0.63374625 -0.30884991 -0.57189984
[1309] -0.50772217 0.21007574 0.21007574 0.55671102 -0.42132217 0.74069391
[1315] -0.54259783 -0.69147792 0.25621151 0.17034495 0.28842709 0.36625375
[1321] 0.39774207 0.57867783 -0.50772217 0.25621151 -0.65902646 -0.30884991
[1327] 0.63678215 0.45740217 0.21007574 0.67814403 0.34097354 -0.50772217
[1333] -0.69147792 0.57867783 -0.50772217 0.25621151 0.69115009 0.42810016
[1339] 0.25621151 0.69115009 0.63678215 0.13682673 0.42810016 -0.32185597
[1345] 0.42810016 -0.48169035 -0.50772217 0.74069391 -0.36321785 0.45740217
[1351] 0.57867783 -0.50772217 0.17034495 0.24101693 -0.38070900 0.39774207
[1357] -0.54259783 0.42810016 0.24101693 0.21007574 -0.30884991 0.36625375
[1363] 0.42810016 0.74069391 0.45740217 0.36625375 0.13682673 0.57867783
[1369] 0.36625375 0.13682673 0.34097354 0.36625375 0.13246442 -0.36321785
[1375] 0.51830965 0.45740217 0.25621151 -0.48169035 -0.57189984 -0.44328898
[1381] -0.25930609 -0.50772217 -0.57189984 -0.21523480 0.25621151 -0.36321785
[1387] -0.42132217 -0.21523480 -0.14407997 0.25621151 0.45740217 -0.54259783
[1393] 0.30852208 0.24101693 0.24101693 0.30852208 -0.44328898 0.39774207
[1399] -0.48169035 -0.22051175 0.25621151 0.06798596 -0.44328898 0.25621151
[1405] -0.42132217 0.57867783 -0.63374625 -0.54259783 0.16311028 0.25621151
[1411] -0.26816137 0.49227783 -0.30884991 -0.38070900 -0.44328898 -0.86317327
[1417] 0.34097354 -0.69147792 -0.22051175 -0.60225793 -0.36321785 0.45740217
[1423] 0.51830965 0.21007574 0.36625375 0.30852208 0.36625375 -0.32185597
[1429] -0.44328898 -0.21523480 -0.71157291 -0.36321785 0.42810016 0.49227783
[1435] -0.44328898 0.78476520 -0.69147792 0.08632693 0.30852208 0.49227783
[1441] 0.78476520 -0.69147792 -0.60225793 0.42810016 0.21007574 -0.30884991
[1447] 0.24101693 0.61929100 0.36625375 0.28842709 -0.82965505 -0.48169035
[1453] -0.42132217 0.55671102 0.39774207 0.34097354 -0.69147792 -0.36321785
[1459] 0.45740217 -0.26816137 0.49227783 -0.60225793 0.63678215 0.69115009
[1465] 0.25621151 0.45740217 0.45740217 -0.54259783 -0.63374625 0.78476520
[1471] -0.50772217 0.19921800 -0.22051175 0.25621151 -0.42132217 -0.32185597
[1477] -0.69147792 -0.14407997 0.21007574 0.30852208 0.57867783 -0.78992426
[1483] 0.57867783 0.08632693 0.51830965 -0.54259783 -0.32185597 0.28842709
[1489] 0.51830965 -0.63374625 0.36625375 -0.36321785 -0.54259783 0.30852208
[1495] -0.57189984 -0.42132217 -0.48169035 0.25621151 0.36625375 -0.57189984
[1501] 0.30852208 -0.54259783 0.13682673 0.78476520 0.25621151 -0.63374625
[1507] -0.25930609 -0.54259783 -0.21523480 -0.54259783 -0.30884991 -0.48169035
[1513] 0.57867783 -0.30884991 0.42810016 0.55671102 -0.57189984 0.49227783
[1519] -0.17686525 0.30852208 -0.48169035 0.34097354 0.49227783 0.25621151
[1525] -0.54259783 0.36625375 -0.26816137 0.36625375 -0.57189984 0.36625375
[1531] 0.55671102 0.24101693 0.30852208 -0.48169035 -0.36321785 0.10903700
[1537] -0.30884991 0.49227783 0.36625375 0.42810016 0.21007574 -0.63374625
[1543] -0.26816137 -0.42132217 0.21007574 0.21007574 -0.36321785 0.36625375
[1549] -0.63374625 -0.17686525 0.69115009 -0.25930609 -0.32185597 0.57867783
[1555] -0.48169035 -0.36321785 0.39774207 0.74069391 0.34097354 0.61929100
[1561] -0.17925513 0.39774207 -0.89096300 0.39774207 0.34097354 0.36625375
[1567] 0.49227783 -0.89096300 0.82313475 -0.48169035 0.25621151 0.34097354
[1573] 0.30852208 -0.48169035 -0.42132217 0.39774207 -0.36321785 -0.60225793
[1579] 0.39774207 -0.78992426 -0.26816137 -0.42132217 0.19921800 0.82313475
[1585] 0.17034495 0.28842709 -0.60225793 -0.32185597 -0.21523480 0.30852208
[1591] 0.30852208 -0.38070900 0.39774207 -0.30884991 -0.60225793 -0.54259783
[1597] -0.74378849 -0.30884991 0.25621151 -0.54259783 0.39774207 0.06798596
[1603] -0.14428859 -0.42132217 0.36625375 0.30852208 0.57867783 -0.42132217
[1609] -0.32185597 0.45740217 0.42810016 -0.42132217 0.30852208 0.73183863
[1615] 0.17034495 -0.57189984 0.45740217 -0.30884991 -0.48169035 -0.21523480
[1621] -0.60225793 0.25621151 0.42810016 0.45740217 -0.38070900 0.77948825
[1627] 0.36625375 0.30852208 0.17034495 -0.69147792 0.42810016 -0.44328898
[1633] 0.45740217 -0.63374625 -0.30884991 -0.69147792 0.30852208 -0.69147792
[1639] -0.36321785 0.45740217 0.17034495 -0.63374625 0.55671102 0.36625375
[1645] -0.54259783 0.25621151 0.67814403 -0.69147792 -0.50772217 0.49227783
[1651] 0.63678215 0.25621151 -0.36321785 -0.54259783 0.51830965 0.42810016
[1657] -0.30884991 0.51830965 -0.21523480 -0.74378849 -0.65902646 0.25621151
[1663] 0.10903700 -0.54259783 0.67814403 0.45740217 0.39774207 0.21007574
[1669] -0.11651182 0.36625375 -0.36321785 0.63678215 -0.50772217 0.77948825
[1675] -0.44328898 -0.50772217 -0.69147792 -0.54259783 0.45740217 0.30852208
[1681] -0.44328898 -0.32185597 -0.57189984 0.30852208 0.49227783 -0.44328898
[1687] 0.69115009 -0.30884991 0.74069391 0.28842709 -0.42132217 0.42810016
[1693] 0.49227783 -0.26816137 0.34097354 -0.36321785 0.57867783 0.34097354
[1699] -0.48169035 0.51830965 -0.14407997 -0.11651182 0.42810016 -0.50772217
[1705] -0.42132217 -0.30884991 0.28842709 0.36625375 -0.86317327 -0.57189984
[1711] -0.21523480 0.61929100 -0.30884991 -0.57189984 -0.36321785 -0.48169035
[1717] 0.10903700 -0.50772217 -0.25930609 -0.30884991 0.36625375 -0.25930609
[1723] -0.69147792 -0.42132217 0.45740217 0.34097354 0.39774207 -0.25930609
[1729] 0.39774207 -0.21523480 -0.42132217 0.51830965 0.21007574 0.42810016
[1735] 0.36625375 -0.54259783 -0.17686525 -0.65902646 -0.30884991 0.45740217
[1741] -0.60225793 -0.32185597 -0.48169035 0.06798596 0.45740217 -0.42132217
[1747] -0.30884991 -0.36321785 0.21007574 -0.17686525 -0.44328898 0.30852208
[1753] -0.30884991 0.08632693 0.63678215 0.34097354 -0.50772217 -0.30884991
[1759] -0.36321785 0.28842709 0.21007574 -0.26816137 -0.36321785 0.49227783
[1765] 0.39774207 0.16311028 0.08632693 0.36625375 -0.54259783 0.21007574
[1771] -0.38070900 -0.32185597 0.25621151 0.39774207 -0.17925513 0.17034495
[1777] -0.63374625 0.51830965 -0.25930609 0.57867783 0.24101693 -0.32185597
[1783] 0.69115009 0.45740217 -0.22051175 -0.17686525 -0.42132217 0.34097354
[1789] 0.25621151 0.25621151 -0.44328898 0.39774207 -0.74378849 0.39774207
[1795] 0.10903700 0.34097354 0.57867783 0.25621151 0.39774207 0.42810016
[1801] -0.36321785 -0.60225793 0.24101693 -0.36321785 -0.57189984 -0.57189984
[1807] 0.61929100 0.49227783 -0.48169035 -0.57189984 -0.44328898 0.17034495
[1813] -0.36321785 0.45740217 -0.22051175 -0.42132217 0.21007574 -0.25930609
[1819] 0.36625375 0.74069391 0.57867783 0.13682673 0.51830965 0.63678215
[1825] -0.25930609 -0.30884991 0.30852208 -0.75898307 0.82313475 -0.17686525
[1831] -0.57189984 0.45740217 0.36625375 -0.42132217 -0.25930609 -0.32185597
[1837] 0.45740217 -0.38070900 -0.48169035 -0.54259783 -0.50772217 0.30852208
[1843] 0.24101693 -0.42132217 0.49227783 0.24101693 0.36625375 -0.17686525
[1849] -0.63374625 -0.21523480 -0.50772217 -0.30884991 -0.30884991 0.36625375
[1855] -0.60225793 0.21007574 -0.25930609 -0.36321785 -0.57189984 0.51830965
[1861] -0.48169035 -0.38070900 -0.22051175 -0.25930609 0.63678215 0.25621151
[1867] 0.25621151 0.51830965 -0.30884991 -0.60225793 -0.65902646 -0.57189984
[1873] 0.21007574 -0.63374625 0.34097354 0.57867783 0.61929100 0.34097354
[1879] 0.36625375 0.25621151 0.17034495 -0.57189984 -0.42132217 -0.32185597
[1885] 0.28842709 -0.65902646 0.30852208 0.51830965 -0.65902646 0.55671102
[1891] -0.17686525 0.49227783 -0.21523480 0.45740217 0.55671102 -0.50772217
[1897] 0.42810016 -0.57189984 0.21007574 -0.57189984 -0.48169035 -0.60225793
[1903] 0.36625375 -0.36321785 0.30852208 -0.71157291 -0.32185597 0.30852208
[1909] 0.30852208 -0.36321785 0.30852208 0.36625375 -0.36321785 0.21007574
[1915] 0.57867783 -0.50772217 0.28842709 0.25621151 -0.36321785 0.30852208
[1921] -0.42132217 0.57867783 -0.21523480 -0.17686525 0.13682673 -0.30884991
[1927] 0.42810016 0.61929100 0.34097354 0.55671102 -0.26816137 0.45740217
[1933] 0.36625375 -0.30884991 -0.50772217 -0.54259783 0.21007574 0.69115009
[1939] -0.26816137 0.42810016 0.51830965 0.45740217 0.36625375 -0.25930609
[1945] -0.48169035 0.17034495 -0.60225793 0.30852208 0.30852208 -0.36321785
[1951] 0.34097354 0.13246442 0.67814403 0.28842709 -0.50772217 -0.44328898
[1957] 0.36625375 0.63678215 0.30852208 0.30852208 -0.38070900 0.21007574
[1963] -0.54259783 0.39774207 -0.57189984 0.61929100 0.34097354 0.28842709
[1969] -0.48169035 0.21007574 0.39774207 -0.57189984 0.42810016 -0.21523480
[1975] -0.57189984 0.30852208 -0.50772217 -0.44328898 -0.36321785 -0.14407997
[1981] -0.38070900 0.36625375 -0.54259783 0.61929100 -0.30884991 0.61929100
[1987] 0.51830965 0.30852208 0.67814403 0.19921800 0.63678215 0.36625375
[1993] -0.32185597 0.30852208 0.19921800 -0.54259783 -0.48169035 0.30852208
[1999] 0.30852208 0.28842709
attr(,"label")
[1] "Residuals"
Code
(fit_em <- estimNLR(y = y, match = match, group = group, formula = M$M1$formula,
method = "em", lower = M$M1$lower, upper = M$M1$upper, start = start))
Output
Nonlinear regression model
Model: y ~ c + (1 - c)/(1 + exp(-(b0 + b1 * x + b2 * g + b3 * x * g)))
Coefficients:
b0 b1 b2 b3 c
0.5503 0.9941 -0.8388 -0.1536 0.0000
Maximum likelihood estimation using the EM algorithm
Converged after 2 iterations
Code
coef(fit_em)
Output
b0 b1 b2 b3 c
0.5503440 0.9940975 -0.8387766 -0.1535927 0.0000000
Code
logLik(fit_em)
Output
'log Lik.' -1192.331 (df=5)
Code
vcov(fit_em)
Output
b0 b1 b2 b3 c
b0 0.08658573 -0.036631987 0.04091179 -0.034224858 -0.04507052
b1 -0.03663199 0.024578025 -0.02262850 0.008356037 0.02094865
b2 0.04091179 -0.022628503 0.03622273 -0.018122854 -0.02559373
b3 -0.03422486 0.008356037 -0.01812285 0.026512557 0.01832306
c -0.04507052 0.020948650 -0.02559373 0.018323057 0.02497989
Code
fitted(fit_em)
Output
[1] 0.45487411 0.76352613 0.87628488 0.22037531 0.78877573 0.28435576
[7] 0.52239129 0.42976528 0.78877573 0.76352613 0.83721296 0.71125529
[13] 0.45487411 0.50931523 0.73056430 0.35368440 0.58839620 0.71125529
[19] 0.45487411 0.32690028 0.42976528 0.80887717 0.87628488 0.83721296
[25] 0.66316115 0.50931523 0.76352613 0.50931523 0.71125529 0.27034765
[31] 0.50931523 0.65268611 0.78877573 0.32690028 0.45487411 0.52239129
[37] 0.66316115 0.83721296 0.50931523 0.58910004 0.27034765 0.50931523
[43] 0.50931523 0.78877573 0.78877573 0.45487411 0.32690028 0.50931523
[49] 0.22037531 0.52239129 0.52239129 0.27034765 0.14127713 0.52239129
[55] 0.32690028 0.58839620 0.32690028 0.52239129 0.52239129 0.52239129
[61] 0.87910405 0.66316115 0.32690028 0.22037531 0.65268611 0.73056430
[67] 0.22037531 0.73056430 0.08738702 0.93072359 0.42976528 0.22037531
[73] 0.45487411 0.58839620 0.50931523 0.22037531 0.65268611 0.22390881
[79] 0.32690028 0.50931523 0.52239129 0.58839620 0.22037531 0.35368440
[85] 0.50931523 0.65268611 0.28435576 0.35368440 0.45487411 0.73056430
[91] 0.28435576 0.71125529 0.45487411 0.71125529 0.27034765 0.22037531
[97] 0.38897634 0.83721296 0.27034765 0.84727053 0.94872579 0.52239129
[103] 0.52239129 0.66316115 0.38897634 0.17320152 0.78877573 0.78877573
[109] 0.66316115 0.14127713 0.65268611 0.45487411 0.38897634 0.83721296
[115] 0.32690028 0.58839620 0.32690028 0.87628488 0.22037531 0.45487411
[121] 0.76352613 0.45487411 0.27034765 0.83721296 0.27034765 0.50931523
[127] 0.27034765 0.22390881 0.27034765 0.28435576 0.45487411 0.42976528
[133] 0.42976528 0.83721296 0.38897634 0.38897634 0.13202412 0.58910004
[139] 0.73056430 0.83721296 0.38897634 0.17739435 0.28435576 0.78877573
[145] 0.50931523 0.66316115 0.90702032 0.73056430 0.22037531 0.32690028
[151] 0.27034765 0.22037531 0.66316115 0.45487411 0.83721296 0.35368440
[157] 0.22037531 0.90702032 0.93072359 0.38897634 0.42976528 0.52239129
[163] 0.90702032 0.14127713 0.42976528 0.45487411 0.66316115 0.90702032
[169] 0.27034765 0.78877573 0.28435576 0.66316115 0.58910004 0.58839620
[175] 0.73056430 0.42976528 0.45487411 0.76352613 0.87628488 0.17739435
[181] 0.38897634 0.87628488 0.90702032 0.80887717 0.58910004 0.50931523
[187] 0.87628488 0.35368440 0.11151645 0.73056430 0.32690028 0.50931523
[193] 0.73056430 0.14127713 0.90702032 0.58839620 0.58839620 0.66316115
[199] 0.78877573 0.45487411 0.32690028 0.58839620 0.22390881 0.78877573
[205] 0.87628488 0.73056430 0.73056430 0.45487411 0.78877573 0.38897634
[211] 0.58910004 0.38897634 0.22390881 0.52239129 0.17739435 0.28435576
[217] 0.73056430 0.78877573 0.93072359 0.73056430 0.58910004 0.38897634
[223] 0.38897634 0.73056430 0.38897634 0.42976528 0.73056430 0.50931523
[229] 0.58839620 0.52239129 0.35368440 0.90702032 0.87628488 0.35368440
[235] 0.83721296 0.73056430 0.58839620 0.93072359 0.32690028 0.90702032
[241] 0.73056430 0.65268611 0.66316115 0.45487411 0.50931523 0.32690028
[247] 0.45487411 0.58839620 0.58910004 0.32690028 0.83721296 0.50931523
[253] 0.78877573 0.66316115 0.58910004 0.58910004 0.66316115 0.45487411
[259] 0.71125529 0.78877573 0.08738702 0.65268611 0.35368440 0.27034765
[265] 0.66316115 0.58839620 0.83721296 0.45487411 0.76352613 0.14127713
[271] 0.45487411 0.66316115 0.78877573 0.35368440 0.90702032 0.32690028
[277] 0.52239129 0.17739435 0.35368440 0.52239129 0.27034765 0.73056430
[283] 0.58839620 0.42976528 0.58910004 0.76352613 0.50931523 0.78877573
[289] 0.93072359 0.42976528 0.42976528 0.27034765 0.32690028 0.58839620
[295] 0.45487411 0.83721296 0.58910004 0.50931523 0.58910004 0.83721296
[301] 0.58910004 0.38897634 0.35368440 0.22390881 0.66316115 0.90702032
[307] 0.78877573 0.90702032 0.42976528 0.38897634 0.66316115 0.27034765
[313] 0.45487411 0.52239129 0.84727053 0.78877573 0.52239129 0.65268611
[319] 0.58839620 0.32690028 0.27034765 0.52239129 0.73056430 0.06807856
[325] 0.65268611 0.73056430 0.35368440 0.78877573 0.73056430 0.14127713
[331] 0.32690028 0.38897634 0.45487411 0.27034765 0.87628488 0.50931523
[337] 0.58839620 0.45487411 0.66316115 0.38897634 0.66316115 0.58910004
[343] 0.78877573 0.73056430 0.50931523 0.50931523 0.45487411 0.42976528
[349] 0.83721296 0.27034765 0.17739435 0.83721296 0.58839620 0.66316115
[355] 0.28435576 0.83721296 0.52239129 0.27034765 0.28435576 0.42976528
[361] 0.76352613 0.27034765 0.52239129 0.28435576 0.87628488 0.45487411
[367] 0.35368440 0.32690028 0.27034765 0.58910004 0.35368440 0.52239129
[373] 0.22037531 0.42976528 0.58839620 0.32690028 0.14127713 0.73056430
[379] 0.50931523 0.78877573 0.83721296 0.52239129 0.42976528 0.58839620
[385] 0.66316115 0.93072359 0.50931523 0.96223973 0.35368440 0.11151645
[391] 0.32690028 0.38897634 0.71125529 0.52239129 0.50931523 0.38897634
[397] 0.42976528 0.80887717 0.80887717 0.83721296 0.22390881 0.32690028
[403] 0.45487411 0.83721296 0.90702032 0.38897634 0.52239129 0.58910004
[409] 0.45487411 0.80887717 0.65268611 0.45487411 0.78877573 0.42976528
[415] 0.58839620 0.17739435 0.52239129 0.28435576 0.42976528 0.11151645
[421] 0.32690028 0.65268611 0.45487411 0.45487411 0.52239129 0.35368440
[427] 0.65268611 0.65268611 0.52239129 0.50931523 0.38897634 0.45487411
[433] 0.50931523 0.83721296 0.32690028 0.76352613 0.78877573 0.27034765
[439] 0.22390881 0.52239129 0.58910004 0.52239129 0.73056430 0.22037531
[445] 0.32690028 0.78877573 0.65268611 0.65268611 0.17739435 0.32690028
[451] 0.58910004 0.14127713 0.80887717 0.52239129 0.50931523 0.71125529
[457] 0.52239129 0.58910004 0.32690028 0.73056430 0.52239129 0.58910004
[463] 0.71125529 0.78877573 0.17320152 0.27034765 0.52239129 0.73056430
[469] 0.58910004 0.65268611 0.58839620 0.66316115 0.32690028 0.50931523
[475] 0.78877573 0.73056430 0.35368440 0.52239129 0.52239129 0.73056430
[481] 0.83721296 0.58910004 0.78877573 0.73056430 0.50931523 0.32690028
[487] 0.78877573 0.66316115 0.45487411 0.65268611 0.73056430 0.22037531
[493] 0.22037531 0.32690028 0.50931523 0.17739435 0.28435576 0.58910004
[499] 0.50931523 0.76352613 0.83721296 0.22390881 0.38897634 0.32690028
[505] 0.50931523 0.42976528 0.32690028 0.45487411 0.32690028 0.32690028
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[541] 0.27034765 0.38897634 0.65268611 0.35368440 0.50931523 0.73056430
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[565] 0.45487411 0.58910004 0.27034765 0.73056430 0.90702032 0.42976528
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[583] 0.50931523 0.50931523 0.52239129 0.27034765 0.45487411 0.11151645
[589] 0.78877573 0.45487411 0.87628488 0.17320152 0.35368440 0.58839620
[595] 0.50931523 0.50931523 0.45487411 0.22037531 0.58910004 0.66316115
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[607] 0.83721296 0.73056430 0.76352613 0.58910004 0.66316115 0.58910004
[613] 0.58839620 0.76352613 0.45487411 0.11151645 0.50931523 0.11151645
[619] 0.73056430 0.28435576 0.45487411 0.17739435 0.45487411 0.45487411
[625] 0.38897634 0.17739435 0.78877573 0.42976528 0.87628488 0.73056430
[631] 0.22037531 0.66316115 0.58839620 0.78877573 0.73056430 0.83721296
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[649] 0.42976528 0.50931523 0.84727053 0.42976528 0.73056430 0.73056430
[655] 0.66316115 0.45487411 0.78877573 0.73056430 0.17739435 0.73056430
[661] 0.32690028 0.78877573 0.27034765 0.32690028 0.32690028 0.96223973
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[673] 0.45487411 0.32690028 0.73056430 0.58910004 0.17739435 0.45487411
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[697] 0.78877573 0.50931523 0.27034765 0.78877573 0.22390881 0.27034765
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[721] 0.52239129 0.42976528 0.50931523 0.58839620 0.83721296 0.71125529
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[733] 0.58839620 0.38897634 0.65268611 0.38897634 0.73056430 0.22037531
[739] 0.35368440 0.80887717 0.52239129 0.58910004 0.80887717 0.73056430
[745] 0.32690028 0.52239129 0.22390881 0.87628488 0.71125529 0.28435576
[751] 0.71125529 0.58910004 0.58910004 0.66316115 0.50931523 0.73056430
[757] 0.42976528 0.38897634 0.66316115 0.93072359 0.22037531 0.38897634
[763] 0.65268611 0.14127713 0.27034765 0.32690028 0.50931523 0.58839620
[769] 0.50931523 0.35368440 0.35368440 0.87628488 0.73056430 0.52239129
[775] 0.32690028 0.35368440 0.65268611 0.73056430 0.38897634 0.83721296
[781] 0.66316115 0.35368440 0.78877573 0.38897634 0.42976528 0.32690028
[787] 0.27034765 0.50931523 0.50931523 0.58910004 0.28435576 0.83721296
[793] 0.50931523 0.73056430 0.17739435 0.50931523 0.45487411 0.58839620
[799] 0.35368440 0.27034765 0.58839620 0.58839620 0.78877573 0.80887717
[805] 0.71125529 0.73056430 0.32690028 0.42976528 0.27034765 0.80887717
[811] 0.83721296 0.52239129 0.71125529 0.78877573 0.27034765 0.42976528
[817] 0.22037531 0.52239129 0.45487411 0.17739435 0.78877573 0.73056430
[823] 0.78877573 0.87628488 0.87628488 0.38897634 0.42976528 0.17739435
[829] 0.50931523 0.45487411 0.22037531 0.22390881 0.52239129 0.52239129
[835] 0.32690028 0.22037531 0.45487411 0.35368440 0.83721296 0.58910004
[841] 0.66316115 0.42976528 0.73056430 0.28435576 0.58910004 0.38897634
[847] 0.27034765 0.27034765 0.73056430 0.14127713 0.50931523 0.42976528
[853] 0.58839620 0.22390881 0.58839620 0.38897634 0.52239129 0.58839620
[859] 0.52239129 0.73056430 0.52239129 0.73056430 0.65268611 0.76352613
[865] 0.45487411 0.58910004 0.80887717 0.52239129 0.58839620 0.27034765
[871] 0.58839620 0.87628488 0.66316115 0.38897634 0.90702032 0.73056430
[877] 0.58839620 0.35368440 0.45487411 0.65268611 0.38897634 0.17739435
[883] 0.50931523 0.87628488 0.58839620 0.45487411 0.66316115 0.58839620
[889] 0.38897634 0.78877573 0.42976528 0.17739435 0.42976528 0.65268611
[895] 0.58910004 0.45487411 0.32690028 0.80887717 0.65268611 0.66316115
[901] 0.58839620 0.32690028 0.76352613 0.32690028 0.73056430 0.27034765
[907] 0.73056430 0.58910004 0.32690028 0.78877573 0.66316115 0.38897634
[913] 0.58910004 0.58839620 0.38897634 0.78877573 0.38897634 0.45487411
[919] 0.58910004 0.87628488 0.58910004 0.35368440 0.42976528 0.50931523
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[931] 0.73056430 0.76352613 0.58839620 0.42976528 0.58839620 0.38897634
[937] 0.58910004 0.71125529 0.17739435 0.73056430 0.52239129 0.42976528
[943] 0.38897634 0.87628488 0.32690028 0.58910004 0.17739435 0.22390881
[949] 0.58839620 0.50931523 0.58910004 0.52239129 0.38897634 0.87628488
[955] 0.66316115 0.17739435 0.50931523 0.52239129 0.22037531 0.83721296
[961] 0.76352613 0.27034765 0.17739435 0.66316115 0.22037531 0.22037531
[967] 0.45487411 0.65268611 0.45487411 0.27034765 0.38897634 0.14127713
[973] 0.58839620 0.71125529 0.38897634 0.66316115 0.71125529 0.71125529
[979] 0.66316115 0.73056430 0.65268611 0.90702032 0.58839620 0.78877573
[985] 0.22037531 0.66316115 0.58839620 0.27034765 0.52239129 0.58910004
[991] 0.06807856 0.58910004 0.52239129 0.38897634 0.73056430 0.35368440
[997] 0.90702032 0.38897634 0.87628488 0.66316115 0.58839620 0.35368440
[1003] 0.22037531 0.42976528 0.73056430 0.28435576 0.94872579 0.66316115
[1009] 0.58910004 0.50931523 0.22037531 0.66316115 0.09945871 0.45487411
[1015] 0.58839620 0.27034765 0.14127713 0.73056430 0.35368440 0.58839620
[1021] 0.73056430 0.42976528 0.90702032 0.42976528 0.65268611 0.45487411
[1027] 0.66316115 0.22037531 0.32690028 0.66316115 0.42976528 0.58910004
[1033] 0.52239129 0.17739435 0.71125529 0.58839620 0.11151645 0.42976528
[1039] 0.73056430 0.13202412 0.66316115 0.38897634 0.42976528 0.65268611
[1045] 0.65268611 0.66316115 0.32690028 0.35368440 0.38897634 0.78877573
[1051] 0.27034765 0.32690028 0.66316115 0.42976528 0.52239129 0.45487411
[1057] 0.22390881 0.45487411 0.38897634 0.38897634 0.28435576 0.35368440
[1063] 0.58910004 0.50931523 0.73056430 0.73056430 0.78877573 0.83721296
[1069] 0.35368440 0.66316115 0.45487411 0.42976528 0.45487411 0.11151645
[1075] 0.78877573 0.78877573 0.08738702 0.22037531 0.50931523 0.27034765
[1081] 0.42976528 0.22037531 0.93072359 0.14127713 0.50931523 0.27034765
[1087] 0.22390881 0.50931523 0.17320152 0.42976528 0.58910004 0.78877573
[1093] 0.87628488 0.78877573 0.66316115 0.52239129 0.58910004 0.17739435
[1099] 0.32690028 0.32690028 0.93072359 0.22390881 0.73056430 0.27034765
[1105] 0.71125529 0.58910004 0.32690028 0.42976528 0.52239129 0.42976528
[1111] 0.58910004 0.45487411 0.38897634 0.22390881 0.73056430 0.65268611
[1117] 0.50931523 0.66316115 0.52239129 0.78877573 0.87628488 0.73056430
[1123] 0.50931523 0.66316115 0.58839620 0.58839620 0.35368440 0.38897634
[1129] 0.42976528 0.66316115 0.14127713 0.38897634 0.80887717 0.42976528
[1135] 0.87628488 0.42976528 0.28435576 0.50931523 0.22390881 0.58839620
[1141] 0.38897634 0.14127713 0.38897634 0.38897634 0.58910004 0.58910004
[1147] 0.78877573 0.52239129 0.38897634 0.45487411 0.66316115 0.22390881
[1153] 0.22390881 0.22037531 0.78877573 0.90702032 0.87628488 0.45487411
[1159] 0.90702032 0.73056430 0.17320152 0.22037531 0.50931523 0.71125529
[1165] 0.73056430 0.17320152 0.50931523 0.22037531 0.50931523 0.73056430
[1171] 0.42976528 0.42976528 0.28435576 0.87910405 0.93072359 0.71125529
[1177] 0.78877573 0.52239129 0.11151645 0.58839620 0.78877573 0.50931523
[1183] 0.50931523 0.66316115 0.45487411 0.58839620 0.32690028 0.58910004
[1189] 0.52239129 0.42976528 0.66316115 0.84727053 0.76352613 0.52239129
[1195] 0.78877573 0.32690028 0.78877573 0.45487411 0.22390881 0.76352613
[1201] 0.65268611 0.58910004 0.35368440 0.66316115 0.42976528 0.87628488
[1207] 0.90702032 0.27034765 0.90702032 0.32690028 0.32690028 0.66316115
[1213] 0.38897634 0.93072359 0.38897634 0.45487411 0.65268611 0.65268611
[1219] 0.80887717 0.14127713 0.52239129 0.78877573 0.45487411 0.58839620
[1225] 0.32690028 0.78877573 0.38897634 0.71125529 0.73056430 0.45487411
[1231] 0.52239129 0.78877573 0.52239129 0.73056430 0.90702032 0.35368440
[1237] 0.78877573 0.42976528 0.73056430 0.32690028 0.58839620 0.66316115
[1243] 0.58839620 0.73056430 0.71125529 0.50931523 0.71125529 0.58839620
[1249] 0.93072359 0.32690028 0.32690028 0.32690028 0.45487411 0.52239129
[1255] 0.38897634 0.22037531 0.52239129 0.73056430 0.50931523 0.58839620
[1261] 0.52239129 0.17739435 0.32690028 0.66316115 0.58839620 0.14127713
[1267] 0.50931523 0.66316115 0.50931523 0.28435576 0.28435576 0.52239129
[1273] 0.71125529 0.35368440 0.76352613 0.73056430 0.32690028 0.83721296
[1279] 0.45487411 0.65268611 0.32690028 0.90702032 0.14127713 0.58910004
[1285] 0.58910004 0.22390881 0.50931523 0.93072359 0.14127713 0.52239129
[1291] 0.83721296 0.14127713 0.58910004 0.65268611 0.66316115 0.45487411
[1297] 0.65268611 0.83721296 0.38897634 0.58910004 0.78877573 0.14127713
[1303] 0.78877573 0.32690028 0.76352613 0.66316115 0.27034765 0.58839620
[1309] 0.50931523 0.83721296 0.83721296 0.42976528 0.38897634 0.22037531
[1315] 0.52239129 0.73056430 0.78877573 0.87628488 0.71125529 0.66316115
[1321] 0.58910004 0.38897634 0.50931523 0.78877573 0.65268611 0.27034765
[1327] 0.32690028 0.52239129 0.83721296 0.28435576 0.65268611 0.50931523
[1333] 0.73056430 0.38897634 0.50931523 0.78877573 0.27034765 0.58839620
[1339] 0.78877573 0.27034765 0.32690028 0.90702032 0.58839620 0.28435576
[1345] 0.58839620 0.45487411 0.50931523 0.22037531 0.32690028 0.52239129
[1351] 0.38897634 0.50931523 0.87628488 0.76352613 0.35368440 0.58910004
[1357] 0.52239129 0.58839620 0.76352613 0.83721296 0.27034765 0.66316115
[1363] 0.58839620 0.22037531 0.52239129 0.66316115 0.90702032 0.38897634
[1369] 0.66316115 0.90702032 0.65268611 0.66316115 0.87910405 0.32690028
[1375] 0.45487411 0.52239129 0.78877573 0.45487411 0.58839620 0.42976528
[1381] 0.22037531 0.50931523 0.58839620 0.17739435 0.78877573 0.32690028
[1387] 0.38897634 0.17739435 0.11151645 0.78877573 0.52239129 0.52239129
[1393] 0.73056430 0.76352613 0.76352613 0.73056430 0.42976528 0.58910004
[1399] 0.45487411 0.17320152 0.78877573 0.96223973 0.42976528 0.78877573
[1405] 0.38897634 0.38897634 0.66316115 0.52239129 0.84727053 0.78877573
[1411] 0.22390881 0.50931523 0.27034765 0.35368440 0.42976528 0.90702032
[1417] 0.65268611 0.73056430 0.17320152 0.58910004 0.32690028 0.52239129
[1423] 0.45487411 0.83721296 0.66316115 0.73056430 0.66316115 0.28435576
[1429] 0.42976528 0.17739435 0.71125529 0.32690028 0.58839620 0.50931523
[1435] 0.42976528 0.17739435 0.73056430 0.94872579 0.73056430 0.50931523
[1441] 0.17739435 0.73056430 0.58910004 0.58839620 0.83721296 0.27034765
[1447] 0.76352613 0.35368440 0.66316115 0.71125529 0.87628488 0.45487411
[1453] 0.38897634 0.42976528 0.58910004 0.65268611 0.73056430 0.32690028
[1459] 0.52239129 0.22390881 0.50931523 0.58910004 0.32690028 0.27034765
[1465] 0.78877573 0.52239129 0.52239129 0.52239129 0.66316115 0.17739435
[1471] 0.50931523 0.80887717 0.17320152 0.78877573 0.38897634 0.28435576
[1477] 0.73056430 0.11151645 0.83721296 0.73056430 0.38897634 0.83721296
[1483] 0.38897634 0.94872579 0.45487411 0.52239129 0.28435576 0.71125529
[1489] 0.45487411 0.66316115 0.66316115 0.32690028 0.52239129 0.73056430
[1495] 0.58839620 0.38897634 0.45487411 0.78877573 0.66316115 0.58839620
[1501] 0.73056430 0.52239129 0.90702032 0.17739435 0.78877573 0.66316115
[1507] 0.22037531 0.52239129 0.17739435 0.52239129 0.27034765 0.45487411
[1513] 0.38897634 0.27034765 0.58839620 0.42976528 0.58839620 0.50931523
[1519] 0.14127713 0.73056430 0.45487411 0.65268611 0.50931523 0.78877573
[1525] 0.52239129 0.66316115 0.22390881 0.66316115 0.58839620 0.66316115
[1531] 0.42976528 0.76352613 0.73056430 0.45487411 0.32690028 0.93072359
[1537] 0.27034765 0.50931523 0.66316115 0.58839620 0.83721296 0.66316115
[1543] 0.22390881 0.38897634 0.83721296 0.83721296 0.32690028 0.66316115
[1549] 0.66316115 0.14127713 0.27034765 0.22037531 0.28435576 0.38897634
[1555] 0.45487411 0.32690028 0.58910004 0.22037531 0.65268611 0.35368440
[1561] 0.13202412 0.58910004 0.93072359 0.58910004 0.65268611 0.66316115
[1567] 0.50931523 0.93072359 0.14127713 0.45487411 0.78877573 0.65268611
[1573] 0.73056430 0.45487411 0.38897634 0.58910004 0.32690028 0.58910004
[1579] 0.58910004 0.83721296 0.22390881 0.38897634 0.80887717 0.14127713
[1585] 0.87628488 0.71125529 0.58910004 0.28435576 0.17739435 0.73056430
[1591] 0.73056430 0.35368440 0.58910004 0.27034765 0.58910004 0.52239129
[1597] 0.78877573 0.27034765 0.78877573 0.52239129 0.58910004 0.96223973
[1603] 0.09945871 0.38897634 0.66316115 0.73056430 0.38897634 0.38897634
[1609] 0.28435576 0.52239129 0.58839620 0.38897634 0.73056430 0.22390881
[1615] 0.87628488 0.58839620 0.52239129 0.27034765 0.45487411 0.17739435
[1621] 0.58910004 0.78877573 0.58839620 0.52239129 0.35368440 0.17320152
[1627] 0.66316115 0.73056430 0.87628488 0.73056430 0.58839620 0.42976528
[1633] 0.52239129 0.66316115 0.27034765 0.73056430 0.73056430 0.73056430
[1639] 0.32690028 0.52239129 0.87628488 0.66316115 0.42976528 0.66316115
[1645] 0.52239129 0.78877573 0.28435576 0.73056430 0.50931523 0.50931523
[1651] 0.32690028 0.78877573 0.32690028 0.52239129 0.45487411 0.58839620
[1657] 0.27034765 0.45487411 0.17739435 0.78877573 0.65268611 0.78877573
[1663] 0.93072359 0.52239129 0.28435576 0.52239129 0.58910004 0.83721296
[1669] 0.08738702 0.66316115 0.32690028 0.32690028 0.50931523 0.17320152
[1675] 0.42976528 0.50931523 0.73056430 0.52239129 0.52239129 0.73056430
[1681] 0.42976528 0.28435576 0.58839620 0.73056430 0.50931523 0.42976528
[1687] 0.27034765 0.27034765 0.22037531 0.71125529 0.38897634 0.58839620
[1693] 0.50931523 0.22390881 0.65268611 0.32690028 0.38897634 0.65268611
[1699] 0.45487411 0.45487411 0.11151645 0.08738702 0.58839620 0.50931523
[1705] 0.38897634 0.27034765 0.71125529 0.66316115 0.90702032 0.58839620
[1711] 0.17739435 0.35368440 0.27034765 0.58839620 0.32690028 0.45487411
[1717] 0.93072359 0.50931523 0.22037531 0.27034765 0.66316115 0.22037531
[1723] 0.73056430 0.38897634 0.52239129 0.65268611 0.58910004 0.22037531
[1729] 0.58910004 0.17739435 0.38897634 0.45487411 0.83721296 0.58839620
[1735] 0.66316115 0.52239129 0.14127713 0.65268611 0.27034765 0.52239129
[1741] 0.58910004 0.28435576 0.45487411 0.96223973 0.52239129 0.38897634
[1747] 0.27034765 0.32690028 0.83721296 0.14127713 0.42976528 0.73056430
[1753] 0.27034765 0.94872579 0.32690028 0.65268611 0.50931523 0.27034765
[1759] 0.32690028 0.71125529 0.83721296 0.22390881 0.32690028 0.50931523
[1765] 0.58910004 0.84727053 0.94872579 0.66316115 0.52239129 0.83721296
[1771] 0.35368440 0.28435576 0.78877573 0.58910004 0.13202412 0.87628488
[1777] 0.66316115 0.45487411 0.22037531 0.38897634 0.76352613 0.28435576
[1783] 0.27034765 0.52239129 0.17320152 0.14127713 0.38897634 0.65268611
[1789] 0.78877573 0.78877573 0.42976528 0.58910004 0.78877573 0.58910004
[1795] 0.93072359 0.65268611 0.38897634 0.78877573 0.58910004 0.58839620
[1801] 0.32690028 0.58910004 0.76352613 0.32690028 0.58839620 0.58839620
[1807] 0.35368440 0.50931523 0.45487411 0.58839620 0.42976528 0.87628488
[1813] 0.32690028 0.52239129 0.17320152 0.38897634 0.83721296 0.22037531
[1819] 0.66316115 0.22037531 0.38897634 0.90702032 0.45487411 0.32690028
[1825] 0.22037531 0.27034765 0.73056430 0.76352613 0.14127713 0.14127713
[1831] 0.58839620 0.52239129 0.66316115 0.38897634 0.22037531 0.28435576
[1837] 0.52239129 0.35368440 0.45487411 0.52239129 0.50931523 0.73056430
[1843] 0.76352613 0.38897634 0.50931523 0.76352613 0.66316115 0.14127713
[1849] 0.66316115 0.17739435 0.50931523 0.27034765 0.27034765 0.66316115
[1855] 0.58910004 0.83721296 0.22037531 0.32690028 0.58839620 0.45487411
[1861] 0.45487411 0.35368440 0.17320152 0.22037531 0.32690028 0.78877573
[1867] 0.78877573 0.45487411 0.27034765 0.58910004 0.65268611 0.58839620
[1873] 0.83721296 0.66316115 0.65268611 0.38897634 0.35368440 0.65268611
[1879] 0.66316115 0.78877573 0.87628488 0.58839620 0.38897634 0.28435576
[1885] 0.71125529 0.65268611 0.73056430 0.45487411 0.65268611 0.42976528
[1891] 0.14127713 0.50931523 0.17739435 0.52239129 0.42976528 0.50931523
[1897] 0.58839620 0.58839620 0.83721296 0.58839620 0.45487411 0.58910004
[1903] 0.66316115 0.32690028 0.73056430 0.71125529 0.28435576 0.73056430
[1909] 0.73056430 0.32690028 0.73056430 0.66316115 0.32690028 0.83721296
[1915] 0.38897634 0.50931523 0.71125529 0.78877573 0.32690028 0.73056430
[1921] 0.38897634 0.38897634 0.17739435 0.14127713 0.90702032 0.27034765
[1927] 0.58839620 0.35368440 0.65268611 0.42976528 0.22390881 0.52239129
[1933] 0.66316115 0.27034765 0.50931523 0.52239129 0.83721296 0.27034765
[1939] 0.22390881 0.58839620 0.45487411 0.52239129 0.66316115 0.22037531
[1945] 0.45487411 0.87628488 0.58910004 0.73056430 0.73056430 0.32690028
[1951] 0.65268611 0.87910405 0.28435576 0.71125529 0.50931523 0.42976528
[1957] 0.66316115 0.32690028 0.73056430 0.73056430 0.35368440 0.83721296
[1963] 0.52239129 0.58910004 0.58839620 0.35368440 0.65268611 0.71125529
[1969] 0.45487411 0.83721296 0.58910004 0.58839620 0.58839620 0.17739435
[1975] 0.58839620 0.73056430 0.50931523 0.42976528 0.32690028 0.11151645
[1981] 0.35368440 0.66316115 0.52239129 0.35368440 0.27034765 0.35368440
[1987] 0.45487411 0.73056430 0.28435576 0.80887717 0.32690028 0.66316115
[1993] 0.28435576 0.73056430 0.80887717 0.52239129 0.45487411 0.73056430
[1999] 0.73056430 0.71125529
attr(,"label")
[1] "Fitted values"
Code
residuals(fit_em)
Output
[1] -0.45487411 0.23647387 0.12371512 -0.22037531 0.21122427 -0.28435576
[7] 0.47760871 0.57023472 0.21122427 0.23647387 0.16278704 0.28874471
[13] -0.45487411 -0.50931523 -0.73056430 -0.35368440 0.41160380 0.28874471
[19] -0.45487411 -0.32690028 0.57023472 0.19112283 0.12371512 0.16278704
[25] 0.33683885 0.49068477 0.23647387 -0.50931523 0.28874471 -0.27034765
[31] -0.50931523 -0.65268611 -0.78877573 -0.32690028 0.54512589 -0.52239129
[37] -0.66316115 0.16278704 0.49068477 -0.58910004 -0.27034765 0.49068477
[43] -0.50931523 0.21122427 0.21122427 -0.45487411 -0.32690028 0.49068477
[49] 0.77962469 -0.52239129 0.47760871 -0.27034765 0.85872287 -0.52239129
[55] 0.67309972 0.41160380 -0.32690028 0.47760871 -0.52239129 0.47760871
[61] 0.12089595 -0.66316115 0.67309972 -0.22037531 0.34731389 -0.73056430
[67] -0.22037531 0.26943570 -0.08738702 0.06927641 -0.42976528 -0.22037531
[73] 0.54512589 0.41160380 -0.50931523 0.77962469 0.34731389 -0.22390881
[79] -0.32690028 0.49068477 0.47760871 -0.58839620 -0.22037531 -0.35368440
[85] -0.50931523 -0.65268611 0.71564424 -0.35368440 -0.45487411 -0.73056430
[91] -0.28435576 0.28874471 -0.45487411 0.28874471 0.72965235 -0.22037531
[97] 0.61102366 0.16278704 -0.27034765 0.15272947 0.05127421 0.47760871
[103] 0.47760871 0.33683885 -0.38897634 -0.17320152 0.21122427 -0.78877573
[109] 0.33683885 -0.14127713 0.34731389 -0.45487411 0.61102366 0.16278704
[115] -0.32690028 -0.58839620 0.67309972 0.12371512 -0.22037531 0.54512589
[121] 0.23647387 -0.45487411 -0.27034765 0.16278704 -0.27034765 0.49068477
[127] 0.72965235 -0.22390881 -0.27034765 -0.28435576 0.54512589 -0.42976528
[133] -0.42976528 0.16278704 -0.38897634 -0.38897634 -0.13202412 0.41089996
[139] 0.26943570 0.16278704 -0.38897634 0.82260565 -0.28435576 0.21122427
[145] 0.49068477 -0.66316115 0.09297968 0.26943570 -0.22037531 0.67309972
[151] -0.27034765 -0.22037531 0.33683885 -0.45487411 0.16278704 -0.35368440
[157] -0.22037531 0.09297968 0.06927641 0.61102366 0.57023472 0.47760871
[163] -0.90702032 -0.14127713 0.57023472 -0.45487411 0.33683885 -0.90702032
[169] -0.27034765 0.21122427 -0.28435576 0.33683885 -0.58910004 0.41160380
[175] -0.73056430 0.57023472 -0.45487411 0.23647387 0.12371512 -0.17739435
[181] 0.61102366 0.12371512 0.09297968 0.19112283 -0.58910004 -0.50931523
[187] 0.12371512 -0.35368440 -0.11151645 0.26943570 -0.32690028 0.49068477
[193] 0.26943570 -0.14127713 0.09297968 0.41160380 -0.58839620 -0.66316115
[199] 0.21122427 0.54512589 -0.32690028 0.41160380 -0.22390881 0.21122427
[205] 0.12371512 -0.73056430 0.26943570 -0.45487411 0.21122427 -0.38897634
[211] -0.58910004 0.61102366 0.77609119 -0.52239129 -0.17739435 -0.28435576
[217] 0.26943570 0.21122427 0.06927641 0.26943570 0.41089996 -0.38897634
[223] -0.38897634 -0.73056430 -0.38897634 0.57023472 0.26943570 0.49068477
[229] 0.41160380 -0.52239129 0.64631560 0.09297968 0.12371512 0.64631560
[235] 0.16278704 -0.73056430 0.41160380 -0.93072359 -0.32690028 0.09297968
[241] 0.26943570 -0.65268611 0.33683885 0.54512589 0.49068477 -0.32690028
[247] -0.45487411 -0.58839620 0.41089996 -0.32690028 0.16278704 0.49068477
[253] 0.21122427 -0.66316115 -0.58910004 -0.58910004 0.33683885 0.54512589
[259] 0.28874471 0.21122427 -0.08738702 0.34731389 -0.35368440 -0.27034765
[265] 0.33683885 -0.58839620 0.16278704 -0.45487411 0.23647387 -0.14127713
[271] -0.45487411 -0.66316115 0.21122427 -0.35368440 0.09297968 -0.32690028
[277] -0.52239129 -0.17739435 0.64631560 -0.52239129 -0.27034765 0.26943570
[283] 0.41160380 -0.42976528 -0.58910004 -0.76352613 0.49068477 -0.78877573
[289] 0.06927641 -0.42976528 -0.42976528 -0.27034765 0.67309972 -0.58839620
[295] 0.54512589 0.16278704 0.41089996 -0.50931523 0.41089996 0.16278704
[301] 0.41089996 -0.38897634 -0.35368440 -0.22390881 -0.66316115 0.09297968
[307] 0.21122427 0.09297968 0.57023472 -0.38897634 -0.66316115 -0.27034765
[313] -0.45487411 -0.52239129 0.15272947 0.21122427 -0.52239129 -0.65268611
[319] 0.41160380 -0.32690028 0.72965235 0.47760871 0.26943570 -0.06807856
[325] 0.34731389 0.26943570 -0.35368440 0.21122427 0.26943570 -0.14127713
[331] -0.32690028 -0.38897634 -0.45487411 0.72965235 0.12371512 0.49068477
[337] -0.58839620 0.54512589 0.33683885 -0.38897634 -0.66316115 0.41089996
[343] 0.21122427 -0.73056430 0.49068477 0.49068477 0.54512589 0.57023472
[349] 0.16278704 -0.27034765 -0.17739435 0.16278704 -0.58839620 0.33683885
[355] -0.28435576 0.16278704 -0.52239129 -0.27034765 -0.28435576 0.57023472
[361] 0.23647387 0.72965235 -0.52239129 -0.28435576 0.12371512 -0.45487411
[367] -0.35368440 -0.32690028 -0.27034765 -0.58910004 -0.35368440 -0.52239129
[373] 0.77962469 -0.42976528 0.41160380 0.67309972 -0.14127713 -0.73056430
[379] 0.49068477 0.21122427 0.16278704 -0.52239129 0.57023472 -0.58839620
[385] -0.66316115 0.06927641 -0.50931523 0.03776027 -0.35368440 -0.11151645
[391] -0.32690028 -0.38897634 0.28874471 -0.52239129 -0.50931523 0.61102366
[397] -0.42976528 0.19112283 -0.80887717 0.16278704 -0.22390881 -0.32690028
[403] -0.45487411 -0.83721296 0.09297968 -0.38897634 0.47760871 0.41089996
[409] 0.54512589 0.19112283 0.34731389 0.54512589 0.21122427 -0.42976528
[415] -0.58839620 -0.17739435 0.47760871 -0.28435576 0.57023472 0.88848355
[421] -0.32690028 0.34731389 -0.45487411 -0.45487411 0.47760871 -0.35368440
[427] -0.65268611 0.34731389 -0.52239129 0.49068477 -0.38897634 0.54512589
[433] 0.49068477 0.16278704 -0.32690028 0.23647387 0.21122427 0.72965235
[439] 0.77609119 -0.52239129 0.41089996 0.47760871 0.26943570 -0.22037531
[445] -0.32690028 0.21122427 -0.65268611 -0.65268611 -0.17739435 -0.32690028
[451] 0.41089996 -0.14127713 0.19112283 0.47760871 0.49068477 0.28874471
[457] 0.47760871 0.41089996 0.67309972 0.26943570 0.47760871 0.41089996
[463] -0.71125529 -0.78877573 0.82679848 0.72965235 -0.52239129 0.26943570
[469] -0.58910004 0.34731389 -0.58839620 0.33683885 -0.32690028 -0.50931523
[475] 0.21122427 0.26943570 -0.35368440 -0.52239129 -0.52239129 0.26943570
[481] 0.16278704 -0.58910004 0.21122427 0.26943570 0.49068477 -0.32690028
[487] 0.21122427 -0.66316115 -0.45487411 0.34731389 -0.73056430 -0.22037531
[493] 0.77962469 -0.32690028 -0.50931523 0.82260565 0.71564424 0.41089996
[499] -0.50931523 0.23647387 -0.83721296 -0.22390881 -0.38897634 0.67309972
[505] -0.50931523 0.57023472 0.67309972 -0.45487411 0.67309972 0.67309972
[511] -0.32690028 -0.13202412 -0.17320152 0.33683885 -0.71125529 -0.28435576
[517] -0.38897634 0.57023472 -0.27034765 0.47760871 0.41160380 0.47760871
[523] 0.12089595 -0.76352613 0.47760871 0.34731389 0.12371512 -0.58910004
[529] -0.27034765 -0.83721296 0.16278704 -0.58910004 -0.38897634 0.57023472
[535] 0.67309972 0.33683885 0.33683885 0.26943570 0.49068477 0.47760871
[541] -0.27034765 -0.38897634 0.34731389 -0.35368440 0.49068477 0.26943570
[547] -0.52239129 -0.45487411 -0.38897634 0.77962469 -0.45487411 -0.22037531
[553] 0.26943570 0.54512589 0.64631560 -0.45487411 0.34731389 -0.27034765
[559] 0.33683885 0.47760871 0.16278704 -0.22390881 0.49068477 0.21122427
[565] 0.54512589 0.41089996 -0.27034765 -0.73056430 0.09297968 0.57023472
[571] -0.50931523 -0.71125529 -0.38897634 0.54512589 0.49068477 -0.52239129
[577] -0.38897634 0.26943570 0.85872287 -0.38897634 0.57023472 -0.17739435
[583] 0.49068477 -0.50931523 0.47760871 -0.27034765 -0.45487411 -0.11151645
[589] -0.78877573 0.54512589 0.12371512 -0.17320152 0.64631560 0.41160380
[595] -0.50931523 0.49068477 0.54512589 -0.22037531 0.41089996 -0.66316115
[601] 0.72965235 -0.22390881 0.61102366 0.72965235 -0.32690028 0.26943570
[607] -0.83721296 -0.73056430 0.23647387 0.41089996 0.33683885 -0.58910004
[613] -0.58839620 0.23647387 0.54512589 -0.11151645 -0.50931523 -0.11151645
[619] -0.73056430 -0.28435576 -0.45487411 0.82260565 -0.45487411 -0.45487411
[625] -0.38897634 -0.17739435 -0.78877573 0.57023472 0.12371512 0.26943570
[631] -0.22037531 -0.66316115 0.41160380 0.21122427 0.26943570 0.16278704
[637] 0.33683885 0.26943570 0.41160380 0.12371512 -0.42976528 -0.58839620
[643] 0.41160380 -0.58910004 0.77962469 -0.35368440 0.67309972 0.64631560
[649] -0.42976528 0.49068477 -0.84727053 -0.42976528 0.26943570 0.26943570
[655] -0.66316115 -0.45487411 -0.78877573 0.26943570 -0.17739435 0.26943570
[661] -0.32690028 0.21122427 -0.27034765 -0.32690028 0.67309972 0.03776027
[667] -0.58839620 0.33683885 0.71564424 -0.22037531 -0.38897634 0.41089996
[673] -0.45487411 -0.32690028 0.26943570 -0.58910004 -0.17739435 -0.45487411
[679] -0.32690028 0.54512589 -0.14127713 -0.42976528 -0.32690028 -0.11151645
[685] 0.33683885 -0.87628488 -0.45487411 0.19112283 -0.32690028 0.61102366
[691] 0.16278704 -0.52239129 0.49068477 -0.52239129 -0.22390881 0.21122427
[697] 0.21122427 0.49068477 0.72965235 0.21122427 0.77609119 0.72965235
[703] 0.09297968 -0.27034765 0.61102366 0.71564424 -0.78877573 -0.42976528
[709] 0.57023472 0.67309972 0.88848355 0.12371512 0.21122427 0.41160380
[715] -0.52239129 -0.52239129 0.41160380 -0.17739435 -0.32690028 -0.50931523
[721] 0.47760871 0.57023472 -0.50931523 -0.58839620 -0.83721296 -0.71125529
[727] -0.17739435 -0.38897634 -0.52239129 0.33683885 -0.38897634 -0.73056430
[733] -0.58839620 0.61102366 -0.65268611 0.61102366 0.26943570 -0.22037531
[739] -0.35368440 0.19112283 -0.52239129 -0.58910004 0.19112283 0.26943570
[745] -0.32690028 0.47760871 -0.22390881 -0.87628488 0.28874471 -0.28435576
[751] 0.28874471 -0.58910004 -0.58910004 0.33683885 -0.50931523 0.26943570
[757] -0.42976528 0.61102366 -0.66316115 0.06927641 -0.22037531 0.61102366
[763] 0.34731389 -0.14127713 0.72965235 -0.32690028 -0.50931523 -0.58839620
[769] -0.50931523 -0.35368440 -0.35368440 0.12371512 0.26943570 -0.52239129
[775] -0.32690028 -0.35368440 0.34731389 0.26943570 -0.38897634 0.16278704
[781] 0.33683885 0.64631560 0.21122427 -0.38897634 -0.42976528 0.67309972
[787] -0.27034765 0.49068477 0.49068477 0.41089996 0.71564424 0.16278704
[793] -0.50931523 0.26943570 -0.17739435 0.49068477 0.54512589 -0.58839620
[799] -0.35368440 -0.27034765 0.41160380 -0.58839620 0.21122427 0.19112283
[805] 0.28874471 -0.73056430 -0.32690028 -0.42976528 -0.27034765 0.19112283
[811] 0.16278704 -0.52239129 -0.71125529 0.21122427 -0.27034765 -0.42976528
[817] -0.22037531 -0.52239129 -0.45487411 -0.17739435 -0.78877573 0.26943570
[823] 0.21122427 0.12371512 0.12371512 0.61102366 0.57023472 -0.17739435
[829] -0.50931523 -0.45487411 -0.22037531 -0.22390881 -0.52239129 0.47760871
[835] -0.32690028 -0.22037531 0.54512589 -0.35368440 -0.83721296 0.41089996
[841] 0.33683885 0.57023472 -0.73056430 -0.28435576 -0.58910004 -0.38897634
[847] -0.27034765 -0.27034765 0.26943570 -0.14127713 -0.50931523 0.57023472
[853] -0.58839620 -0.22390881 0.41160380 -0.38897634 -0.52239129 0.41160380
[859] 0.47760871 -0.73056430 0.47760871 0.26943570 -0.65268611 0.23647387
[865] 0.54512589 -0.58910004 0.19112283 0.47760871 0.41160380 -0.27034765
[871] 0.41160380 0.12371512 0.33683885 0.61102366 0.09297968 0.26943570
[877] 0.41160380 0.64631560 0.54512589 0.34731389 -0.38897634 -0.17739435
[883] 0.49068477 0.12371512 0.41160380 0.54512589 0.33683885 0.41160380
[889] -0.38897634 0.21122427 0.57023472 -0.17739435 0.57023472 0.34731389
[895] 0.41089996 0.54512589 -0.32690028 0.19112283 -0.65268611 0.33683885
[901] -0.58839620 -0.32690028 0.23647387 0.67309972 0.26943570 -0.27034765
[907] 0.26943570 0.41089996 0.67309972 0.21122427 0.33683885 -0.38897634
[913] -0.58910004 0.41160380 -0.38897634 0.21122427 0.61102366 0.54512589
[919] 0.41089996 0.12371512 -0.58910004 0.64631560 -0.42976528 -0.50931523
[925] 0.33683885 -0.17739435 0.41160380 0.41089996 0.49068477 -0.58910004
[931] 0.26943570 0.23647387 0.41160380 -0.42976528 -0.58839620 -0.38897634
[937] -0.58910004 -0.71125529 -0.17739435 -0.73056430 -0.52239129 -0.42976528
[943] -0.38897634 0.12371512 -0.32690028 -0.58910004 -0.17739435 -0.22390881
[949] 0.41160380 0.49068477 0.41089996 0.47760871 -0.38897634 0.12371512
[955] 0.33683885 0.82260565 -0.50931523 -0.52239129 0.77962469 0.16278704
[961] 0.23647387 -0.27034765 0.82260565 -0.66316115 -0.22037531 -0.22037531
[967] -0.45487411 0.34731389 0.54512589 0.72965235 0.61102366 -0.14127713
[973] -0.58839620 -0.71125529 -0.38897634 0.33683885 -0.71125529 0.28874471
[979] 0.33683885 -0.73056430 0.34731389 0.09297968 -0.58839620 -0.78877573
[985] 0.77962469 -0.66316115 -0.58839620 -0.27034765 0.47760871 0.41089996
[991] -0.06807856 0.41089996 0.47760871 -0.38897634 0.26943570 -0.35368440
[997] -0.90702032 -0.38897634 0.12371512 0.33683885 0.41160380 0.64631560
[1003] -0.22037531 0.57023472 0.26943570 -0.28435576 0.05127421 -0.66316115
[1009] 0.41089996 0.49068477 -0.22037531 -0.66316115 -0.09945871 0.54512589
[1015] 0.41160380 0.72965235 0.85872287 0.26943570 -0.35368440 0.41160380
[1021] 0.26943570 -0.42976528 0.09297968 0.57023472 0.34731389 0.54512589
[1027] 0.33683885 0.77962469 -0.32690028 0.33683885 -0.42976528 0.41089996
[1033] 0.47760871 -0.17739435 0.28874471 -0.58839620 -0.11151645 -0.42976528
[1039] -0.73056430 -0.13202412 0.33683885 0.61102366 -0.42976528 -0.65268611
[1045] 0.34731389 -0.66316115 -0.32690028 0.64631560 -0.38897634 0.21122427
[1051] -0.27034765 0.67309972 -0.66316115 -0.42976528 0.47760871 -0.45487411
[1057] 0.77609119 0.54512589 -0.38897634 0.61102366 -0.28435576 0.64631560
[1063] 0.41089996 0.49068477 0.26943570 0.26943570 0.21122427 0.16278704
[1069] -0.35368440 -0.66316115 -0.45487411 -0.42976528 -0.45487411 -0.11151645
[1075] 0.21122427 0.21122427 -0.08738702 0.77962469 -0.50931523 -0.27034765
[1081] 0.57023472 0.77962469 0.06927641 -0.14127713 0.49068477 0.72965235
[1087] -0.22390881 0.49068477 -0.17320152 0.57023472 0.41089996 0.21122427
[1093] -0.87628488 0.21122427 -0.66316115 -0.52239129 -0.58910004 0.82260565
[1099] 0.67309972 0.67309972 0.06927641 -0.22390881 0.26943570 0.72965235
[1105] -0.71125529 -0.58910004 -0.32690028 0.57023472 0.47760871 0.57023472
[1111] 0.41089996 -0.45487411 -0.38897634 -0.22390881 -0.73056430 0.34731389
[1117] 0.49068477 0.33683885 0.47760871 0.21122427 0.12371512 0.26943570
[1123] 0.49068477 0.33683885 0.41160380 0.41160380 -0.35368440 0.61102366
[1129] 0.57023472 0.33683885 -0.14127713 -0.38897634 0.19112283 -0.42976528
[1135] 0.12371512 0.57023472 -0.28435576 -0.50931523 0.77609119 0.41160380
[1141] -0.38897634 -0.14127713 -0.38897634 0.61102366 0.41089996 -0.58910004
[1147] 0.21122427 -0.52239129 -0.38897634 -0.45487411 0.33683885 -0.22390881
[1153] -0.22390881 -0.22037531 -0.78877573 0.09297968 0.12371512 -0.45487411
[1159] 0.09297968 -0.73056430 -0.17320152 -0.22037531 0.49068477 0.28874471
[1165] 0.26943570 -0.17320152 -0.50931523 0.77962469 0.49068477 -0.73056430
[1171] 0.57023472 -0.42976528 0.71564424 0.12089595 0.06927641 -0.71125529
[1177] -0.78877573 0.47760871 -0.11151645 0.41160380 0.21122427 -0.50931523
[1183] 0.49068477 -0.66316115 -0.45487411 -0.58839620 -0.32690028 0.41089996
[1189] -0.52239129 0.57023472 0.33683885 0.15272947 -0.76352613 0.47760871
[1195] 0.21122427 0.67309972 -0.78877573 0.54512589 0.77609119 0.23647387
[1201] 0.34731389 0.41089996 -0.35368440 0.33683885 -0.42976528 0.12371512
[1207] 0.09297968 -0.27034765 0.09297968 0.67309972 0.67309972 -0.66316115
[1213] -0.38897634 0.06927641 0.61102366 0.54512589 -0.65268611 -0.65268611
[1219] -0.80887717 -0.14127713 -0.52239129 0.21122427 0.54512589 -0.58839620
[1225] -0.32690028 0.21122427 0.61102366 -0.71125529 0.26943570 0.54512589
[1231] 0.47760871 -0.78877573 -0.52239129 -0.73056430 0.09297968 -0.35368440
[1237] 0.21122427 -0.42976528 -0.73056430 -0.32690028 0.41160380 0.33683885
[1243] 0.41160380 0.26943570 -0.71125529 -0.50931523 0.28874471 -0.58839620
[1249] 0.06927641 -0.32690028 0.67309972 -0.32690028 0.54512589 -0.52239129
[1255] 0.61102366 -0.22037531 -0.52239129 -0.73056430 0.49068477 -0.58839620
[1261] 0.47760871 -0.17739435 -0.32690028 0.33683885 -0.58839620 -0.14127713
[1267] -0.50931523 0.33683885 0.49068477 -0.28435576 0.71564424 -0.52239129
[1273] 0.28874471 -0.35368440 0.23647387 0.26943570 0.67309972 0.16278704
[1279] -0.45487411 -0.65268611 -0.32690028 0.09297968 -0.14127713 0.41089996
[1285] 0.41089996 -0.22390881 0.49068477 0.06927641 -0.14127713 -0.52239129
[1291] -0.83721296 -0.14127713 0.41089996 0.34731389 -0.66316115 -0.45487411
[1297] 0.34731389 0.16278704 0.61102366 -0.58910004 0.21122427 -0.14127713
[1303] 0.21122427 -0.32690028 0.23647387 -0.66316115 -0.27034765 -0.58839620
[1309] -0.50931523 0.16278704 0.16278704 0.57023472 -0.38897634 0.77962469
[1315] -0.52239129 -0.73056430 0.21122427 0.12371512 0.28874471 0.33683885
[1321] 0.41089996 0.61102366 -0.50931523 0.21122427 -0.65268611 -0.27034765
[1327] 0.67309972 0.47760871 0.16278704 0.71564424 0.34731389 -0.50931523
[1333] -0.73056430 0.61102366 -0.50931523 0.21122427 0.72965235 0.41160380
[1339] 0.21122427 0.72965235 0.67309972 0.09297968 0.41160380 -0.28435576
[1345] 0.41160380 -0.45487411 -0.50931523 0.77962469 -0.32690028 0.47760871
[1351] 0.61102366 -0.50931523 0.12371512 0.23647387 -0.35368440 0.41089996
[1357] -0.52239129 0.41160380 0.23647387 0.16278704 -0.27034765 0.33683885
[1363] 0.41160380 0.77962469 0.47760871 0.33683885 0.09297968 0.61102366
[1369] 0.33683885 0.09297968 0.34731389 0.33683885 0.12089595 -0.32690028
[1375] 0.54512589 0.47760871 0.21122427 -0.45487411 -0.58839620 -0.42976528
[1381] -0.22037531 -0.50931523 -0.58839620 -0.17739435 0.21122427 -0.32690028
[1387] -0.38897634 -0.17739435 -0.11151645 0.21122427 0.47760871 -0.52239129
[1393] 0.26943570 0.23647387 0.23647387 0.26943570 -0.42976528 0.41089996
[1399] -0.45487411 -0.17320152 0.21122427 0.03776027 -0.42976528 0.21122427
[1405] -0.38897634 0.61102366 -0.66316115 -0.52239129 0.15272947 0.21122427
[1411] -0.22390881 0.49068477 -0.27034765 -0.35368440 -0.42976528 -0.90702032
[1417] 0.34731389 -0.73056430 -0.17320152 -0.58910004 -0.32690028 0.47760871
[1423] 0.54512589 0.16278704 0.33683885 0.26943570 0.33683885 -0.28435576
[1429] -0.42976528 -0.17739435 -0.71125529 -0.32690028 0.41160380 0.49068477
[1435] -0.42976528 0.82260565 -0.73056430 0.05127421 0.26943570 0.49068477
[1441] 0.82260565 -0.73056430 -0.58910004 0.41160380 0.16278704 -0.27034765
[1447] 0.23647387 0.64631560 0.33683885 0.28874471 -0.87628488 -0.45487411
[1453] -0.38897634 0.57023472 0.41089996 0.34731389 -0.73056430 -0.32690028
[1459] 0.47760871 -0.22390881 0.49068477 -0.58910004 0.67309972 0.72965235
[1465] 0.21122427 0.47760871 0.47760871 -0.52239129 -0.66316115 0.82260565
[1471] -0.50931523 0.19112283 -0.17320152 0.21122427 -0.38897634 -0.28435576
[1477] -0.73056430 -0.11151645 0.16278704 0.26943570 0.61102366 -0.83721296
[1483] 0.61102366 0.05127421 0.54512589 -0.52239129 -0.28435576 0.28874471
[1489] 0.54512589 -0.66316115 0.33683885 -0.32690028 -0.52239129 0.26943570
[1495] -0.58839620 -0.38897634 -0.45487411 0.21122427 0.33683885 -0.58839620
[1501] 0.26943570 -0.52239129 0.09297968 0.82260565 0.21122427 -0.66316115
[1507] -0.22037531 -0.52239129 -0.17739435 -0.52239129 -0.27034765 -0.45487411
[1513] 0.61102366 -0.27034765 0.41160380 0.57023472 -0.58839620 0.49068477
[1519] -0.14127713 0.26943570 -0.45487411 0.34731389 0.49068477 0.21122427
[1525] -0.52239129 0.33683885 -0.22390881 0.33683885 -0.58839620 0.33683885
[1531] 0.57023472 0.23647387 0.26943570 -0.45487411 -0.32690028 0.06927641
[1537] -0.27034765 0.49068477 0.33683885 0.41160380 0.16278704 -0.66316115
[1543] -0.22390881 -0.38897634 0.16278704 0.16278704 -0.32690028 0.33683885
[1549] -0.66316115 -0.14127713 0.72965235 -0.22037531 -0.28435576 0.61102366
[1555] -0.45487411 -0.32690028 0.41089996 0.77962469 0.34731389 0.64631560
[1561] -0.13202412 0.41089996 -0.93072359 0.41089996 0.34731389 0.33683885
[1567] 0.49068477 -0.93072359 0.85872287 -0.45487411 0.21122427 0.34731389
[1573] 0.26943570 -0.45487411 -0.38897634 0.41089996 -0.32690028 -0.58910004
[1579] 0.41089996 -0.83721296 -0.22390881 -0.38897634 0.19112283 0.85872287
[1585] 0.12371512 0.28874471 -0.58910004 -0.28435576 -0.17739435 0.26943570
[1591] 0.26943570 -0.35368440 0.41089996 -0.27034765 -0.58910004 -0.52239129
[1597] -0.78877573 -0.27034765 0.21122427 -0.52239129 0.41089996 0.03776027
[1603] -0.09945871 -0.38897634 0.33683885 0.26943570 0.61102366 -0.38897634
[1609] -0.28435576 0.47760871 0.41160380 -0.38897634 0.26943570 0.77609119
[1615] 0.12371512 -0.58839620 0.47760871 -0.27034765 -0.45487411 -0.17739435
[1621] -0.58910004 0.21122427 0.41160380 0.47760871 -0.35368440 0.82679848
[1627] 0.33683885 0.26943570 0.12371512 -0.73056430 0.41160380 -0.42976528
[1633] 0.47760871 -0.66316115 -0.27034765 -0.73056430 0.26943570 -0.73056430
[1639] -0.32690028 0.47760871 0.12371512 -0.66316115 0.57023472 0.33683885
[1645] -0.52239129 0.21122427 0.71564424 -0.73056430 -0.50931523 0.49068477
[1651] 0.67309972 0.21122427 -0.32690028 -0.52239129 0.54512589 0.41160380
[1657] -0.27034765 0.54512589 -0.17739435 -0.78877573 -0.65268611 0.21122427
[1663] 0.06927641 -0.52239129 0.71564424 0.47760871 0.41089996 0.16278704
[1669] -0.08738702 0.33683885 -0.32690028 0.67309972 -0.50931523 0.82679848
[1675] -0.42976528 -0.50931523 -0.73056430 -0.52239129 0.47760871 0.26943570
[1681] -0.42976528 -0.28435576 -0.58839620 0.26943570 0.49068477 -0.42976528
[1687] 0.72965235 -0.27034765 0.77962469 0.28874471 -0.38897634 0.41160380
[1693] 0.49068477 -0.22390881 0.34731389 -0.32690028 0.61102366 0.34731389
[1699] -0.45487411 0.54512589 -0.11151645 -0.08738702 0.41160380 -0.50931523
[1705] -0.38897634 -0.27034765 0.28874471 0.33683885 -0.90702032 -0.58839620
[1711] -0.17739435 0.64631560 -0.27034765 -0.58839620 -0.32690028 -0.45487411
[1717] 0.06927641 -0.50931523 -0.22037531 -0.27034765 0.33683885 -0.22037531
[1723] -0.73056430 -0.38897634 0.47760871 0.34731389 0.41089996 -0.22037531
[1729] 0.41089996 -0.17739435 -0.38897634 0.54512589 0.16278704 0.41160380
[1735] 0.33683885 -0.52239129 -0.14127713 -0.65268611 -0.27034765 0.47760871
[1741] -0.58910004 -0.28435576 -0.45487411 0.03776027 0.47760871 -0.38897634
[1747] -0.27034765 -0.32690028 0.16278704 -0.14127713 -0.42976528 0.26943570
[1753] -0.27034765 0.05127421 0.67309972 0.34731389 -0.50931523 -0.27034765
[1759] -0.32690028 0.28874471 0.16278704 -0.22390881 -0.32690028 0.49068477
[1765] 0.41089996 0.15272947 0.05127421 0.33683885 -0.52239129 0.16278704
[1771] -0.35368440 -0.28435576 0.21122427 0.41089996 -0.13202412 0.12371512
[1777] -0.66316115 0.54512589 -0.22037531 0.61102366 0.23647387 -0.28435576
[1783] 0.72965235 0.47760871 -0.17320152 -0.14127713 -0.38897634 0.34731389
[1789] 0.21122427 0.21122427 -0.42976528 0.41089996 -0.78877573 0.41089996
[1795] 0.06927641 0.34731389 0.61102366 0.21122427 0.41089996 0.41160380
[1801] -0.32690028 -0.58910004 0.23647387 -0.32690028 -0.58839620 -0.58839620
[1807] 0.64631560 0.49068477 -0.45487411 -0.58839620 -0.42976528 0.12371512
[1813] -0.32690028 0.47760871 -0.17320152 -0.38897634 0.16278704 -0.22037531
[1819] 0.33683885 0.77962469 0.61102366 0.09297968 0.54512589 0.67309972
[1825] -0.22037531 -0.27034765 0.26943570 -0.76352613 0.85872287 -0.14127713
[1831] -0.58839620 0.47760871 0.33683885 -0.38897634 -0.22037531 -0.28435576
[1837] 0.47760871 -0.35368440 -0.45487411 -0.52239129 -0.50931523 0.26943570
[1843] 0.23647387 -0.38897634 0.49068477 0.23647387 0.33683885 -0.14127713
[1849] -0.66316115 -0.17739435 -0.50931523 -0.27034765 -0.27034765 0.33683885
[1855] -0.58910004 0.16278704 -0.22037531 -0.32690028 -0.58839620 0.54512589
[1861] -0.45487411 -0.35368440 -0.17320152 -0.22037531 0.67309972 0.21122427
[1867] 0.21122427 0.54512589 -0.27034765 -0.58910004 -0.65268611 -0.58839620
[1873] 0.16278704 -0.66316115 0.34731389 0.61102366 0.64631560 0.34731389
[1879] 0.33683885 0.21122427 0.12371512 -0.58839620 -0.38897634 -0.28435576
[1885] 0.28874471 -0.65268611 0.26943570 0.54512589 -0.65268611 0.57023472
[1891] -0.14127713 0.49068477 -0.17739435 0.47760871 0.57023472 -0.50931523
[1897] 0.41160380 -0.58839620 0.16278704 -0.58839620 -0.45487411 -0.58910004
[1903] 0.33683885 -0.32690028 0.26943570 -0.71125529 -0.28435576 0.26943570
[1909] 0.26943570 -0.32690028 0.26943570 0.33683885 -0.32690028 0.16278704
[1915] 0.61102366 -0.50931523 0.28874471 0.21122427 -0.32690028 0.26943570
[1921] -0.38897634 0.61102366 -0.17739435 -0.14127713 0.09297968 -0.27034765
[1927] 0.41160380 0.64631560 0.34731389 0.57023472 -0.22390881 0.47760871
[1933] 0.33683885 -0.27034765 -0.50931523 -0.52239129 0.16278704 0.72965235
[1939] -0.22390881 0.41160380 0.54512589 0.47760871 0.33683885 -0.22037531
[1945] -0.45487411 0.12371512 -0.58910004 0.26943570 0.26943570 -0.32690028
[1951] 0.34731389 0.12089595 0.71564424 0.28874471 -0.50931523 -0.42976528
[1957] 0.33683885 0.67309972 0.26943570 0.26943570 -0.35368440 0.16278704
[1963] -0.52239129 0.41089996 -0.58839620 0.64631560 0.34731389 0.28874471
[1969] -0.45487411 0.16278704 0.41089996 -0.58839620 0.41160380 -0.17739435
[1975] -0.58839620 0.26943570 -0.50931523 -0.42976528 -0.32690028 -0.11151645
[1981] -0.35368440 0.33683885 -0.52239129 0.64631560 -0.27034765 0.64631560
[1987] 0.54512589 0.26943570 0.71564424 0.19112283 0.67309972 0.33683885
[1993] -0.28435576 0.26943570 0.19112283 -0.52239129 -0.45487411 0.26943570
[1999] 0.26943570 0.28874471
attr(,"label")
[1] "Residuals"
Code
(fit_plf <- estimNLR(y = y, match = match, group = group, formula = M$M1$
formula, method = "plf", lower = M$M1$lower, upper = M$M1$upper, start = start))
Output
Nonlinear regression model
Model: y ~ c + (1 - c)/(1 + exp(-(b0 + b1 * x + b2 * g + b3 * x * g)))
Coefficients:
b0 b1 b2 b3 c
0.5503 0.9941 -0.8388 -0.1536 0.0028
Maximum likelihood estimation using the PLF-based algorithm
Converged after 3 iterations
Code
coef(fit_plf)
Output
b0 b1 b2 b3 c
0.550343985 0.994097463 -0.838776617 -0.153592745 0.002780102
Code
logLik(fit_plf)
Output
'log Lik.' -1192.321 (df=5)
Code
vcov(fit_plf)
Output
b0 b1 b2 b3 c
b0 0.05495893 -0.021684101 0.02259576 -0.020979118 -0.02753933
b1 -0.02168410 0.017562348 -0.01398739 0.002060718 0.01266679
b2 0.02259576 -0.013987390 0.02572108 -0.010506627 -0.01546232
b3 -0.02097912 0.002060718 -0.01050663 0.021088110 0.01098863
c -0.02753933 0.012666789 -0.01546232 0.010988632 0.01526970
Code
fitted(fit_plf)
Output
[1] 0.45638962 0.76418355 0.87662882 0.22254275 0.78936295 0.28634532
[7] 0.52371909 0.43135059 0.78936295 0.76418355 0.83766553 0.71205803
[13] 0.45638962 0.51067938 0.73131336 0.35548122 0.58954050 0.71205803
[19] 0.45638962 0.32877157 0.43135059 0.80940851 0.87662882 0.83766553
[25] 0.66409760 0.51067938 0.76418355 0.51067938 0.71205803 0.27237616
[31] 0.51067938 0.65365167 0.78936295 0.32877157 0.45638962 0.52371909
[37] 0.66409760 0.83766553 0.51067938 0.59024238 0.27237616 0.51067938
[43] 0.51067938 0.78936295 0.78936295 0.45638962 0.32877157 0.51067938
[49] 0.22254275 0.52371909 0.52371909 0.27237616 0.14366447 0.52371909
[55] 0.32877157 0.58954050 0.32877157 0.52371909 0.52371909 0.52371909
[61] 0.87944015 0.66409760 0.32877157 0.22254275 0.65365167 0.73131336
[67] 0.22254275 0.73131336 0.08992418 0.93091619 0.43135059 0.22254275
[73] 0.45638962 0.58954050 0.51067938 0.22254275 0.65365167 0.22606643
[79] 0.32877157 0.51067938 0.52371909 0.58954050 0.22254275 0.35548122
[85] 0.51067938 0.65365167 0.28634532 0.35548122 0.45638962 0.73131336
[91] 0.28634532 0.71205803 0.45638962 0.71205803 0.27237616 0.22254275
[97] 0.39067504 0.83766553 0.27237616 0.84769514 0.94886834 0.52371909
[103] 0.52371909 0.66409760 0.39067504 0.17550010 0.78936295 0.78936295
[109] 0.66409760 0.14366447 0.65365167 0.45638962 0.39067504 0.83766553
[115] 0.32877157 0.58954050 0.32877157 0.87662882 0.22254275 0.45638962
[121] 0.76418355 0.45638962 0.27237616 0.83766553 0.27237616 0.51067938
[127] 0.27237616 0.22606643 0.27237616 0.28634532 0.45638962 0.43135059
[133] 0.43135059 0.83766553 0.39067504 0.39067504 0.13443718 0.59024238
[139] 0.73131336 0.83766553 0.39067504 0.17968128 0.28634532 0.78936295
[145] 0.51067938 0.66409760 0.90727881 0.73131336 0.22254275 0.32877157
[151] 0.27237616 0.22254275 0.66409760 0.45638962 0.83766553 0.35548122
[157] 0.22254275 0.90727881 0.93091619 0.39067504 0.43135059 0.52371909
[163] 0.90727881 0.14366447 0.43135059 0.45638962 0.66409760 0.90727881
[169] 0.27237616 0.78936295 0.28634532 0.66409760 0.59024238 0.58954050
[175] 0.73131336 0.43135059 0.45638962 0.76418355 0.87662882 0.17968128
[181] 0.39067504 0.87662882 0.90727881 0.80940851 0.59024238 0.51067938
[187] 0.87662882 0.35548122 0.11398653 0.73131336 0.32877157 0.51067938
[193] 0.73131336 0.14366447 0.90727881 0.58954050 0.58954050 0.66409760
[199] 0.78936295 0.45638962 0.32877157 0.58954050 0.22606643 0.78936295
[205] 0.87662882 0.73131336 0.73131336 0.45638962 0.78936295 0.39067504
[211] 0.59024238 0.39067504 0.22606643 0.52371909 0.17968128 0.28634532
[217] 0.73131336 0.78936295 0.93091619 0.73131336 0.59024238 0.39067504
[223] 0.39067504 0.73131336 0.39067504 0.43135059 0.73131336 0.51067938
[229] 0.58954050 0.52371909 0.35548122 0.90727881 0.87662882 0.35548122
[235] 0.83766553 0.73131336 0.58954050 0.93091619 0.32877157 0.90727881
[241] 0.73131336 0.65365167 0.66409760 0.45638962 0.51067938 0.32877157
[247] 0.45638962 0.58954050 0.59024238 0.32877157 0.83766553 0.51067938
[253] 0.78936295 0.66409760 0.59024238 0.59024238 0.66409760 0.45638962
[259] 0.71205803 0.78936295 0.08992418 0.65365167 0.35548122 0.27237616
[265] 0.66409760 0.58954050 0.83766553 0.45638962 0.76418355 0.14366447
[271] 0.45638962 0.66409760 0.78936295 0.35548122 0.90727881 0.32877157
[277] 0.52371909 0.17968128 0.35548122 0.52371909 0.27237616 0.73131336
[283] 0.58954050 0.43135059 0.59024238 0.76418355 0.51067938 0.78936295
[289] 0.93091619 0.43135059 0.43135059 0.27237616 0.32877157 0.58954050
[295] 0.45638962 0.83766553 0.59024238 0.51067938 0.59024238 0.83766553
[301] 0.59024238 0.39067504 0.35548122 0.22606643 0.66409760 0.90727881
[307] 0.78936295 0.90727881 0.43135059 0.39067504 0.66409760 0.27237616
[313] 0.45638962 0.52371909 0.84769514 0.78936295 0.52371909 0.65365167
[319] 0.58954050 0.32877157 0.27237616 0.52371909 0.73131336 0.07066939
[325] 0.65365167 0.73131336 0.35548122 0.78936295 0.73131336 0.14366447
[331] 0.32877157 0.39067504 0.45638962 0.27237616 0.87662882 0.51067938
[337] 0.58954050 0.45638962 0.66409760 0.39067504 0.66409760 0.59024238
[343] 0.78936295 0.73131336 0.51067938 0.51067938 0.45638962 0.43135059
[349] 0.83766553 0.27237616 0.17968128 0.83766553 0.58954050 0.66409760
[355] 0.28634532 0.83766553 0.52371909 0.27237616 0.28634532 0.43135059
[361] 0.76418355 0.27237616 0.52371909 0.28634532 0.87662882 0.45638962
[367] 0.35548122 0.32877157 0.27237616 0.59024238 0.35548122 0.52371909
[373] 0.22254275 0.43135059 0.58954050 0.32877157 0.14366447 0.73131336
[379] 0.51067938 0.78936295 0.83766553 0.52371909 0.43135059 0.58954050
[385] 0.66409760 0.93091619 0.51067938 0.96234471 0.35548122 0.11398653
[391] 0.32877157 0.39067504 0.71205803 0.52371909 0.51067938 0.39067504
[397] 0.43135059 0.80940851 0.80940851 0.83766553 0.22606643 0.32877157
[403] 0.45638962 0.83766553 0.90727881 0.39067504 0.52371909 0.59024238
[409] 0.45638962 0.80940851 0.65365167 0.45638962 0.78936295 0.43135059
[415] 0.58954050 0.17968128 0.52371909 0.28634532 0.43135059 0.11398653
[421] 0.32877157 0.65365167 0.45638962 0.45638962 0.52371909 0.35548122
[427] 0.65365167 0.65365167 0.52371909 0.51067938 0.39067504 0.45638962
[433] 0.51067938 0.83766553 0.32877157 0.76418355 0.78936295 0.27237616
[439] 0.22606643 0.52371909 0.59024238 0.52371909 0.73131336 0.22254275
[445] 0.32877157 0.78936295 0.65365167 0.65365167 0.17968128 0.32877157
[451] 0.59024238 0.14366447 0.80940851 0.52371909 0.51067938 0.71205803
[457] 0.52371909 0.59024238 0.32877157 0.73131336 0.52371909 0.59024238
[463] 0.71205803 0.78936295 0.17550010 0.27237616 0.52371909 0.73131336
[469] 0.59024238 0.65365167 0.58954050 0.66409760 0.32877157 0.51067938
[475] 0.78936295 0.73131336 0.35548122 0.52371909 0.52371909 0.73131336
[481] 0.83766553 0.59024238 0.78936295 0.73131336 0.51067938 0.32877157
[487] 0.78936295 0.66409760 0.45638962 0.65365167 0.73131336 0.22254275
[493] 0.22254275 0.32877157 0.51067938 0.17968128 0.28634532 0.59024238
[499] 0.51067938 0.76418355 0.83766553 0.22606643 0.39067504 0.32877157
[505] 0.51067938 0.43135059 0.32877157 0.45638962 0.32877157 0.32877157
[511] 0.32877157 0.13443718 0.17550010 0.66409760 0.71205803 0.28634532
[517] 0.39067504 0.43135059 0.27237616 0.52371909 0.58954050 0.52371909
[523] 0.87944015 0.76418355 0.52371909 0.65365167 0.87662882 0.59024238
[529] 0.27237616 0.83766553 0.83766553 0.59024238 0.39067504 0.43135059
[535] 0.32877157 0.66409760 0.66409760 0.73131336 0.51067938 0.52371909
[541] 0.27237616 0.39067504 0.65365167 0.35548122 0.51067938 0.73131336
[547] 0.52371909 0.45638962 0.39067504 0.22254275 0.45638962 0.22254275
[553] 0.73131336 0.45638962 0.35548122 0.45638962 0.65365167 0.27237616
[559] 0.66409760 0.52371909 0.83766553 0.22606643 0.51067938 0.78936295
[565] 0.45638962 0.59024238 0.27237616 0.73131336 0.90727881 0.43135059
[571] 0.51067938 0.71205803 0.39067504 0.45638962 0.51067938 0.52371909
[577] 0.39067504 0.73131336 0.14366447 0.39067504 0.43135059 0.17968128
[583] 0.51067938 0.51067938 0.52371909 0.27237616 0.45638962 0.11398653
[589] 0.78936295 0.45638962 0.87662882 0.17550010 0.35548122 0.58954050
[595] 0.51067938 0.51067938 0.45638962 0.22254275 0.59024238 0.66409760
[601] 0.27237616 0.22606643 0.39067504 0.27237616 0.32877157 0.73131336
[607] 0.83766553 0.73131336 0.76418355 0.59024238 0.66409760 0.59024238
[613] 0.58954050 0.76418355 0.45638962 0.11398653 0.51067938 0.11398653
[619] 0.73131336 0.28634532 0.45638962 0.17968128 0.45638962 0.45638962
[625] 0.39067504 0.17968128 0.78936295 0.43135059 0.87662882 0.73131336
[631] 0.22254275 0.66409760 0.58954050 0.78936295 0.73131336 0.83766553
[637] 0.66409760 0.73131336 0.58954050 0.87662882 0.43135059 0.58954050
[643] 0.58954050 0.59024238 0.22254275 0.35548122 0.32877157 0.35548122
[649] 0.43135059 0.51067938 0.84769514 0.43135059 0.73131336 0.73131336
[655] 0.66409760 0.45638962 0.78936295 0.73131336 0.17968128 0.73131336
[661] 0.32877157 0.78936295 0.27237616 0.32877157 0.32877157 0.96234471
[667] 0.58954050 0.66409760 0.28634532 0.22254275 0.39067504 0.59024238
[673] 0.45638962 0.32877157 0.73131336 0.59024238 0.17968128 0.45638962
[679] 0.32877157 0.45638962 0.14366447 0.43135059 0.32877157 0.11398653
[685] 0.66409760 0.87662882 0.45638962 0.80940851 0.32877157 0.39067504
[691] 0.83766553 0.52371909 0.51067938 0.52371909 0.22606643 0.78936295
[697] 0.78936295 0.51067938 0.27237616 0.78936295 0.22606643 0.27237616
[703] 0.90727881 0.27237616 0.39067504 0.28634532 0.78936295 0.43135059
[709] 0.43135059 0.32877157 0.11398653 0.87662882 0.78936295 0.58954050
[715] 0.52371909 0.52371909 0.58954050 0.17968128 0.32877157 0.51067938
[721] 0.52371909 0.43135059 0.51067938 0.58954050 0.83766553 0.71205803
[727] 0.17968128 0.39067504 0.52371909 0.66409760 0.39067504 0.73131336
[733] 0.58954050 0.39067504 0.65365167 0.39067504 0.73131336 0.22254275
[739] 0.35548122 0.80940851 0.52371909 0.59024238 0.80940851 0.73131336
[745] 0.32877157 0.52371909 0.22606643 0.87662882 0.71205803 0.28634532
[751] 0.71205803 0.59024238 0.59024238 0.66409760 0.51067938 0.73131336
[757] 0.43135059 0.39067504 0.66409760 0.93091619 0.22254275 0.39067504
[763] 0.65365167 0.14366447 0.27237616 0.32877157 0.51067938 0.58954050
[769] 0.51067938 0.35548122 0.35548122 0.87662882 0.73131336 0.52371909
[775] 0.32877157 0.35548122 0.65365167 0.73131336 0.39067504 0.83766553
[781] 0.66409760 0.35548122 0.78936295 0.39067504 0.43135059 0.32877157
[787] 0.27237616 0.51067938 0.51067938 0.59024238 0.28634532 0.83766553
[793] 0.51067938 0.73131336 0.17968128 0.51067938 0.45638962 0.58954050
[799] 0.35548122 0.27237616 0.58954050 0.58954050 0.78936295 0.80940851
[805] 0.71205803 0.73131336 0.32877157 0.43135059 0.27237616 0.80940851
[811] 0.83766553 0.52371909 0.71205803 0.78936295 0.27237616 0.43135059
[817] 0.22254275 0.52371909 0.45638962 0.17968128 0.78936295 0.73131336
[823] 0.78936295 0.87662882 0.87662882 0.39067504 0.43135059 0.17968128
[829] 0.51067938 0.45638962 0.22254275 0.22606643 0.52371909 0.52371909
[835] 0.32877157 0.22254275 0.45638962 0.35548122 0.83766553 0.59024238
[841] 0.66409760 0.43135059 0.73131336 0.28634532 0.59024238 0.39067504
[847] 0.27237616 0.27237616 0.73131336 0.14366447 0.51067938 0.43135059
[853] 0.58954050 0.22606643 0.58954050 0.39067504 0.52371909 0.58954050
[859] 0.52371909 0.73131336 0.52371909 0.73131336 0.65365167 0.76418355
[865] 0.45638962 0.59024238 0.80940851 0.52371909 0.58954050 0.27237616
[871] 0.58954050 0.87662882 0.66409760 0.39067504 0.90727881 0.73131336
[877] 0.58954050 0.35548122 0.45638962 0.65365167 0.39067504 0.17968128
[883] 0.51067938 0.87662882 0.58954050 0.45638962 0.66409760 0.58954050
[889] 0.39067504 0.78936295 0.43135059 0.17968128 0.43135059 0.65365167
[895] 0.59024238 0.45638962 0.32877157 0.80940851 0.65365167 0.66409760
[901] 0.58954050 0.32877157 0.76418355 0.32877157 0.73131336 0.27237616
[907] 0.73131336 0.59024238 0.32877157 0.78936295 0.66409760 0.39067504
[913] 0.59024238 0.58954050 0.39067504 0.78936295 0.39067504 0.45638962
[919] 0.59024238 0.87662882 0.59024238 0.35548122 0.43135059 0.51067938
[925] 0.66409760 0.17968128 0.58954050 0.59024238 0.51067938 0.59024238
[931] 0.73131336 0.76418355 0.58954050 0.43135059 0.58954050 0.39067504
[937] 0.59024238 0.71205803 0.17968128 0.73131336 0.52371909 0.43135059
[943] 0.39067504 0.87662882 0.32877157 0.59024238 0.17968128 0.22606643
[949] 0.58954050 0.51067938 0.59024238 0.52371909 0.39067504 0.87662882
[955] 0.66409760 0.17968128 0.51067938 0.52371909 0.22254275 0.83766553
[961] 0.76418355 0.27237616 0.17968128 0.66409760 0.22254275 0.22254275
[967] 0.45638962 0.65365167 0.45638962 0.27237616 0.39067504 0.14366447
[973] 0.58954050 0.71205803 0.39067504 0.66409760 0.71205803 0.71205803
[979] 0.66409760 0.73131336 0.65365167 0.90727881 0.58954050 0.78936295
[985] 0.22254275 0.66409760 0.58954050 0.27237616 0.52371909 0.59024238
[991] 0.07066939 0.59024238 0.52371909 0.39067504 0.73131336 0.35548122
[997] 0.90727881 0.39067504 0.87662882 0.66409760 0.58954050 0.35548122
[1003] 0.22254275 0.43135059 0.73131336 0.28634532 0.94886834 0.66409760
[1009] 0.59024238 0.51067938 0.22254275 0.66409760 0.10196231 0.45638962
[1015] 0.58954050 0.27237616 0.14366447 0.73131336 0.35548122 0.58954050
[1021] 0.73131336 0.43135059 0.90727881 0.43135059 0.65365167 0.45638962
[1027] 0.66409760 0.22254275 0.32877157 0.66409760 0.43135059 0.59024238
[1033] 0.52371909 0.17968128 0.71205803 0.58954050 0.11398653 0.43135059
[1039] 0.73131336 0.13443718 0.66409760 0.39067504 0.43135059 0.65365167
[1045] 0.65365167 0.66409760 0.32877157 0.35548122 0.39067504 0.78936295
[1051] 0.27237616 0.32877157 0.66409760 0.43135059 0.52371909 0.45638962
[1057] 0.22606643 0.45638962 0.39067504 0.39067504 0.28634532 0.35548122
[1063] 0.59024238 0.51067938 0.73131336 0.73131336 0.78936295 0.83766553
[1069] 0.35548122 0.66409760 0.45638962 0.43135059 0.45638962 0.11398653
[1075] 0.78936295 0.78936295 0.08992418 0.22254275 0.51067938 0.27237616
[1081] 0.43135059 0.22254275 0.93091619 0.14366447 0.51067938 0.27237616
[1087] 0.22606643 0.51067938 0.17550010 0.43135059 0.59024238 0.78936295
[1093] 0.87662882 0.78936295 0.66409760 0.52371909 0.59024238 0.17968128
[1099] 0.32877157 0.32877157 0.93091619 0.22606643 0.73131336 0.27237616
[1105] 0.71205803 0.59024238 0.32877157 0.43135059 0.52371909 0.43135059
[1111] 0.59024238 0.45638962 0.39067504 0.22606643 0.73131336 0.65365167
[1117] 0.51067938 0.66409760 0.52371909 0.78936295 0.87662882 0.73131336
[1123] 0.51067938 0.66409760 0.58954050 0.58954050 0.35548122 0.39067504
[1129] 0.43135059 0.66409760 0.14366447 0.39067504 0.80940851 0.43135059
[1135] 0.87662882 0.43135059 0.28634532 0.51067938 0.22606643 0.58954050
[1141] 0.39067504 0.14366447 0.39067504 0.39067504 0.59024238 0.59024238
[1147] 0.78936295 0.52371909 0.39067504 0.45638962 0.66409760 0.22606643
[1153] 0.22606643 0.22254275 0.78936295 0.90727881 0.87662882 0.45638962
[1159] 0.90727881 0.73131336 0.17550010 0.22254275 0.51067938 0.71205803
[1165] 0.73131336 0.17550010 0.51067938 0.22254275 0.51067938 0.73131336
[1171] 0.43135059 0.43135059 0.28634532 0.87944015 0.93091619 0.71205803
[1177] 0.78936295 0.52371909 0.11398653 0.58954050 0.78936295 0.51067938
[1183] 0.51067938 0.66409760 0.45638962 0.58954050 0.32877157 0.59024238
[1189] 0.52371909 0.43135059 0.66409760 0.84769514 0.76418355 0.52371909
[1195] 0.78936295 0.32877157 0.78936295 0.45638962 0.22606643 0.76418355
[1201] 0.65365167 0.59024238 0.35548122 0.66409760 0.43135059 0.87662882
[1207] 0.90727881 0.27237616 0.90727881 0.32877157 0.32877157 0.66409760
[1213] 0.39067504 0.93091619 0.39067504 0.45638962 0.65365167 0.65365167
[1219] 0.80940851 0.14366447 0.52371909 0.78936295 0.45638962 0.58954050
[1225] 0.32877157 0.78936295 0.39067504 0.71205803 0.73131336 0.45638962
[1231] 0.52371909 0.78936295 0.52371909 0.73131336 0.90727881 0.35548122
[1237] 0.78936295 0.43135059 0.73131336 0.32877157 0.58954050 0.66409760
[1243] 0.58954050 0.73131336 0.71205803 0.51067938 0.71205803 0.58954050
[1249] 0.93091619 0.32877157 0.32877157 0.32877157 0.45638962 0.52371909
[1255] 0.39067504 0.22254275 0.52371909 0.73131336 0.51067938 0.58954050
[1261] 0.52371909 0.17968128 0.32877157 0.66409760 0.58954050 0.14366447
[1267] 0.51067938 0.66409760 0.51067938 0.28634532 0.28634532 0.52371909
[1273] 0.71205803 0.35548122 0.76418355 0.73131336 0.32877157 0.83766553
[1279] 0.45638962 0.65365167 0.32877157 0.90727881 0.14366447 0.59024238
[1285] 0.59024238 0.22606643 0.51067938 0.93091619 0.14366447 0.52371909
[1291] 0.83766553 0.14366447 0.59024238 0.65365167 0.66409760 0.45638962
[1297] 0.65365167 0.83766553 0.39067504 0.59024238 0.78936295 0.14366447
[1303] 0.78936295 0.32877157 0.76418355 0.66409760 0.27237616 0.58954050
[1309] 0.51067938 0.83766553 0.83766553 0.43135059 0.39067504 0.22254275
[1315] 0.52371909 0.73131336 0.78936295 0.87662882 0.71205803 0.66409760
[1321] 0.59024238 0.39067504 0.51067938 0.78936295 0.65365167 0.27237616
[1327] 0.32877157 0.52371909 0.83766553 0.28634532 0.65365167 0.51067938
[1333] 0.73131336 0.39067504 0.51067938 0.78936295 0.27237616 0.58954050
[1339] 0.78936295 0.27237616 0.32877157 0.90727881 0.58954050 0.28634532
[1345] 0.58954050 0.45638962 0.51067938 0.22254275 0.32877157 0.52371909
[1351] 0.39067504 0.51067938 0.87662882 0.76418355 0.35548122 0.59024238
[1357] 0.52371909 0.58954050 0.76418355 0.83766553 0.27237616 0.66409760
[1363] 0.58954050 0.22254275 0.52371909 0.66409760 0.90727881 0.39067504
[1369] 0.66409760 0.90727881 0.65365167 0.66409760 0.87944015 0.32877157
[1375] 0.45638962 0.52371909 0.78936295 0.45638962 0.58954050 0.43135059
[1381] 0.22254275 0.51067938 0.58954050 0.17968128 0.78936295 0.32877157
[1387] 0.39067504 0.17968128 0.11398653 0.78936295 0.52371909 0.52371909
[1393] 0.73131336 0.76418355 0.76418355 0.73131336 0.43135059 0.59024238
[1399] 0.45638962 0.17550010 0.78936295 0.96234471 0.43135059 0.78936295
[1405] 0.39067504 0.39067504 0.66409760 0.52371909 0.84769514 0.78936295
[1411] 0.22606643 0.51067938 0.27237616 0.35548122 0.43135059 0.90727881
[1417] 0.65365167 0.73131336 0.17550010 0.59024238 0.32877157 0.52371909
[1423] 0.45638962 0.83766553 0.66409760 0.73131336 0.66409760 0.28634532
[1429] 0.43135059 0.17968128 0.71205803 0.32877157 0.58954050 0.51067938
[1435] 0.43135059 0.17968128 0.73131336 0.94886834 0.73131336 0.51067938
[1441] 0.17968128 0.73131336 0.59024238 0.58954050 0.83766553 0.27237616
[1447] 0.76418355 0.35548122 0.66409760 0.71205803 0.87662882 0.45638962
[1453] 0.39067504 0.43135059 0.59024238 0.65365167 0.73131336 0.32877157
[1459] 0.52371909 0.22606643 0.51067938 0.59024238 0.32877157 0.27237616
[1465] 0.78936295 0.52371909 0.52371909 0.52371909 0.66409760 0.17968128
[1471] 0.51067938 0.80940851 0.17550010 0.78936295 0.39067504 0.28634532
[1477] 0.73131336 0.11398653 0.83766553 0.73131336 0.39067504 0.83766553
[1483] 0.39067504 0.94886834 0.45638962 0.52371909 0.28634532 0.71205803
[1489] 0.45638962 0.66409760 0.66409760 0.32877157 0.52371909 0.73131336
[1495] 0.58954050 0.39067504 0.45638962 0.78936295 0.66409760 0.58954050
[1501] 0.73131336 0.52371909 0.90727881 0.17968128 0.78936295 0.66409760
[1507] 0.22254275 0.52371909 0.17968128 0.52371909 0.27237616 0.45638962
[1513] 0.39067504 0.27237616 0.58954050 0.43135059 0.58954050 0.51067938
[1519] 0.14366447 0.73131336 0.45638962 0.65365167 0.51067938 0.78936295
[1525] 0.52371909 0.66409760 0.22606643 0.66409760 0.58954050 0.66409760
[1531] 0.43135059 0.76418355 0.73131336 0.45638962 0.32877157 0.93091619
[1537] 0.27237616 0.51067938 0.66409760 0.58954050 0.83766553 0.66409760
[1543] 0.22606643 0.39067504 0.83766553 0.83766553 0.32877157 0.66409760
[1549] 0.66409760 0.14366447 0.27237616 0.22254275 0.28634532 0.39067504
[1555] 0.45638962 0.32877157 0.59024238 0.22254275 0.65365167 0.35548122
[1561] 0.13443718 0.59024238 0.93091619 0.59024238 0.65365167 0.66409760
[1567] 0.51067938 0.93091619 0.14366447 0.45638962 0.78936295 0.65365167
[1573] 0.73131336 0.45638962 0.39067504 0.59024238 0.32877157 0.59024238
[1579] 0.59024238 0.83766553 0.22606643 0.39067504 0.80940851 0.14366447
[1585] 0.87662882 0.71205803 0.59024238 0.28634532 0.17968128 0.73131336
[1591] 0.73131336 0.35548122 0.59024238 0.27237616 0.59024238 0.52371909
[1597] 0.78936295 0.27237616 0.78936295 0.52371909 0.59024238 0.96234471
[1603] 0.10196231 0.39067504 0.66409760 0.73131336 0.39067504 0.39067504
[1609] 0.28634532 0.52371909 0.58954050 0.39067504 0.73131336 0.22606643
[1615] 0.87662882 0.58954050 0.52371909 0.27237616 0.45638962 0.17968128
[1621] 0.59024238 0.78936295 0.58954050 0.52371909 0.35548122 0.17550010
[1627] 0.66409760 0.73131336 0.87662882 0.73131336 0.58954050 0.43135059
[1633] 0.52371909 0.66409760 0.27237616 0.73131336 0.73131336 0.73131336
[1639] 0.32877157 0.52371909 0.87662882 0.66409760 0.43135059 0.66409760
[1645] 0.52371909 0.78936295 0.28634532 0.73131336 0.51067938 0.51067938
[1651] 0.32877157 0.78936295 0.32877157 0.52371909 0.45638962 0.58954050
[1657] 0.27237616 0.45638962 0.17968128 0.78936295 0.65365167 0.78936295
[1663] 0.93091619 0.52371909 0.28634532 0.52371909 0.59024238 0.83766553
[1669] 0.08992418 0.66409760 0.32877157 0.32877157 0.51067938 0.17550010
[1675] 0.43135059 0.51067938 0.73131336 0.52371909 0.52371909 0.73131336
[1681] 0.43135059 0.28634532 0.58954050 0.73131336 0.51067938 0.43135059
[1687] 0.27237616 0.27237616 0.22254275 0.71205803 0.39067504 0.58954050
[1693] 0.51067938 0.22606643 0.65365167 0.32877157 0.39067504 0.65365167
[1699] 0.45638962 0.45638962 0.11398653 0.08992418 0.58954050 0.51067938
[1705] 0.39067504 0.27237616 0.71205803 0.66409760 0.90727881 0.58954050
[1711] 0.17968128 0.35548122 0.27237616 0.58954050 0.32877157 0.45638962
[1717] 0.93091619 0.51067938 0.22254275 0.27237616 0.66409760 0.22254275
[1723] 0.73131336 0.39067504 0.52371909 0.65365167 0.59024238 0.22254275
[1729] 0.59024238 0.17968128 0.39067504 0.45638962 0.83766553 0.58954050
[1735] 0.66409760 0.52371909 0.14366447 0.65365167 0.27237616 0.52371909
[1741] 0.59024238 0.28634532 0.45638962 0.96234471 0.52371909 0.39067504
[1747] 0.27237616 0.32877157 0.83766553 0.14366447 0.43135059 0.73131336
[1753] 0.27237616 0.94886834 0.32877157 0.65365167 0.51067938 0.27237616
[1759] 0.32877157 0.71205803 0.83766553 0.22606643 0.32877157 0.51067938
[1765] 0.59024238 0.84769514 0.94886834 0.66409760 0.52371909 0.83766553
[1771] 0.35548122 0.28634532 0.78936295 0.59024238 0.13443718 0.87662882
[1777] 0.66409760 0.45638962 0.22254275 0.39067504 0.76418355 0.28634532
[1783] 0.27237616 0.52371909 0.17550010 0.14366447 0.39067504 0.65365167
[1789] 0.78936295 0.78936295 0.43135059 0.59024238 0.78936295 0.59024238
[1795] 0.93091619 0.65365167 0.39067504 0.78936295 0.59024238 0.58954050
[1801] 0.32877157 0.59024238 0.76418355 0.32877157 0.58954050 0.58954050
[1807] 0.35548122 0.51067938 0.45638962 0.58954050 0.43135059 0.87662882
[1813] 0.32877157 0.52371909 0.17550010 0.39067504 0.83766553 0.22254275
[1819] 0.66409760 0.22254275 0.39067504 0.90727881 0.45638962 0.32877157
[1825] 0.22254275 0.27237616 0.73131336 0.76418355 0.14366447 0.14366447
[1831] 0.58954050 0.52371909 0.66409760 0.39067504 0.22254275 0.28634532
[1837] 0.52371909 0.35548122 0.45638962 0.52371909 0.51067938 0.73131336
[1843] 0.76418355 0.39067504 0.51067938 0.76418355 0.66409760 0.14366447
[1849] 0.66409760 0.17968128 0.51067938 0.27237616 0.27237616 0.66409760
[1855] 0.59024238 0.83766553 0.22254275 0.32877157 0.58954050 0.45638962
[1861] 0.45638962 0.35548122 0.17550010 0.22254275 0.32877157 0.78936295
[1867] 0.78936295 0.45638962 0.27237616 0.59024238 0.65365167 0.58954050
[1873] 0.83766553 0.66409760 0.65365167 0.39067504 0.35548122 0.65365167
[1879] 0.66409760 0.78936295 0.87662882 0.58954050 0.39067504 0.28634532
[1885] 0.71205803 0.65365167 0.73131336 0.45638962 0.65365167 0.43135059
[1891] 0.14366447 0.51067938 0.17968128 0.52371909 0.43135059 0.51067938
[1897] 0.58954050 0.58954050 0.83766553 0.58954050 0.45638962 0.59024238
[1903] 0.66409760 0.32877157 0.73131336 0.71205803 0.28634532 0.73131336
[1909] 0.73131336 0.32877157 0.73131336 0.66409760 0.32877157 0.83766553
[1915] 0.39067504 0.51067938 0.71205803 0.78936295 0.32877157 0.73131336
[1921] 0.39067504 0.39067504 0.17968128 0.14366447 0.90727881 0.27237616
[1927] 0.58954050 0.35548122 0.65365167 0.43135059 0.22606643 0.52371909
[1933] 0.66409760 0.27237616 0.51067938 0.52371909 0.83766553 0.27237616
[1939] 0.22606643 0.58954050 0.45638962 0.52371909 0.66409760 0.22254275
[1945] 0.45638962 0.87662882 0.59024238 0.73131336 0.73131336 0.32877157
[1951] 0.65365167 0.87944015 0.28634532 0.71205803 0.51067938 0.43135059
[1957] 0.66409760 0.32877157 0.73131336 0.73131336 0.35548122 0.83766553
[1963] 0.52371909 0.59024238 0.58954050 0.35548122 0.65365167 0.71205803
[1969] 0.45638962 0.83766553 0.59024238 0.58954050 0.58954050 0.17968128
[1975] 0.58954050 0.73131336 0.51067938 0.43135059 0.32877157 0.11398653
[1981] 0.35548122 0.66409760 0.52371909 0.35548122 0.27237616 0.35548122
[1987] 0.45638962 0.73131336 0.28634532 0.80940851 0.32877157 0.66409760
[1993] 0.28634532 0.73131336 0.80940851 0.52371909 0.45638962 0.73131336
[1999] 0.73131336 0.71205803
attr(,"label")
[1] "Fitted values"
Code
residuals(fit_plf)
Output
[1] -0.45638962 0.23581645 0.12337118 -0.22254275 0.21063705 -0.28634532
[7] 0.47628091 0.56864941 0.21063705 0.23581645 0.16233447 0.28794197
[13] -0.45638962 -0.51067938 -0.73131336 -0.35548122 0.41045950 0.28794197
[19] -0.45638962 -0.32877157 0.56864941 0.19059149 0.12337118 0.16233447
[25] 0.33590240 0.48932062 0.23581645 -0.51067938 0.28794197 -0.27237616
[31] -0.51067938 -0.65365167 -0.78936295 -0.32877157 0.54361038 -0.52371909
[37] -0.66409760 0.16233447 0.48932062 -0.59024238 -0.27237616 0.48932062
[43] -0.51067938 0.21063705 0.21063705 -0.45638962 -0.32877157 0.48932062
[49] 0.77745725 -0.52371909 0.47628091 -0.27237616 0.85633553 -0.52371909
[55] 0.67122843 0.41045950 -0.32877157 0.47628091 -0.52371909 0.47628091
[61] 0.12055985 -0.66409760 0.67122843 -0.22254275 0.34634833 -0.73131336
[67] -0.22254275 0.26868664 -0.08992418 0.06908381 -0.43135059 -0.22254275
[73] 0.54361038 0.41045950 -0.51067938 0.77745725 0.34634833 -0.22606643
[79] -0.32877157 0.48932062 0.47628091 -0.58954050 -0.22254275 -0.35548122
[85] -0.51067938 -0.65365167 0.71365468 -0.35548122 -0.45638962 -0.73131336
[91] -0.28634532 0.28794197 -0.45638962 0.28794197 0.72762384 -0.22254275
[97] 0.60932496 0.16233447 -0.27237616 0.15230486 0.05113166 0.47628091
[103] 0.47628091 0.33590240 -0.39067504 -0.17550010 0.21063705 -0.78936295
[109] 0.33590240 -0.14366447 0.34634833 -0.45638962 0.60932496 0.16233447
[115] -0.32877157 -0.58954050 0.67122843 0.12337118 -0.22254275 0.54361038
[121] 0.23581645 -0.45638962 -0.27237616 0.16233447 -0.27237616 0.48932062
[127] 0.72762384 -0.22606643 -0.27237616 -0.28634532 0.54361038 -0.43135059
[133] -0.43135059 0.16233447 -0.39067504 -0.39067504 -0.13443718 0.40975762
[139] 0.26868664 0.16233447 -0.39067504 0.82031872 -0.28634532 0.21063705
[145] 0.48932062 -0.66409760 0.09272119 0.26868664 -0.22254275 0.67122843
[151] -0.27237616 -0.22254275 0.33590240 -0.45638962 0.16233447 -0.35548122
[157] -0.22254275 0.09272119 0.06908381 0.60932496 0.56864941 0.47628091
[163] -0.90727881 -0.14366447 0.56864941 -0.45638962 0.33590240 -0.90727881
[169] -0.27237616 0.21063705 -0.28634532 0.33590240 -0.59024238 0.41045950
[175] -0.73131336 0.56864941 -0.45638962 0.23581645 0.12337118 -0.17968128
[181] 0.60932496 0.12337118 0.09272119 0.19059149 -0.59024238 -0.51067938
[187] 0.12337118 -0.35548122 -0.11398653 0.26868664 -0.32877157 0.48932062
[193] 0.26868664 -0.14366447 0.09272119 0.41045950 -0.58954050 -0.66409760
[199] 0.21063705 0.54361038 -0.32877157 0.41045950 -0.22606643 0.21063705
[205] 0.12337118 -0.73131336 0.26868664 -0.45638962 0.21063705 -0.39067504
[211] -0.59024238 0.60932496 0.77393357 -0.52371909 -0.17968128 -0.28634532
[217] 0.26868664 0.21063705 0.06908381 0.26868664 0.40975762 -0.39067504
[223] -0.39067504 -0.73131336 -0.39067504 0.56864941 0.26868664 0.48932062
[229] 0.41045950 -0.52371909 0.64451878 0.09272119 0.12337118 0.64451878
[235] 0.16233447 -0.73131336 0.41045950 -0.93091619 -0.32877157 0.09272119
[241] 0.26868664 -0.65365167 0.33590240 0.54361038 0.48932062 -0.32877157
[247] -0.45638962 -0.58954050 0.40975762 -0.32877157 0.16233447 0.48932062
[253] 0.21063705 -0.66409760 -0.59024238 -0.59024238 0.33590240 0.54361038
[259] 0.28794197 0.21063705 -0.08992418 0.34634833 -0.35548122 -0.27237616
[265] 0.33590240 -0.58954050 0.16233447 -0.45638962 0.23581645 -0.14366447
[271] -0.45638962 -0.66409760 0.21063705 -0.35548122 0.09272119 -0.32877157
[277] -0.52371909 -0.17968128 0.64451878 -0.52371909 -0.27237616 0.26868664
[283] 0.41045950 -0.43135059 -0.59024238 -0.76418355 0.48932062 -0.78936295
[289] 0.06908381 -0.43135059 -0.43135059 -0.27237616 0.67122843 -0.58954050
[295] 0.54361038 0.16233447 0.40975762 -0.51067938 0.40975762 0.16233447
[301] 0.40975762 -0.39067504 -0.35548122 -0.22606643 -0.66409760 0.09272119
[307] 0.21063705 0.09272119 0.56864941 -0.39067504 -0.66409760 -0.27237616
[313] -0.45638962 -0.52371909 0.15230486 0.21063705 -0.52371909 -0.65365167
[319] 0.41045950 -0.32877157 0.72762384 0.47628091 0.26868664 -0.07066939
[325] 0.34634833 0.26868664 -0.35548122 0.21063705 0.26868664 -0.14366447
[331] -0.32877157 -0.39067504 -0.45638962 0.72762384 0.12337118 0.48932062
[337] -0.58954050 0.54361038 0.33590240 -0.39067504 -0.66409760 0.40975762
[343] 0.21063705 -0.73131336 0.48932062 0.48932062 0.54361038 0.56864941
[349] 0.16233447 -0.27237616 -0.17968128 0.16233447 -0.58954050 0.33590240
[355] -0.28634532 0.16233447 -0.52371909 -0.27237616 -0.28634532 0.56864941
[361] 0.23581645 0.72762384 -0.52371909 -0.28634532 0.12337118 -0.45638962
[367] -0.35548122 -0.32877157 -0.27237616 -0.59024238 -0.35548122 -0.52371909
[373] 0.77745725 -0.43135059 0.41045950 0.67122843 -0.14366447 -0.73131336
[379] 0.48932062 0.21063705 0.16233447 -0.52371909 0.56864941 -0.58954050
[385] -0.66409760 0.06908381 -0.51067938 0.03765529 -0.35548122 -0.11398653
[391] -0.32877157 -0.39067504 0.28794197 -0.52371909 -0.51067938 0.60932496
[397] -0.43135059 0.19059149 -0.80940851 0.16233447 -0.22606643 -0.32877157
[403] -0.45638962 -0.83766553 0.09272119 -0.39067504 0.47628091 0.40975762
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[1585] 0.12337118 0.28794197 -0.59024238 -0.28634532 -0.17968128 0.26868664
[1591] 0.26868664 -0.35548122 0.40975762 -0.27237616 -0.59024238 -0.52371909
[1597] -0.78936295 -0.27237616 0.21063705 -0.52371909 0.40975762 0.03765529
[1603] -0.10196231 -0.39067504 0.33590240 0.26868664 0.60932496 -0.39067504
[1609] -0.28634532 0.47628091 0.41045950 -0.39067504 0.26868664 0.77393357
[1615] 0.12337118 -0.58954050 0.47628091 -0.27237616 -0.45638962 -0.17968128
[1621] -0.59024238 0.21063705 0.41045950 0.47628091 -0.35548122 0.82449990
[1627] 0.33590240 0.26868664 0.12337118 -0.73131336 0.41045950 -0.43135059
[1633] 0.47628091 -0.66409760 -0.27237616 -0.73131336 0.26868664 -0.73131336
[1639] -0.32877157 0.47628091 0.12337118 -0.66409760 0.56864941 0.33590240
[1645] -0.52371909 0.21063705 0.71365468 -0.73131336 -0.51067938 0.48932062
[1651] 0.67122843 0.21063705 -0.32877157 -0.52371909 0.54361038 0.41045950
[1657] -0.27237616 0.54361038 -0.17968128 -0.78936295 -0.65365167 0.21063705
[1663] 0.06908381 -0.52371909 0.71365468 0.47628091 0.40975762 0.16233447
[1669] -0.08992418 0.33590240 -0.32877157 0.67122843 -0.51067938 0.82449990
[1675] -0.43135059 -0.51067938 -0.73131336 -0.52371909 0.47628091 0.26868664
[1681] -0.43135059 -0.28634532 -0.58954050 0.26868664 0.48932062 -0.43135059
[1687] 0.72762384 -0.27237616 0.77745725 0.28794197 -0.39067504 0.41045950
[1693] 0.48932062 -0.22606643 0.34634833 -0.32877157 0.60932496 0.34634833
[1699] -0.45638962 0.54361038 -0.11398653 -0.08992418 0.41045950 -0.51067938
[1705] -0.39067504 -0.27237616 0.28794197 0.33590240 -0.90727881 -0.58954050
[1711] -0.17968128 0.64451878 -0.27237616 -0.58954050 -0.32877157 -0.45638962
[1717] 0.06908381 -0.51067938 -0.22254275 -0.27237616 0.33590240 -0.22254275
[1723] -0.73131336 -0.39067504 0.47628091 0.34634833 0.40975762 -0.22254275
[1729] 0.40975762 -0.17968128 -0.39067504 0.54361038 0.16233447 0.41045950
[1735] 0.33590240 -0.52371909 -0.14366447 -0.65365167 -0.27237616 0.47628091
[1741] -0.59024238 -0.28634532 -0.45638962 0.03765529 0.47628091 -0.39067504
[1747] -0.27237616 -0.32877157 0.16233447 -0.14366447 -0.43135059 0.26868664
[1753] -0.27237616 0.05113166 0.67122843 0.34634833 -0.51067938 -0.27237616
[1759] -0.32877157 0.28794197 0.16233447 -0.22606643 -0.32877157 0.48932062
[1765] 0.40975762 0.15230486 0.05113166 0.33590240 -0.52371909 0.16233447
[1771] -0.35548122 -0.28634532 0.21063705 0.40975762 -0.13443718 0.12337118
[1777] -0.66409760 0.54361038 -0.22254275 0.60932496 0.23581645 -0.28634532
[1783] 0.72762384 0.47628091 -0.17550010 -0.14366447 -0.39067504 0.34634833
[1789] 0.21063705 0.21063705 -0.43135059 0.40975762 -0.78936295 0.40975762
[1795] 0.06908381 0.34634833 0.60932496 0.21063705 0.40975762 0.41045950
[1801] -0.32877157 -0.59024238 0.23581645 -0.32877157 -0.58954050 -0.58954050
[1807] 0.64451878 0.48932062 -0.45638962 -0.58954050 -0.43135059 0.12337118
[1813] -0.32877157 0.47628091 -0.17550010 -0.39067504 0.16233447 -0.22254275
[1819] 0.33590240 0.77745725 0.60932496 0.09272119 0.54361038 0.67122843
[1825] -0.22254275 -0.27237616 0.26868664 -0.76418355 0.85633553 -0.14366447
[1831] -0.58954050 0.47628091 0.33590240 -0.39067504 -0.22254275 -0.28634532
[1837] 0.47628091 -0.35548122 -0.45638962 -0.52371909 -0.51067938 0.26868664
[1843] 0.23581645 -0.39067504 0.48932062 0.23581645 0.33590240 -0.14366447
[1849] -0.66409760 -0.17968128 -0.51067938 -0.27237616 -0.27237616 0.33590240
[1855] -0.59024238 0.16233447 -0.22254275 -0.32877157 -0.58954050 0.54361038
[1861] -0.45638962 -0.35548122 -0.17550010 -0.22254275 0.67122843 0.21063705
[1867] 0.21063705 0.54361038 -0.27237616 -0.59024238 -0.65365167 -0.58954050
[1873] 0.16233447 -0.66409760 0.34634833 0.60932496 0.64451878 0.34634833
[1879] 0.33590240 0.21063705 0.12337118 -0.58954050 -0.39067504 -0.28634532
[1885] 0.28794197 -0.65365167 0.26868664 0.54361038 -0.65365167 0.56864941
[1891] -0.14366447 0.48932062 -0.17968128 0.47628091 0.56864941 -0.51067938
[1897] 0.41045950 -0.58954050 0.16233447 -0.58954050 -0.45638962 -0.59024238
[1903] 0.33590240 -0.32877157 0.26868664 -0.71205803 -0.28634532 0.26868664
[1909] 0.26868664 -0.32877157 0.26868664 0.33590240 -0.32877157 0.16233447
[1915] 0.60932496 -0.51067938 0.28794197 0.21063705 -0.32877157 0.26868664
[1921] -0.39067504 0.60932496 -0.17968128 -0.14366447 0.09272119 -0.27237616
[1927] 0.41045950 0.64451878 0.34634833 0.56864941 -0.22606643 0.47628091
[1933] 0.33590240 -0.27237616 -0.51067938 -0.52371909 0.16233447 0.72762384
[1939] -0.22606643 0.41045950 0.54361038 0.47628091 0.33590240 -0.22254275
[1945] -0.45638962 0.12337118 -0.59024238 0.26868664 0.26868664 -0.32877157
[1951] 0.34634833 0.12055985 0.71365468 0.28794197 -0.51067938 -0.43135059
[1957] 0.33590240 0.67122843 0.26868664 0.26868664 -0.35548122 0.16233447
[1963] -0.52371909 0.40975762 -0.58954050 0.64451878 0.34634833 0.28794197
[1969] -0.45638962 0.16233447 0.40975762 -0.58954050 0.41045950 -0.17968128
[1975] -0.58954050 0.26868664 -0.51067938 -0.43135059 -0.32877157 -0.11398653
[1981] -0.35548122 0.33590240 -0.52371909 0.64451878 -0.27237616 0.64451878
[1987] 0.54361038 0.26868664 0.71365468 0.19059149 0.67122843 0.33590240
[1993] -0.28634532 0.26868664 0.19059149 -0.52371909 -0.45638962 0.26868664
[1999] 0.26868664 0.28794197
attr(,"label")
[1] "Residuals"
Code
(fit_irls <- estimNLR(y = y, match = match, group = group, formula = M$M1$
formula, method = "irls"))
Output
Nonlinear regression model
Model: y ~ exp(x + g + x:g) / (1 + exp(x + g + x:g))
Coefficients:
(Intercept) x g x:g
0.5503 0.9941 -0.8388 -0.1536
Maximum likelihood estimation using the iteratively reweighted least squares algorithm
Converged after 4 iterations
Code
coef(fit_irls)
Output
(Intercept) x g x:g
0.5503440 0.9940975 -0.8387766 -0.1535927
Code
logLik(fit_irls)
Output
'log Lik.' -1192.331 (df=4)
Code
vcov(fit_irls)
Output
(Intercept) x g x:g
(Intercept) 0.005266250 0.001165077 -0.0052662505 -0.0011650775
x 0.001165077 0.007010056 -0.0011650775 -0.0070100558
g -0.005266250 -0.001165077 0.0100000836 0.0006504587
x:g -0.001165077 -0.007010056 0.0006504587 0.0130723680
Code
fitted(fit_irls)
Output
1 2 3 4 5 6 7
0.45487411 0.76352613 0.87628488 0.22037531 0.78877573 0.28435576 0.52239129
8 9 10 11 12 13 14
0.42976528 0.78877573 0.76352613 0.83721296 0.71125529 0.45487411 0.50931523
15 16 17 18 19 20 21
0.73056430 0.35368440 0.58839620 0.71125529 0.45487411 0.32690028 0.42976528
22 23 24 25 26 27 28
0.80887717 0.87628488 0.83721296 0.66316115 0.50931523 0.76352613 0.50931523
29 30 31 32 33 34 35
0.71125529 0.27034765 0.50931523 0.65268611 0.78877573 0.32690028 0.45487411
36 37 38 39 40 41 42
0.52239129 0.66316115 0.83721296 0.50931523 0.58910004 0.27034765 0.50931523
43 44 45 46 47 48 49
0.50931523 0.78877573 0.78877573 0.45487411 0.32690028 0.50931523 0.22037531
50 51 52 53 54 55 56
0.52239129 0.52239129 0.27034765 0.14127713 0.52239129 0.32690028 0.58839620
57 58 59 60 61 62 63
0.32690028 0.52239129 0.52239129 0.52239129 0.87910405 0.66316115 0.32690028
64 65 66 67 68 69 70
0.22037531 0.65268611 0.73056430 0.22037531 0.73056430 0.08738702 0.93072359
71 72 73 74 75 76 77
0.42976528 0.22037531 0.45487411 0.58839620 0.50931523 0.22037531 0.65268611
78 79 80 81 82 83 84
0.22390881 0.32690028 0.50931523 0.52239129 0.58839620 0.22037531 0.35368440
85 86 87 88 89 90 91
0.50931523 0.65268611 0.28435576 0.35368440 0.45487411 0.73056430 0.28435576
92 93 94 95 96 97 98
0.71125529 0.45487411 0.71125529 0.27034765 0.22037531 0.38897634 0.83721296
99 100 101 102 103 104 105
0.27034765 0.84727053 0.94872579 0.52239129 0.52239129 0.66316115 0.38897634
106 107 108 109 110 111 112
0.17320152 0.78877573 0.78877573 0.66316115 0.14127713 0.65268611 0.45487411
113 114 115 116 117 118 119
0.38897634 0.83721296 0.32690028 0.58839620 0.32690028 0.87628488 0.22037531
120 121 122 123 124 125 126
0.45487411 0.76352613 0.45487411 0.27034765 0.83721296 0.27034765 0.50931523
127 128 129 130 131 132 133
0.27034765 0.22390881 0.27034765 0.28435576 0.45487411 0.42976528 0.42976528
134 135 136 137 138 139 140
0.83721296 0.38897634 0.38897634 0.13202412 0.58910004 0.73056430 0.83721296
141 142 143 144 145 146 147
0.38897634 0.17739435 0.28435576 0.78877573 0.50931523 0.66316115 0.90702032
148 149 150 151 152 153 154
0.73056430 0.22037531 0.32690028 0.27034765 0.22037531 0.66316115 0.45487411
155 156 157 158 159 160 161
0.83721296 0.35368440 0.22037531 0.90702032 0.93072359 0.38897634 0.42976528
162 163 164 165 166 167 168
0.52239129 0.90702032 0.14127713 0.42976528 0.45487411 0.66316115 0.90702032
169 170 171 172 173 174 175
0.27034765 0.78877573 0.28435576 0.66316115 0.58910004 0.58839620 0.73056430
176 177 178 179 180 181 182
0.42976528 0.45487411 0.76352613 0.87628488 0.17739435 0.38897634 0.87628488
183 184 185 186 187 188 189
0.90702032 0.80887717 0.58910004 0.50931523 0.87628488 0.35368440 0.11151645
190 191 192 193 194 195 196
0.73056430 0.32690028 0.50931523 0.73056430 0.14127713 0.90702032 0.58839620
197 198 199 200 201 202 203
0.58839620 0.66316115 0.78877573 0.45487411 0.32690028 0.58839620 0.22390881
204 205 206 207 208 209 210
0.78877573 0.87628488 0.73056430 0.73056430 0.45487411 0.78877573 0.38897634
211 212 213 214 215 216 217
0.58910004 0.38897634 0.22390881 0.52239129 0.17739435 0.28435576 0.73056430
218 219 220 221 222 223 224
0.78877573 0.93072359 0.73056430 0.58910004 0.38897634 0.38897634 0.73056430
225 226 227 228 229 230 231
0.38897634 0.42976528 0.73056430 0.50931523 0.58839620 0.52239129 0.35368440
232 233 234 235 236 237 238
0.90702032 0.87628488 0.35368440 0.83721296 0.73056430 0.58839620 0.93072359
239 240 241 242 243 244 245
0.32690028 0.90702032 0.73056430 0.65268611 0.66316115 0.45487411 0.50931523
246 247 248 249 250 251 252
0.32690028 0.45487411 0.58839620 0.58910004 0.32690028 0.83721296 0.50931523
253 254 255 256 257 258 259
0.78877573 0.66316115 0.58910004 0.58910004 0.66316115 0.45487411 0.71125529
260 261 262 263 264 265 266
0.78877573 0.08738702 0.65268611 0.35368440 0.27034765 0.66316115 0.58839620
267 268 269 270 271 272 273
0.83721296 0.45487411 0.76352613 0.14127713 0.45487411 0.66316115 0.78877573
274 275 276 277 278 279 280
0.35368440 0.90702032 0.32690028 0.52239129 0.17739435 0.35368440 0.52239129
281 282 283 284 285 286 287
0.27034765 0.73056430 0.58839620 0.42976528 0.58910004 0.76352613 0.50931523
288 289 290 291 292 293 294
0.78877573 0.93072359 0.42976528 0.42976528 0.27034765 0.32690028 0.58839620
295 296 297 298 299 300 301
0.45487411 0.83721296 0.58910004 0.50931523 0.58910004 0.83721296 0.58910004
302 303 304 305 306 307 308
0.38897634 0.35368440 0.22390881 0.66316115 0.90702032 0.78877573 0.90702032
309 310 311 312 313 314 315
0.42976528 0.38897634 0.66316115 0.27034765 0.45487411 0.52239129 0.84727053
316 317 318 319 320 321 322
0.78877573 0.52239129 0.65268611 0.58839620 0.32690028 0.27034765 0.52239129
323 324 325 326 327 328 329
0.73056430 0.06807856 0.65268611 0.73056430 0.35368440 0.78877573 0.73056430
330 331 332 333 334 335 336
0.14127713 0.32690028 0.38897634 0.45487411 0.27034765 0.87628488 0.50931523
337 338 339 340 341 342 343
0.58839620 0.45487411 0.66316115 0.38897634 0.66316115 0.58910004 0.78877573
344 345 346 347 348 349 350
0.73056430 0.50931523 0.50931523 0.45487411 0.42976528 0.83721296 0.27034765
351 352 353 354 355 356 357
0.17739435 0.83721296 0.58839620 0.66316115 0.28435576 0.83721296 0.52239129
358 359 360 361 362 363 364
0.27034765 0.28435576 0.42976528 0.76352613 0.27034765 0.52239129 0.28435576
365 366 367 368 369 370 371
0.87628488 0.45487411 0.35368440 0.32690028 0.27034765 0.58910004 0.35368440
372 373 374 375 376 377 378
0.52239129 0.22037531 0.42976528 0.58839620 0.32690028 0.14127713 0.73056430
379 380 381 382 383 384 385
0.50931523 0.78877573 0.83721296 0.52239129 0.42976528 0.58839620 0.66316115
386 387 388 389 390 391 392
0.93072359 0.50931523 0.96223973 0.35368440 0.11151645 0.32690028 0.38897634
393 394 395 396 397 398 399
0.71125529 0.52239129 0.50931523 0.38897634 0.42976528 0.80887717 0.80887717
400 401 402 403 404 405 406
0.83721296 0.22390881 0.32690028 0.45487411 0.83721296 0.90702032 0.38897634
407 408 409 410 411 412 413
0.52239129 0.58910004 0.45487411 0.80887717 0.65268611 0.45487411 0.78877573
414 415 416 417 418 419 420
0.42976528 0.58839620 0.17739435 0.52239129 0.28435576 0.42976528 0.11151645
421 422 423 424 425 426 427
0.32690028 0.65268611 0.45487411 0.45487411 0.52239129 0.35368440 0.65268611
428 429 430 431 432 433 434
0.65268611 0.52239129 0.50931523 0.38897634 0.45487411 0.50931523 0.83721296
435 436 437 438 439 440 441
0.32690028 0.76352613 0.78877573 0.27034765 0.22390881 0.52239129 0.58910004
442 443 444 445 446 447 448
0.52239129 0.73056430 0.22037531 0.32690028 0.78877573 0.65268611 0.65268611
449 450 451 452 453 454 455
0.17739435 0.32690028 0.58910004 0.14127713 0.80887717 0.52239129 0.50931523
456 457 458 459 460 461 462
0.71125529 0.52239129 0.58910004 0.32690028 0.73056430 0.52239129 0.58910004
463 464 465 466 467 468 469
0.71125529 0.78877573 0.17320152 0.27034765 0.52239129 0.73056430 0.58910004
470 471 472 473 474 475 476
0.65268611 0.58839620 0.66316115 0.32690028 0.50931523 0.78877573 0.73056430
477 478 479 480 481 482 483
0.35368440 0.52239129 0.52239129 0.73056430 0.83721296 0.58910004 0.78877573
484 485 486 487 488 489 490
0.73056430 0.50931523 0.32690028 0.78877573 0.66316115 0.45487411 0.65268611
491 492 493 494 495 496 497
0.73056430 0.22037531 0.22037531 0.32690028 0.50931523 0.17739435 0.28435576
498 499 500 501 502 503 504
0.58910004 0.50931523 0.76352613 0.83721296 0.22390881 0.38897634 0.32690028
505 506 507 508 509 510 511
0.50931523 0.42976528 0.32690028 0.45487411 0.32690028 0.32690028 0.32690028
512 513 514 515 516 517 518
0.13202412 0.17320152 0.66316115 0.71125529 0.28435576 0.38897634 0.42976528
519 520 521 522 523 524 525
0.27034765 0.52239129 0.58839620 0.52239129 0.87910405 0.76352613 0.52239129
526 527 528 529 530 531 532
0.65268611 0.87628488 0.58910004 0.27034765 0.83721296 0.83721296 0.58910004
533 534 535 536 537 538 539
0.38897634 0.42976528 0.32690028 0.66316115 0.66316115 0.73056430 0.50931523
540 541 542 543 544 545 546
0.52239129 0.27034765 0.38897634 0.65268611 0.35368440 0.50931523 0.73056430
547 548 549 550 551 552 553
0.52239129 0.45487411 0.38897634 0.22037531 0.45487411 0.22037531 0.73056430
554 555 556 557 558 559 560
0.45487411 0.35368440 0.45487411 0.65268611 0.27034765 0.66316115 0.52239129
561 562 563 564 565 566 567
0.83721296 0.22390881 0.50931523 0.78877573 0.45487411 0.58910004 0.27034765
568 569 570 571 572 573 574
0.73056430 0.90702032 0.42976528 0.50931523 0.71125529 0.38897634 0.45487411
575 576 577 578 579 580 581
0.50931523 0.52239129 0.38897634 0.73056430 0.14127713 0.38897634 0.42976528
582 583 584 585 586 587 588
0.17739435 0.50931523 0.50931523 0.52239129 0.27034765 0.45487411 0.11151645
589 590 591 592 593 594 595
0.78877573 0.45487411 0.87628488 0.17320152 0.35368440 0.58839620 0.50931523
596 597 598 599 600 601 602
0.50931523 0.45487411 0.22037531 0.58910004 0.66316115 0.27034765 0.22390881
603 604 605 606 607 608 609
0.38897634 0.27034765 0.32690028 0.73056430 0.83721296 0.73056430 0.76352613
610 611 612 613 614 615 616
0.58910004 0.66316115 0.58910004 0.58839620 0.76352613 0.45487411 0.11151645
617 618 619 620 621 622 623
0.50931523 0.11151645 0.73056430 0.28435576 0.45487411 0.17739435 0.45487411
624 625 626 627 628 629 630
0.45487411 0.38897634 0.17739435 0.78877573 0.42976528 0.87628488 0.73056430
631 632 633 634 635 636 637
0.22037531 0.66316115 0.58839620 0.78877573 0.73056430 0.83721296 0.66316115
638 639 640 641 642 643 644
0.73056430 0.58839620 0.87628488 0.42976528 0.58839620 0.58839620 0.58910004
645 646 647 648 649 650 651
0.22037531 0.35368440 0.32690028 0.35368440 0.42976528 0.50931523 0.84727053
652 653 654 655 656 657 658
0.42976528 0.73056430 0.73056430 0.66316115 0.45487411 0.78877573 0.73056430
659 660 661 662 663 664 665
0.17739435 0.73056430 0.32690028 0.78877573 0.27034765 0.32690028 0.32690028
666 667 668 669 670 671 672
0.96223973 0.58839620 0.66316115 0.28435576 0.22037531 0.38897634 0.58910004
673 674 675 676 677 678 679
0.45487411 0.32690028 0.73056430 0.58910004 0.17739435 0.45487411 0.32690028
680 681 682 683 684 685 686
0.45487411 0.14127713 0.42976528 0.32690028 0.11151645 0.66316115 0.87628488
687 688 689 690 691 692 693
0.45487411 0.80887717 0.32690028 0.38897634 0.83721296 0.52239129 0.50931523
694 695 696 697 698 699 700
0.52239129 0.22390881 0.78877573 0.78877573 0.50931523 0.27034765 0.78877573
701 702 703 704 705 706 707
0.22390881 0.27034765 0.90702032 0.27034765 0.38897634 0.28435576 0.78877573
708 709 710 711 712 713 714
0.42976528 0.42976528 0.32690028 0.11151645 0.87628488 0.78877573 0.58839620
715 716 717 718 719 720 721
0.52239129 0.52239129 0.58839620 0.17739435 0.32690028 0.50931523 0.52239129
722 723 724 725 726 727 728
0.42976528 0.50931523 0.58839620 0.83721296 0.71125529 0.17739435 0.38897634
729 730 731 732 733 734 735
0.52239129 0.66316115 0.38897634 0.73056430 0.58839620 0.38897634 0.65268611
736 737 738 739 740 741 742
0.38897634 0.73056430 0.22037531 0.35368440 0.80887717 0.52239129 0.58910004
743 744 745 746 747 748 749
0.80887717 0.73056430 0.32690028 0.52239129 0.22390881 0.87628488 0.71125529
750 751 752 753 754 755 756
0.28435576 0.71125529 0.58910004 0.58910004 0.66316115 0.50931523 0.73056430
757 758 759 760 761 762 763
0.42976528 0.38897634 0.66316115 0.93072359 0.22037531 0.38897634 0.65268611
764 765 766 767 768 769 770
0.14127713 0.27034765 0.32690028 0.50931523 0.58839620 0.50931523 0.35368440
771 772 773 774 775 776 777
0.35368440 0.87628488 0.73056430 0.52239129 0.32690028 0.35368440 0.65268611
778 779 780 781 782 783 784
0.73056430 0.38897634 0.83721296 0.66316115 0.35368440 0.78877573 0.38897634
785 786 787 788 789 790 791
0.42976528 0.32690028 0.27034765 0.50931523 0.50931523 0.58910004 0.28435576
792 793 794 795 796 797 798
0.83721296 0.50931523 0.73056430 0.17739435 0.50931523 0.45487411 0.58839620
799 800 801 802 803 804 805
0.35368440 0.27034765 0.58839620 0.58839620 0.78877573 0.80887717 0.71125529
806 807 808 809 810 811 812
0.73056430 0.32690028 0.42976528 0.27034765 0.80887717 0.83721296 0.52239129
813 814 815 816 817 818 819
0.71125529 0.78877573 0.27034765 0.42976528 0.22037531 0.52239129 0.45487411
820 821 822 823 824 825 826
0.17739435 0.78877573 0.73056430 0.78877573 0.87628488 0.87628488 0.38897634
827 828 829 830 831 832 833
0.42976528 0.17739435 0.50931523 0.45487411 0.22037531 0.22390881 0.52239129
834 835 836 837 838 839 840
0.52239129 0.32690028 0.22037531 0.45487411 0.35368440 0.83721296 0.58910004
841 842 843 844 845 846 847
0.66316115 0.42976528 0.73056430 0.28435576 0.58910004 0.38897634 0.27034765
848 849 850 851 852 853 854
0.27034765 0.73056430 0.14127713 0.50931523 0.42976528 0.58839620 0.22390881
855 856 857 858 859 860 861
0.58839620 0.38897634 0.52239129 0.58839620 0.52239129 0.73056430 0.52239129
862 863 864 865 866 867 868
0.73056430 0.65268611 0.76352613 0.45487411 0.58910004 0.80887717 0.52239129
869 870 871 872 873 874 875
0.58839620 0.27034765 0.58839620 0.87628488 0.66316115 0.38897634 0.90702032
876 877 878 879 880 881 882
0.73056430 0.58839620 0.35368440 0.45487411 0.65268611 0.38897634 0.17739435
883 884 885 886 887 888 889
0.50931523 0.87628488 0.58839620 0.45487411 0.66316115 0.58839620 0.38897634
890 891 892 893 894 895 896
0.78877573 0.42976528 0.17739435 0.42976528 0.65268611 0.58910004 0.45487411
897 898 899 900 901 902 903
0.32690028 0.80887717 0.65268611 0.66316115 0.58839620 0.32690028 0.76352613
904 905 906 907 908 909 910
0.32690028 0.73056430 0.27034765 0.73056430 0.58910004 0.32690028 0.78877573
911 912 913 914 915 916 917
0.66316115 0.38897634 0.58910004 0.58839620 0.38897634 0.78877573 0.38897634
918 919 920 921 922 923 924
0.45487411 0.58910004 0.87628488 0.58910004 0.35368440 0.42976528 0.50931523
925 926 927 928 929 930 931
0.66316115 0.17739435 0.58839620 0.58910004 0.50931523 0.58910004 0.73056430
932 933 934 935 936 937 938
0.76352613 0.58839620 0.42976528 0.58839620 0.38897634 0.58910004 0.71125529
939 940 941 942 943 944 945
0.17739435 0.73056430 0.52239129 0.42976528 0.38897634 0.87628488 0.32690028
946 947 948 949 950 951 952
0.58910004 0.17739435 0.22390881 0.58839620 0.50931523 0.58910004 0.52239129
953 954 955 956 957 958 959
0.38897634 0.87628488 0.66316115 0.17739435 0.50931523 0.52239129 0.22037531
960 961 962 963 964 965 966
0.83721296 0.76352613 0.27034765 0.17739435 0.66316115 0.22037531 0.22037531
967 968 969 970 971 972 973
0.45487411 0.65268611 0.45487411 0.27034765 0.38897634 0.14127713 0.58839620
974 975 976 977 978 979 980
0.71125529 0.38897634 0.66316115 0.71125529 0.71125529 0.66316115 0.73056430
981 982 983 984 985 986 987
0.65268611 0.90702032 0.58839620 0.78877573 0.22037531 0.66316115 0.58839620
988 989 990 991 992 993 994
0.27034765 0.52239129 0.58910004 0.06807856 0.58910004 0.52239129 0.38897634
995 996 997 998 999 1000 1001
0.73056430 0.35368440 0.90702032 0.38897634 0.87628488 0.66316115 0.58839620
1002 1003 1004 1005 1006 1007 1008
0.35368440 0.22037531 0.42976528 0.73056430 0.28435576 0.94872579 0.66316115
1009 1010 1011 1012 1013 1014 1015
0.58910004 0.50931523 0.22037531 0.66316115 0.09945871 0.45487411 0.58839620
1016 1017 1018 1019 1020 1021 1022
0.27034765 0.14127713 0.73056430 0.35368440 0.58839620 0.73056430 0.42976528
1023 1024 1025 1026 1027 1028 1029
0.90702032 0.42976528 0.65268611 0.45487411 0.66316115 0.22037531 0.32690028
1030 1031 1032 1033 1034 1035 1036
0.66316115 0.42976528 0.58910004 0.52239129 0.17739435 0.71125529 0.58839620
1037 1038 1039 1040 1041 1042 1043
0.11151645 0.42976528 0.73056430 0.13202412 0.66316115 0.38897634 0.42976528
1044 1045 1046 1047 1048 1049 1050
0.65268611 0.65268611 0.66316115 0.32690028 0.35368440 0.38897634 0.78877573
1051 1052 1053 1054 1055 1056 1057
0.27034765 0.32690028 0.66316115 0.42976528 0.52239129 0.45487411 0.22390881
1058 1059 1060 1061 1062 1063 1064
0.45487411 0.38897634 0.38897634 0.28435576 0.35368440 0.58910004 0.50931523
1065 1066 1067 1068 1069 1070 1071
0.73056430 0.73056430 0.78877573 0.83721296 0.35368440 0.66316115 0.45487411
1072 1073 1074 1075 1076 1077 1078
0.42976528 0.45487411 0.11151645 0.78877573 0.78877573 0.08738702 0.22037531
1079 1080 1081 1082 1083 1084 1085
0.50931523 0.27034765 0.42976528 0.22037531 0.93072359 0.14127713 0.50931523
1086 1087 1088 1089 1090 1091 1092
0.27034765 0.22390881 0.50931523 0.17320152 0.42976528 0.58910004 0.78877573
1093 1094 1095 1096 1097 1098 1099
0.87628488 0.78877573 0.66316115 0.52239129 0.58910004 0.17739435 0.32690028
1100 1101 1102 1103 1104 1105 1106
0.32690028 0.93072359 0.22390881 0.73056430 0.27034765 0.71125529 0.58910004
1107 1108 1109 1110 1111 1112 1113
0.32690028 0.42976528 0.52239129 0.42976528 0.58910004 0.45487411 0.38897634
1114 1115 1116 1117 1118 1119 1120
0.22390881 0.73056430 0.65268611 0.50931523 0.66316115 0.52239129 0.78877573
1121 1122 1123 1124 1125 1126 1127
0.87628488 0.73056430 0.50931523 0.66316115 0.58839620 0.58839620 0.35368440
1128 1129 1130 1131 1132 1133 1134
0.38897634 0.42976528 0.66316115 0.14127713 0.38897634 0.80887717 0.42976528
1135 1136 1137 1138 1139 1140 1141
0.87628488 0.42976528 0.28435576 0.50931523 0.22390881 0.58839620 0.38897634
1142 1143 1144 1145 1146 1147 1148
0.14127713 0.38897634 0.38897634 0.58910004 0.58910004 0.78877573 0.52239129
1149 1150 1151 1152 1153 1154 1155
0.38897634 0.45487411 0.66316115 0.22390881 0.22390881 0.22037531 0.78877573
1156 1157 1158 1159 1160 1161 1162
0.90702032 0.87628488 0.45487411 0.90702032 0.73056430 0.17320152 0.22037531
1163 1164 1165 1166 1167 1168 1169
0.50931523 0.71125529 0.73056430 0.17320152 0.50931523 0.22037531 0.50931523
1170 1171 1172 1173 1174 1175 1176
0.73056430 0.42976528 0.42976528 0.28435576 0.87910405 0.93072359 0.71125529
1177 1178 1179 1180 1181 1182 1183
0.78877573 0.52239129 0.11151645 0.58839620 0.78877573 0.50931523 0.50931523
1184 1185 1186 1187 1188 1189 1190
0.66316115 0.45487411 0.58839620 0.32690028 0.58910004 0.52239129 0.42976528
1191 1192 1193 1194 1195 1196 1197
0.66316115 0.84727053 0.76352613 0.52239129 0.78877573 0.32690028 0.78877573
1198 1199 1200 1201 1202 1203 1204
0.45487411 0.22390881 0.76352613 0.65268611 0.58910004 0.35368440 0.66316115
1205 1206 1207 1208 1209 1210 1211
0.42976528 0.87628488 0.90702032 0.27034765 0.90702032 0.32690028 0.32690028
1212 1213 1214 1215 1216 1217 1218
0.66316115 0.38897634 0.93072359 0.38897634 0.45487411 0.65268611 0.65268611
1219 1220 1221 1222 1223 1224 1225
0.80887717 0.14127713 0.52239129 0.78877573 0.45487411 0.58839620 0.32690028
1226 1227 1228 1229 1230 1231 1232
0.78877573 0.38897634 0.71125529 0.73056430 0.45487411 0.52239129 0.78877573
1233 1234 1235 1236 1237 1238 1239
0.52239129 0.73056430 0.90702032 0.35368440 0.78877573 0.42976528 0.73056430
1240 1241 1242 1243 1244 1245 1246
0.32690028 0.58839620 0.66316115 0.58839620 0.73056430 0.71125529 0.50931523
1247 1248 1249 1250 1251 1252 1253
0.71125529 0.58839620 0.93072359 0.32690028 0.32690028 0.32690028 0.45487411
1254 1255 1256 1257 1258 1259 1260
0.52239129 0.38897634 0.22037531 0.52239129 0.73056430 0.50931523 0.58839620
1261 1262 1263 1264 1265 1266 1267
0.52239129 0.17739435 0.32690028 0.66316115 0.58839620 0.14127713 0.50931523
1268 1269 1270 1271 1272 1273 1274
0.66316115 0.50931523 0.28435576 0.28435576 0.52239129 0.71125529 0.35368440
1275 1276 1277 1278 1279 1280 1281
0.76352613 0.73056430 0.32690028 0.83721296 0.45487411 0.65268611 0.32690028
1282 1283 1284 1285 1286 1287 1288
0.90702032 0.14127713 0.58910004 0.58910004 0.22390881 0.50931523 0.93072359
1289 1290 1291 1292 1293 1294 1295
0.14127713 0.52239129 0.83721296 0.14127713 0.58910004 0.65268611 0.66316115
1296 1297 1298 1299 1300 1301 1302
0.45487411 0.65268611 0.83721296 0.38897634 0.58910004 0.78877573 0.14127713
1303 1304 1305 1306 1307 1308 1309
0.78877573 0.32690028 0.76352613 0.66316115 0.27034765 0.58839620 0.50931523
1310 1311 1312 1313 1314 1315 1316
0.83721296 0.83721296 0.42976528 0.38897634 0.22037531 0.52239129 0.73056430
1317 1318 1319 1320 1321 1322 1323
0.78877573 0.87628488 0.71125529 0.66316115 0.58910004 0.38897634 0.50931523
1324 1325 1326 1327 1328 1329 1330
0.78877573 0.65268611 0.27034765 0.32690028 0.52239129 0.83721296 0.28435576
1331 1332 1333 1334 1335 1336 1337
0.65268611 0.50931523 0.73056430 0.38897634 0.50931523 0.78877573 0.27034765
1338 1339 1340 1341 1342 1343 1344
0.58839620 0.78877573 0.27034765 0.32690028 0.90702032 0.58839620 0.28435576
1345 1346 1347 1348 1349 1350 1351
0.58839620 0.45487411 0.50931523 0.22037531 0.32690028 0.52239129 0.38897634
1352 1353 1354 1355 1356 1357 1358
0.50931523 0.87628488 0.76352613 0.35368440 0.58910004 0.52239129 0.58839620
1359 1360 1361 1362 1363 1364 1365
0.76352613 0.83721296 0.27034765 0.66316115 0.58839620 0.22037531 0.52239129
1366 1367 1368 1369 1370 1371 1372
0.66316115 0.90702032 0.38897634 0.66316115 0.90702032 0.65268611 0.66316115
1373 1374 1375 1376 1377 1378 1379
0.87910405 0.32690028 0.45487411 0.52239129 0.78877573 0.45487411 0.58839620
1380 1381 1382 1383 1384 1385 1386
0.42976528 0.22037531 0.50931523 0.58839620 0.17739435 0.78877573 0.32690028
1387 1388 1389 1390 1391 1392 1393
0.38897634 0.17739435 0.11151645 0.78877573 0.52239129 0.52239129 0.73056430
1394 1395 1396 1397 1398 1399 1400
0.76352613 0.76352613 0.73056430 0.42976528 0.58910004 0.45487411 0.17320152
1401 1402 1403 1404 1405 1406 1407
0.78877573 0.96223973 0.42976528 0.78877573 0.38897634 0.38897634 0.66316115
1408 1409 1410 1411 1412 1413 1414
0.52239129 0.84727053 0.78877573 0.22390881 0.50931523 0.27034765 0.35368440
1415 1416 1417 1418 1419 1420 1421
0.42976528 0.90702032 0.65268611 0.73056430 0.17320152 0.58910004 0.32690028
1422 1423 1424 1425 1426 1427 1428
0.52239129 0.45487411 0.83721296 0.66316115 0.73056430 0.66316115 0.28435576
1429 1430 1431 1432 1433 1434 1435
0.42976528 0.17739435 0.71125529 0.32690028 0.58839620 0.50931523 0.42976528
1436 1437 1438 1439 1440 1441 1442
0.17739435 0.73056430 0.94872579 0.73056430 0.50931523 0.17739435 0.73056430
1443 1444 1445 1446 1447 1448 1449
0.58910004 0.58839620 0.83721296 0.27034765 0.76352613 0.35368440 0.66316115
1450 1451 1452 1453 1454 1455 1456
0.71125529 0.87628488 0.45487411 0.38897634 0.42976528 0.58910004 0.65268611
1457 1458 1459 1460 1461 1462 1463
0.73056430 0.32690028 0.52239129 0.22390881 0.50931523 0.58910004 0.32690028
1464 1465 1466 1467 1468 1469 1470
0.27034765 0.78877573 0.52239129 0.52239129 0.52239129 0.66316115 0.17739435
1471 1472 1473 1474 1475 1476 1477
0.50931523 0.80887717 0.17320152 0.78877573 0.38897634 0.28435576 0.73056430
1478 1479 1480 1481 1482 1483 1484
0.11151645 0.83721296 0.73056430 0.38897634 0.83721296 0.38897634 0.94872579
1485 1486 1487 1488 1489 1490 1491
0.45487411 0.52239129 0.28435576 0.71125529 0.45487411 0.66316115 0.66316115
1492 1493 1494 1495 1496 1497 1498
0.32690028 0.52239129 0.73056430 0.58839620 0.38897634 0.45487411 0.78877573
1499 1500 1501 1502 1503 1504 1505
0.66316115 0.58839620 0.73056430 0.52239129 0.90702032 0.17739435 0.78877573
1506 1507 1508 1509 1510 1511 1512
0.66316115 0.22037531 0.52239129 0.17739435 0.52239129 0.27034765 0.45487411
1513 1514 1515 1516 1517 1518 1519
0.38897634 0.27034765 0.58839620 0.42976528 0.58839620 0.50931523 0.14127713
1520 1521 1522 1523 1524 1525 1526
0.73056430 0.45487411 0.65268611 0.50931523 0.78877573 0.52239129 0.66316115
1527 1528 1529 1530 1531 1532 1533
0.22390881 0.66316115 0.58839620 0.66316115 0.42976528 0.76352613 0.73056430
1534 1535 1536 1537 1538 1539 1540
0.45487411 0.32690028 0.93072359 0.27034765 0.50931523 0.66316115 0.58839620
1541 1542 1543 1544 1545 1546 1547
0.83721296 0.66316115 0.22390881 0.38897634 0.83721296 0.83721296 0.32690028
1548 1549 1550 1551 1552 1553 1554
0.66316115 0.66316115 0.14127713 0.27034765 0.22037531 0.28435576 0.38897634
1555 1556 1557 1558 1559 1560 1561
0.45487411 0.32690028 0.58910004 0.22037531 0.65268611 0.35368440 0.13202412
1562 1563 1564 1565 1566 1567 1568
0.58910004 0.93072359 0.58910004 0.65268611 0.66316115 0.50931523 0.93072359
1569 1570 1571 1572 1573 1574 1575
0.14127713 0.45487411 0.78877573 0.65268611 0.73056430 0.45487411 0.38897634
1576 1577 1578 1579 1580 1581 1582
0.58910004 0.32690028 0.58910004 0.58910004 0.83721296 0.22390881 0.38897634
1583 1584 1585 1586 1587 1588 1589
0.80887717 0.14127713 0.87628488 0.71125529 0.58910004 0.28435576 0.17739435
1590 1591 1592 1593 1594 1595 1596
0.73056430 0.73056430 0.35368440 0.58910004 0.27034765 0.58910004 0.52239129
1597 1598 1599 1600 1601 1602 1603
0.78877573 0.27034765 0.78877573 0.52239129 0.58910004 0.96223973 0.09945871
1604 1605 1606 1607 1608 1609 1610
0.38897634 0.66316115 0.73056430 0.38897634 0.38897634 0.28435576 0.52239129
1611 1612 1613 1614 1615 1616 1617
0.58839620 0.38897634 0.73056430 0.22390881 0.87628488 0.58839620 0.52239129
1618 1619 1620 1621 1622 1623 1624
0.27034765 0.45487411 0.17739435 0.58910004 0.78877573 0.58839620 0.52239129
1625 1626 1627 1628 1629 1630 1631
0.35368440 0.17320152 0.66316115 0.73056430 0.87628488 0.73056430 0.58839620
1632 1633 1634 1635 1636 1637 1638
0.42976528 0.52239129 0.66316115 0.27034765 0.73056430 0.73056430 0.73056430
1639 1640 1641 1642 1643 1644 1645
0.32690028 0.52239129 0.87628488 0.66316115 0.42976528 0.66316115 0.52239129
1646 1647 1648 1649 1650 1651 1652
0.78877573 0.28435576 0.73056430 0.50931523 0.50931523 0.32690028 0.78877573
1653 1654 1655 1656 1657 1658 1659
0.32690028 0.52239129 0.45487411 0.58839620 0.27034765 0.45487411 0.17739435
1660 1661 1662 1663 1664 1665 1666
0.78877573 0.65268611 0.78877573 0.93072359 0.52239129 0.28435576 0.52239129
1667 1668 1669 1670 1671 1672 1673
0.58910004 0.83721296 0.08738702 0.66316115 0.32690028 0.32690028 0.50931523
1674 1675 1676 1677 1678 1679 1680
0.17320152 0.42976528 0.50931523 0.73056430 0.52239129 0.52239129 0.73056430
1681 1682 1683 1684 1685 1686 1687
0.42976528 0.28435576 0.58839620 0.73056430 0.50931523 0.42976528 0.27034765
1688 1689 1690 1691 1692 1693 1694
0.27034765 0.22037531 0.71125529 0.38897634 0.58839620 0.50931523 0.22390881
1695 1696 1697 1698 1699 1700 1701
0.65268611 0.32690028 0.38897634 0.65268611 0.45487411 0.45487411 0.11151645
1702 1703 1704 1705 1706 1707 1708
0.08738702 0.58839620 0.50931523 0.38897634 0.27034765 0.71125529 0.66316115
1709 1710 1711 1712 1713 1714 1715
0.90702032 0.58839620 0.17739435 0.35368440 0.27034765 0.58839620 0.32690028
1716 1717 1718 1719 1720 1721 1722
0.45487411 0.93072359 0.50931523 0.22037531 0.27034765 0.66316115 0.22037531
1723 1724 1725 1726 1727 1728 1729
0.73056430 0.38897634 0.52239129 0.65268611 0.58910004 0.22037531 0.58910004
1730 1731 1732 1733 1734 1735 1736
0.17739435 0.38897634 0.45487411 0.83721296 0.58839620 0.66316115 0.52239129
1737 1738 1739 1740 1741 1742 1743
0.14127713 0.65268611 0.27034765 0.52239129 0.58910004 0.28435576 0.45487411
1744 1745 1746 1747 1748 1749 1750
0.96223973 0.52239129 0.38897634 0.27034765 0.32690028 0.83721296 0.14127713
1751 1752 1753 1754 1755 1756 1757
0.42976528 0.73056430 0.27034765 0.94872579 0.32690028 0.65268611 0.50931523
1758 1759 1760 1761 1762 1763 1764
0.27034765 0.32690028 0.71125529 0.83721296 0.22390881 0.32690028 0.50931523
1765 1766 1767 1768 1769 1770 1771
0.58910004 0.84727053 0.94872579 0.66316115 0.52239129 0.83721296 0.35368440
1772 1773 1774 1775 1776 1777 1778
0.28435576 0.78877573 0.58910004 0.13202412 0.87628488 0.66316115 0.45487411
1779 1780 1781 1782 1783 1784 1785
0.22037531 0.38897634 0.76352613 0.28435576 0.27034765 0.52239129 0.17320152
1786 1787 1788 1789 1790 1791 1792
0.14127713 0.38897634 0.65268611 0.78877573 0.78877573 0.42976528 0.58910004
1793 1794 1795 1796 1797 1798 1799
0.78877573 0.58910004 0.93072359 0.65268611 0.38897634 0.78877573 0.58910004
1800 1801 1802 1803 1804 1805 1806
0.58839620 0.32690028 0.58910004 0.76352613 0.32690028 0.58839620 0.58839620
1807 1808 1809 1810 1811 1812 1813
0.35368440 0.50931523 0.45487411 0.58839620 0.42976528 0.87628488 0.32690028
1814 1815 1816 1817 1818 1819 1820
0.52239129 0.17320152 0.38897634 0.83721296 0.22037531 0.66316115 0.22037531
1821 1822 1823 1824 1825 1826 1827
0.38897634 0.90702032 0.45487411 0.32690028 0.22037531 0.27034765 0.73056430
1828 1829 1830 1831 1832 1833 1834
0.76352613 0.14127713 0.14127713 0.58839620 0.52239129 0.66316115 0.38897634
1835 1836 1837 1838 1839 1840 1841
0.22037531 0.28435576 0.52239129 0.35368440 0.45487411 0.52239129 0.50931523
1842 1843 1844 1845 1846 1847 1848
0.73056430 0.76352613 0.38897634 0.50931523 0.76352613 0.66316115 0.14127713
1849 1850 1851 1852 1853 1854 1855
0.66316115 0.17739435 0.50931523 0.27034765 0.27034765 0.66316115 0.58910004
1856 1857 1858 1859 1860 1861 1862
0.83721296 0.22037531 0.32690028 0.58839620 0.45487411 0.45487411 0.35368440
1863 1864 1865 1866 1867 1868 1869
0.17320152 0.22037531 0.32690028 0.78877573 0.78877573 0.45487411 0.27034765
1870 1871 1872 1873 1874 1875 1876
0.58910004 0.65268611 0.58839620 0.83721296 0.66316115 0.65268611 0.38897634
1877 1878 1879 1880 1881 1882 1883
0.35368440 0.65268611 0.66316115 0.78877573 0.87628488 0.58839620 0.38897634
1884 1885 1886 1887 1888 1889 1890
0.28435576 0.71125529 0.65268611 0.73056430 0.45487411 0.65268611 0.42976528
1891 1892 1893 1894 1895 1896 1897
0.14127713 0.50931523 0.17739435 0.52239129 0.42976528 0.50931523 0.58839620
1898 1899 1900 1901 1902 1903 1904
0.58839620 0.83721296 0.58839620 0.45487411 0.58910004 0.66316115 0.32690028
1905 1906 1907 1908 1909 1910 1911
0.73056430 0.71125529 0.28435576 0.73056430 0.73056430 0.32690028 0.73056430
1912 1913 1914 1915 1916 1917 1918
0.66316115 0.32690028 0.83721296 0.38897634 0.50931523 0.71125529 0.78877573
1919 1920 1921 1922 1923 1924 1925
0.32690028 0.73056430 0.38897634 0.38897634 0.17739435 0.14127713 0.90702032
1926 1927 1928 1929 1930 1931 1932
0.27034765 0.58839620 0.35368440 0.65268611 0.42976528 0.22390881 0.52239129
1933 1934 1935 1936 1937 1938 1939
0.66316115 0.27034765 0.50931523 0.52239129 0.83721296 0.27034765 0.22390881
1940 1941 1942 1943 1944 1945 1946
0.58839620 0.45487411 0.52239129 0.66316115 0.22037531 0.45487411 0.87628488
1947 1948 1949 1950 1951 1952 1953
0.58910004 0.73056430 0.73056430 0.32690028 0.65268611 0.87910405 0.28435576
1954 1955 1956 1957 1958 1959 1960
0.71125529 0.50931523 0.42976528 0.66316115 0.32690028 0.73056430 0.73056430
1961 1962 1963 1964 1965 1966 1967
0.35368440 0.83721296 0.52239129 0.58910004 0.58839620 0.35368440 0.65268611
1968 1969 1970 1971 1972 1973 1974
0.71125529 0.45487411 0.83721296 0.58910004 0.58839620 0.58839620 0.17739435
1975 1976 1977 1978 1979 1980 1981
0.58839620 0.73056430 0.50931523 0.42976528 0.32690028 0.11151645 0.35368440
1982 1983 1984 1985 1986 1987 1988
0.66316115 0.52239129 0.35368440 0.27034765 0.35368440 0.45487411 0.73056430
1989 1990 1991 1992 1993 1994 1995
0.28435576 0.80887717 0.32690028 0.66316115 0.28435576 0.73056430 0.80887717
1996 1997 1998 1999 2000
0.52239129 0.45487411 0.73056430 0.73056430 0.71125529
attr(,"label")
[1] "Fitted values"
Code
residuals(fit_irls)
Output
1 2 3 4 5 6 7
-1.834439 1.309713 1.141181 -1.282668 1.267787 -1.397342 1.914274
8 9 10 11 12 13 14
2.326852 1.267787 1.309713 1.194439 1.405965 -1.834439 -2.037968
15 16 17 18 19 20 21
-3.711461 -1.547232 1.699535 1.405965 -1.834439 -1.485664 2.326852
22 23 24 25 26 27 28
1.236282 1.141181 1.194439 1.507929 1.963421 1.309713 -2.037968
29 30 31 32 33 34 35
1.405965 -1.370516 -2.037968 -2.879240 -4.734304 -1.485664 2.198410
36 37 38 39 40 41 42
-2.093764 -2.968779 1.194439 1.963421 -2.433682 -1.370516 1.963421
43 44 45 46 47 48 49
-2.037968 1.267787 1.267787 -1.834439 -1.485664 1.963421 4.537713
50 51 52 53 54 55 56
-2.093764 1.914274 -1.370516 7.078287 -2.093764 3.059037 1.699535
57 58 59 60 61 62 63
-1.485664 1.914274 -2.093764 1.914274 1.137522 -2.968779 3.059037
64 65 66 67 68 69 70
-1.282668 1.532130 -3.711461 -1.282668 1.368805 -1.095755 1.074433
71 72 73 74 75 76 77
-1.753664 -1.282668 2.198410 1.699535 -2.037968 4.537713 1.532130
78 79 80 81 82 83 84
-1.288508 -1.485664 1.963421 1.914274 -2.429521 -1.282668 -1.547232
85 86 87 88 89 90 91
-2.037968 -2.879240 3.516721 -1.547232 -1.834439 -3.711461 -1.397342
92 93 94 95 96 97 98
1.405965 -1.834439 1.405965 3.698941 -1.282668 2.570850 1.194439
99 100 101 102 103 104 105
-1.370516 1.180261 1.054045 1.914274 1.914274 1.507929 -1.636598
106 107 108 109 110 111 112
-1.209485 1.267787 -4.734304 1.507929 -1.164520 1.532130 -1.834439
113 114 115 116 117 118 119
2.570850 1.194439 -1.485664 -2.429521 3.059037 1.141181 -1.282668
120 121 122 123 124 125 126
2.198410 1.309713 -1.834439 -1.370516 1.194439 -1.370516 1.963421
127 128 129 130 131 132 133
3.698941 -1.288508 -1.370516 -1.397342 2.198410 -1.753664 -1.753664
134 135 136 137 138 139 140
1.194439 -1.636598 -1.636598 -1.152106 1.697505 1.368805 1.194439
141 142 143 144 145 146 147
-1.636598 5.637158 -1.397342 1.267787 1.963421 -2.968779 1.102511
148 149 150 151 152 153 154
1.368805 -1.282668 3.059037 -1.370516 -1.282668 1.507929 -1.834439
155 156 157 158 159 160 161
1.194439 -1.547232 -1.282668 1.102511 1.074433 2.570850 2.326852
162 163 164 165 166 167 168
1.914274 -10.755038 -1.164520 2.326852 -1.834439 1.507929 -10.755038
169 170 171 172 173 174 175
-1.370516 1.267787 -1.397342 1.507929 -2.433682 1.699535 -3.711461
176 177 178 179 180 181 182
2.326852 -1.834439 1.309713 1.141181 -1.215649 2.570850 1.141181
183 184 185 186 187 188 189
1.102511 1.236282 -2.433682 -2.037968 1.141181 -1.547232 -1.125513
190 191 192 193 194 195 196
1.368805 -1.485664 1.963421 1.368805 -1.164520 1.102511 1.699535
197 198 199 200 201 202 203
-2.429521 -2.968779 1.267787 2.198410 -1.485664 1.699535 -1.288508
204 205 206 207 208 209 210
1.267787 1.141181 -3.711461 1.368805 -1.834439 1.267787 -1.636598
211 212 213 214 215 216 217
-2.433682 2.570850 4.466104 -2.093764 -1.215649 -1.397342 1.368805
218 219 220 221 222 223 224
1.267787 1.074433 1.368805 1.697505 -1.636598 -1.636598 -3.711461
225 226 227 228 229 230 231
-1.636598 2.326852 1.368805 1.963421 1.699535 -2.093764 2.827379
232 233 234 235 236 237 238
1.102511 1.141181 2.827379 1.194439 -3.711461 1.699535 -14.434929
239 240 241 242 243 244 245
-1.485664 1.102511 1.368805 -2.879240 1.507929 2.198410 1.963421
246 247 248 249 250 251 252
-1.485664 -1.834439 -2.429521 1.697505 -1.485664 1.194439 1.963421
253 254 255 256 257 258 259
1.267787 -2.968779 -2.433682 -2.433682 1.507929 2.198410 1.405965
260 261 262 263 264 265 266
1.267787 -1.095755 1.532130 -1.547232 -1.370516 1.507929 -2.429521
267 268 269 270 271 272 273
1.194439 -1.834439 1.309713 -1.164520 -1.834439 -2.968779 1.267787
274 275 276 277 278 279 280
-1.547232 1.102511 -1.485664 -2.093764 -1.215649 2.827379 -2.093764
281 282 283 284 285 286 287
-1.370516 1.368805 1.699535 -1.753664 -2.433682 -4.228797 1.963421
288 289 290 291 292 293 294
-4.734304 1.074433 -1.753664 -1.753664 -1.370516 3.059037 -2.429521
295 296 297 298 299 300 301
2.198410 1.194439 1.697505 -2.037968 1.697505 1.194439 1.697505
302 303 304 305 306 307 308
-1.636598 -1.547232 -1.288508 -2.968779 1.102511 1.267787 1.102511
309 310 311 312 313 314 315
2.326852 -1.636598 -2.968779 -1.370516 -1.834439 -2.093764 1.180261
316 317 318 319 320 321 322
1.267787 -2.093764 -2.879240 1.699535 -1.485664 3.698941 1.914274
323 324 325 326 327 328 329
1.368805 -1.073052 1.532130 1.368805 -1.547232 1.267787 1.368805
330 331 332 333 334 335 336
-1.164520 -1.485664 -1.636598 -1.834439 3.698941 1.141181 1.963421
337 338 339 340 341 342 343
-2.429521 2.198410 1.507929 -1.636598 -2.968779 1.697505 1.267787
344 345 346 347 348 349 350
-3.711461 1.963421 1.963421 2.198410 2.326852 1.194439 -1.370516
351 352 353 354 355 356 357
-1.215649 1.194439 -2.429521 1.507929 -1.397342 1.194439 -2.093764
358 359 360 361 362 363 364
-1.370516 -1.397342 2.326852 1.309713 3.698941 -2.093764 -1.397342
365 366 367 368 369 370 371
1.141181 -1.834439 -1.547232 -1.485664 -1.370516 -2.433682 -1.547232
372 373 374 375 376 377 378
-2.093764 4.537713 -1.753664 1.699535 3.059037 -1.164520 -3.711461
379 380 381 382 383 384 385
1.963421 1.267787 1.194439 -2.093764 2.326852 -2.429521 -2.968779
386 387 388 389 390 391 392
1.074433 -2.037968 1.039242 -1.547232 -1.125513 -1.485664 -1.636598
393 394 395 396 397 398 399
1.405965 -2.093764 -2.037968 2.570850 -1.753664 1.236282 -5.232237
400 401 402 403 404 405 406
1.194439 -1.288508 -1.485664 -1.834439 -6.142995 1.102511 -1.636598
407 408 409 410 411 412 413
1.914274 1.697505 2.198410 1.236282 1.532130 2.198410 1.267787
414 415 416 417 418 419 420
-1.753664 -2.429521 -1.215649 1.914274 -1.397342 2.326852 8.967286
421 422 423 424 425 426 427
-1.485664 1.532130 -1.834439 -1.834439 1.914274 -1.547232 -2.879240
428 429 430 431 432 433 434
1.532130 -2.093764 1.963421 -1.636598 2.198410 1.963421 1.194439
435 436 437 438 439 440 441
-1.485664 1.309713 1.267787 3.698941 4.466104 -2.093764 1.697505
442 443 444 445 446 447 448
1.914274 1.368805 -1.282668 -1.485664 1.267787 -2.879240 -2.879240
449 450 451 452 453 454 455
-1.215649 -1.485664 1.697505 -1.164520 1.236282 1.914274 1.963421
456 457 458 459 460 461 462
1.405965 1.914274 1.697505 3.059037 1.368805 1.914274 1.697505
463 464 465 466 467 468 469
-3.463267 -4.734304 5.773621 3.698941 -2.093764 1.368805 -2.433682
470 471 472 473 474 475 476
1.532130 -2.429521 1.507929 -1.485664 -2.037968 1.267787 1.368805
477 478 479 480 481 482 483
-1.547232 -2.093764 -2.093764 1.368805 1.194439 -2.433682 1.267787
484 485 486 487 488 489 490
1.368805 1.963421 -1.485664 1.267787 -2.968779 -1.834439 1.532130
491 492 493 494 495 496 497
-3.711461 -1.282668 4.537713 -1.485664 -2.037968 5.637158 3.516721
498 499 500 501 502 503 504
1.697505 -2.037968 1.309713 -6.142995 -1.288508 -1.636598 3.059037
505 506 507 508 509 510 511
-2.037968 2.326852 3.059037 -1.834439 3.059037 3.059037 -1.485664
512 513 514 515 516 517 518
-1.152106 -1.209485 1.507929 -3.463267 -1.397342 -1.636598 2.326852
519 520 521 522 523 524 525
-1.370516 1.914274 1.699535 1.914274 1.137522 -4.228797 1.914274
526 527 528 529 530 531 532
1.532130 1.141181 -2.433682 -1.370516 -6.142995 1.194439 -2.433682
533 534 535 536 537 538 539
-1.636598 2.326852 3.059037 1.507929 1.507929 1.368805 1.963421
540 541 542 543 544 545 546
1.914274 -1.370516 -1.636598 1.532130 -1.547232 1.963421 1.368805
547 548 549 550 551 552 553
-2.093764 -1.834439 -1.636598 4.537713 -1.834439 -1.282668 1.368805
554 555 556 557 558 559 560
2.198410 2.827379 -1.834439 1.532130 -1.370516 1.507929 1.914274
561 562 563 564 565 566 567
1.194439 -1.288508 1.963421 1.267787 2.198410 1.697505 -1.370516
568 569 570 571 572 573 574
-3.711461 1.102511 2.326852 -2.037968 -3.463267 -1.636598 2.198410
575 576 577 578 579 580 581
1.963421 -2.093764 -1.636598 1.368805 7.078287 -1.636598 2.326852
582 583 584 585 586 587 588
-1.215649 1.963421 -2.037968 1.914274 -1.370516 -1.834439 -1.125513
589 590 591 592 593 594 595
-4.734304 2.198410 1.141181 -1.209485 2.827379 1.699535 -2.037968
596 597 598 599 600 601 602
1.963421 2.198410 -1.282668 1.697505 -2.968779 3.698941 -1.288508
603 604 605 606 607 608 609
2.570850 3.698941 -1.485664 1.368805 -6.142995 -3.711461 1.309713
610 611 612 613 614 615 616
1.697505 1.507929 -2.433682 -2.429521 1.309713 2.198410 -1.125513
617 618 619 620 621 622 623
-2.037968 -1.125513 -3.711461 -1.397342 -1.834439 5.637158 -1.834439
624 625 626 627 628 629 630
-1.834439 -1.636598 -1.215649 -4.734304 2.326852 1.141181 1.368805
631 632 633 634 635 636 637
-1.282668 -2.968779 1.699535 1.267787 1.368805 1.194439 1.507929
638 639 640 641 642 643 644
1.368805 1.699535 1.141181 -1.753664 -2.429521 1.699535 -2.433682
645 646 647 648 649 650 651
4.537713 -1.547232 3.059037 2.827379 -1.753664 1.963421 -6.547525
652 653 654 655 656 657 658
-1.753664 1.368805 1.368805 -2.968779 -1.834439 -4.734304 1.368805
659 660 661 662 663 664 665
-1.215649 1.368805 -1.485664 1.267787 -1.370516 -1.485664 3.059037
666 667 668 669 670 671 672
1.039242 -2.429521 1.507929 3.516721 -1.282668 -1.636598 1.697505
673 674 675 676 677 678 679
-1.834439 -1.485664 1.368805 -2.433682 -1.215649 -1.834439 -1.485664
680 681 682 683 684 685 686
2.198410 -1.164520 -1.753664 -1.485664 -1.125513 1.507929 -8.083086
687 688 689 690 691 692 693
-1.834439 1.236282 -1.485664 2.570850 1.194439 -2.093764 1.963421
694 695 696 697 698 699 700
-2.093764 -1.288508 1.267787 1.267787 1.963421 3.698941 1.267787
701 702 703 704 705 706 707
4.466104 3.698941 1.102511 -1.370516 2.570850 3.516721 -4.734304
708 709 710 711 712 713 714
-1.753664 2.326852 3.059037 8.967286 1.141181 1.267787 1.699535
715 716 717 718 719 720 721
-2.093764 -2.093764 1.699535 -1.215649 -1.485664 -2.037968 1.914274
722 723 724 725 726 727 728
2.326852 -2.037968 -2.429521 -6.142995 -3.463267 -1.215649 -1.636598
729 730 731 732 733 734 735
-2.093764 1.507929 -1.636598 -3.711461 -2.429521 2.570850 -2.879240
736 737 738 739 740 741 742
2.570850 1.368805 -1.282668 -1.547232 1.236282 -2.093764 -2.433682
743 744 745 746 747 748 749
1.236282 1.368805 -1.485664 1.914274 -1.288508 -8.083086 1.405965
750 751 752 753 754 755 756
-1.397342 1.405965 -2.433682 -2.433682 1.507929 -2.037968 1.368805
757 758 759 760 761 762 763
-1.753664 2.570850 -2.968779 1.074433 -1.282668 2.570850 1.532130
764 765 766 767 768 769 770
-1.164520 3.698941 -1.485664 -2.037968 -2.429521 -2.037968 -1.547232
771 772 773 774 775 776 777
-1.547232 1.141181 1.368805 -2.093764 -1.485664 -1.547232 1.532130
778 779 780 781 782 783 784
1.368805 -1.636598 1.194439 1.507929 2.827379 1.267787 -1.636598
785 786 787 788 789 790 791
-1.753664 3.059037 -1.370516 1.963421 1.963421 1.697505 3.516721
792 793 794 795 796 797 798
1.194439 -2.037968 1.368805 -1.215649 1.963421 2.198410 -2.429521
799 800 801 802 803 804 805
-1.547232 -1.370516 1.699535 -2.429521 1.267787 1.236282 1.405965
806 807 808 809 810 811 812
-3.711461 -1.485664 -1.753664 -1.370516 1.236282 1.194439 -2.093764
813 814 815 816 817 818 819
-3.463267 1.267787 -1.370516 -1.753664 -1.282668 -2.093764 -1.834439
820 821 822 823 824 825 826
-1.215649 -4.734304 1.368805 1.267787 1.141181 1.141181 2.570850
827 828 829 830 831 832 833
2.326852 -1.215649 -2.037968 -1.834439 -1.282668 -1.288508 -2.093764
834 835 836 837 838 839 840
1.914274 -1.485664 -1.282668 2.198410 -1.547232 -6.142995 1.697505
841 842 843 844 845 846 847
1.507929 2.326852 -3.711461 -1.397342 -2.433682 -1.636598 -1.370516
848 849 850 851 852 853 854
-1.370516 1.368805 -1.164520 -2.037968 2.326852 -2.429521 -1.288508
855 856 857 858 859 860 861
1.699535 -1.636598 -2.093764 1.699535 1.914274 -3.711461 1.914274
862 863 864 865 866 867 868
1.368805 -2.879240 1.309713 2.198410 -2.433682 1.236282 1.914274
869 870 871 872 873 874 875
1.699535 -1.370516 1.699535 1.141181 1.507929 2.570850 1.102511
876 877 878 879 880 881 882
1.368805 1.699535 2.827379 2.198410 1.532130 -1.636598 -1.215649
883 884 885 886 887 888 889
1.963421 1.141181 1.699535 2.198410 1.507929 1.699535 -1.636598
890 891 892 893 894 895 896
1.267787 2.326852 -1.215649 2.326852 1.532130 1.697505 2.198410
897 898 899 900 901 902 903
-1.485664 1.236282 -2.879240 1.507929 -2.429521 -1.485664 1.309713
904 905 906 907 908 909 910
3.059037 1.368805 -1.370516 1.368805 1.697505 3.059037 1.267787
911 912 913 914 915 916 917
1.507929 -1.636598 -2.433682 1.699535 -1.636598 1.267787 2.570850
918 919 920 921 922 923 924
2.198410 1.697505 1.141181 -2.433682 2.827379 -1.753664 -2.037968
925 926 927 928 929 930 931
1.507929 -1.215649 1.699535 1.697505 1.963421 -2.433682 1.368805
932 933 934 935 936 937 938
1.309713 1.699535 -1.753664 -2.429521 -1.636598 -2.433682 -3.463267
939 940 941 942 943 944 945
-1.215649 -3.711461 -2.093764 -1.753664 -1.636598 1.141181 -1.485664
946 947 948 949 950 951 952
-2.433682 -1.215649 -1.288508 1.699535 1.963421 1.697505 1.914274
953 954 955 956 957 958 959
-1.636598 1.141181 1.507929 5.637158 -2.037968 -2.093764 4.537713
960 961 962 963 964 965 966
1.194439 1.309713 -1.370516 5.637158 -2.968779 -1.282668 -1.282668
967 968 969 970 971 972 973
-1.834439 1.532130 2.198410 3.698941 2.570850 -1.164520 -2.429521
974 975 976 977 978 979 980
-3.463267 -1.636598 1.507929 -3.463267 1.405965 1.507929 -3.711461
981 982 983 984 985 986 987
1.532130 1.102511 -2.429521 -4.734304 4.537713 -2.968779 -2.429521
988 989 990 991 992 993 994
-1.370516 1.914274 1.697505 -1.073052 1.697505 1.914274 -1.636598
995 996 997 998 999 1000 1001
1.368805 -1.547232 -10.755038 -1.636598 1.141181 1.507929 1.699535
1002 1003 1004 1005 1006 1007 1008
2.827379 -1.282668 2.326852 1.368805 -1.397342 1.054045 -2.968779
1009 1010 1011 1012 1013 1014 1015
1.697505 1.963421 -1.282668 -2.968779 -1.110443 2.198410 1.699535
1016 1017 1018 1019 1020 1021 1022
3.698941 7.078287 1.368805 -1.547232 1.699535 1.368805 -1.753664
1023 1024 1025 1026 1027 1028 1029
1.102511 2.326852 1.532130 2.198410 1.507929 4.537713 -1.485664
1030 1031 1032 1033 1034 1035 1036
1.507929 -1.753664 1.697505 1.914274 -1.215649 1.405965 -2.429521
1037 1038 1039 1040 1041 1042 1043
-1.125513 -1.753664 -3.711461 -1.152106 1.507929 2.570850 -1.753664
1044 1045 1046 1047 1048 1049 1050
-2.879240 1.532130 -2.968779 -1.485664 2.827379 -1.636598 1.267787
1051 1052 1053 1054 1055 1056 1057
-1.370516 3.059037 -2.968779 -1.753664 1.914274 -1.834439 4.466104
1058 1059 1060 1061 1062 1063 1064
2.198410 -1.636598 2.570850 -1.397342 2.827379 1.697505 1.963421
1065 1066 1067 1068 1069 1070 1071
1.368805 1.368805 1.267787 1.194439 -1.547232 -2.968779 -1.834439
1072 1073 1074 1075 1076 1077 1078
-1.753664 -1.834439 -1.125513 1.267787 1.267787 -1.095755 4.537713
1079 1080 1081 1082 1083 1084 1085
-2.037968 -1.370516 2.326852 4.537713 1.074433 -1.164520 1.963421
1086 1087 1088 1089 1090 1091 1092
3.698941 -1.288508 1.963421 -1.209485 2.326852 1.697505 1.267787
1093 1094 1095 1096 1097 1098 1099
-8.083086 1.267787 -2.968779 -2.093764 -2.433682 5.637158 3.059037
1100 1101 1102 1103 1104 1105 1106
3.059037 1.074433 -1.288508 1.368805 3.698941 -3.463267 -2.433682
1107 1108 1109 1110 1111 1112 1113
-1.485664 2.326852 1.914274 2.326852 1.697505 -1.834439 -1.636598
1114 1115 1116 1117 1118 1119 1120
-1.288508 -3.711461 1.532130 1.963421 1.507929 1.914274 1.267787
1121 1122 1123 1124 1125 1126 1127
1.141181 1.368805 1.963421 1.507929 1.699535 1.699535 -1.547232
1128 1129 1130 1131 1132 1133 1134
2.570850 2.326852 1.507929 -1.164520 -1.636598 1.236282 -1.753664
1135 1136 1137 1138 1139 1140 1141
1.141181 2.326852 -1.397342 -2.037968 4.466104 1.699535 -1.636598
1142 1143 1144 1145 1146 1147 1148
-1.164520 -1.636598 2.570850 1.697505 -2.433682 1.267787 -2.093764
1149 1150 1151 1152 1153 1154 1155
-1.636598 -1.834439 1.507929 -1.288508 -1.288508 -1.282668 -4.734304
1156 1157 1158 1159 1160 1161 1162
1.102511 1.141181 -1.834439 1.102511 -3.711461 -1.209485 -1.282668
1163 1164 1165 1166 1167 1168 1169
1.963421 1.405965 1.368805 -1.209485 -2.037968 4.537713 1.963421
1170 1171 1172 1173 1174 1175 1176
-3.711461 2.326852 -1.753664 3.516721 1.137522 1.074433 -3.463267
1177 1178 1179 1180 1181 1182 1183
-4.734304 1.914274 -1.125513 1.699535 1.267787 -2.037968 1.963421
1184 1185 1186 1187 1188 1189 1190
-2.968779 -1.834439 -2.429521 -1.485664 1.697505 -2.093764 2.326852
1191 1192 1193 1194 1195 1196 1197
1.507929 1.180261 -4.228797 1.914274 1.267787 3.059037 -4.734304
1198 1199 1200 1201 1202 1203 1204
2.198410 4.466104 1.309713 1.532130 1.697505 -1.547232 1.507929
1205 1206 1207 1208 1209 1210 1211
-1.753664 1.141181 1.102511 -1.370516 1.102511 3.059037 3.059037
1212 1213 1214 1215 1216 1217 1218
-2.968779 -1.636598 1.074433 2.570850 2.198410 -2.879240 -2.879240
1219 1220 1221 1222 1223 1224 1225
-5.232237 -1.164520 -2.093764 1.267787 2.198410 -2.429521 -1.485664
1226 1227 1228 1229 1230 1231 1232
1.267787 2.570850 -3.463267 1.368805 2.198410 1.914274 -4.734304
1233 1234 1235 1236 1237 1238 1239
-2.093764 -3.711461 1.102511 -1.547232 1.267787 -1.753664 -3.711461
1240 1241 1242 1243 1244 1245 1246
-1.485664 1.699535 1.507929 1.699535 1.368805 -3.463267 -2.037968
1247 1248 1249 1250 1251 1252 1253
1.405965 -2.429521 1.074433 -1.485664 3.059037 -1.485664 2.198410
1254 1255 1256 1257 1258 1259 1260
-2.093764 2.570850 -1.282668 -2.093764 -3.711461 1.963421 -2.429521
1261 1262 1263 1264 1265 1266 1267
1.914274 -1.215649 -1.485664 1.507929 -2.429521 -1.164520 -2.037968
1268 1269 1270 1271 1272 1273 1274
1.507929 1.963421 -1.397342 3.516721 -2.093764 1.405965 -1.547232
1275 1276 1277 1278 1279 1280 1281
1.309713 1.368805 3.059037 1.194439 -1.834439 -2.879240 -1.485664
1282 1283 1284 1285 1286 1287 1288
1.102511 -1.164520 1.697505 1.697505 -1.288508 1.963421 1.074433
1289 1290 1291 1292 1293 1294 1295
-1.164520 -2.093764 -6.142995 -1.164520 1.697505 1.532130 -2.968779
1296 1297 1298 1299 1300 1301 1302
-1.834439 1.532130 1.194439 2.570850 -2.433682 1.267787 -1.164520
1303 1304 1305 1306 1307 1308 1309
1.267787 -1.485664 1.309713 -2.968779 -1.370516 -2.429521 -2.037968
1310 1311 1312 1313 1314 1315 1316
1.194439 1.194439 2.326852 -1.636598 4.537713 -2.093764 -3.711461
1317 1318 1319 1320 1321 1322 1323
1.267787 1.141181 1.405965 1.507929 1.697505 2.570850 -2.037968
1324 1325 1326 1327 1328 1329 1330
1.267787 -2.879240 -1.370516 3.059037 1.914274 1.194439 3.516721
1331 1332 1333 1334 1335 1336 1337
1.532130 -2.037968 -3.711461 2.570850 -2.037968 1.267787 3.698941
1338 1339 1340 1341 1342 1343 1344
1.699535 1.267787 3.698941 3.059037 1.102511 1.699535 -1.397342
1345 1346 1347 1348 1349 1350 1351
1.699535 -1.834439 -2.037968 4.537713 -1.485664 1.914274 2.570850
1352 1353 1354 1355 1356 1357 1358
-2.037968 1.141181 1.309713 -1.547232 1.697505 -2.093764 1.699535
1359 1360 1361 1362 1363 1364 1365
1.309713 1.194439 -1.370516 1.507929 1.699535 4.537713 1.914274
1366 1367 1368 1369 1370 1371 1372
1.507929 1.102511 2.570850 1.507929 1.102511 1.532130 1.507929
1373 1374 1375 1376 1377 1378 1379
1.137522 -1.485664 2.198410 1.914274 1.267787 -1.834439 -2.429521
1380 1381 1382 1383 1384 1385 1386
-1.753664 -1.282668 -2.037968 -2.429521 -1.215649 1.267787 -1.485664
1387 1388 1389 1390 1391 1392 1393
-1.636598 -1.215649 -1.125513 1.267787 1.914274 -2.093764 1.368805
1394 1395 1396 1397 1398 1399 1400
1.309713 1.309713 1.368805 -1.753664 1.697505 -1.834439 -1.209485
1401 1402 1403 1404 1405 1406 1407
1.267787 1.039242 -1.753664 1.267787 -1.636598 2.570850 -2.968779
1408 1409 1410 1411 1412 1413 1414
-2.093764 1.180261 1.267787 -1.288508 1.963421 -1.370516 -1.547232
1415 1416 1417 1418 1419 1420 1421
-1.753664 -10.755038 1.532130 -3.711461 -1.209485 -2.433682 -1.485664
1422 1423 1424 1425 1426 1427 1428
1.914274 2.198410 1.194439 1.507929 1.368805 1.507929 -1.397342
1429 1430 1431 1432 1433 1434 1435
-1.753664 -1.215649 -3.463267 -1.485664 1.699535 1.963421 -1.753664
1436 1437 1438 1439 1440 1441 1442
5.637158 -3.711461 1.054045 1.368805 1.963421 5.637158 -3.711461
1443 1444 1445 1446 1447 1448 1449
-2.433682 1.699535 1.194439 -1.370516 1.309713 2.827379 1.507929
1450 1451 1452 1453 1454 1455 1456
1.405965 -8.083086 -1.834439 -1.636598 2.326852 1.697505 1.532130
1457 1458 1459 1460 1461 1462 1463
-3.711461 -1.485664 1.914274 -1.288508 1.963421 -2.433682 3.059037
1464 1465 1466 1467 1468 1469 1470
3.698941 1.267787 1.914274 1.914274 -2.093764 -2.968779 5.637158
1471 1472 1473 1474 1475 1476 1477
-2.037968 1.236282 -1.209485 1.267787 -1.636598 -1.397342 -3.711461
1478 1479 1480 1481 1482 1483 1484
-1.125513 1.194439 1.368805 2.570850 -6.142995 2.570850 1.054045
1485 1486 1487 1488 1489 1490 1491
2.198410 -2.093764 -1.397342 1.405965 2.198410 -2.968779 1.507929
1492 1493 1494 1495 1496 1497 1498
-1.485664 -2.093764 1.368805 -2.429521 -1.636598 -1.834439 1.267787
1499 1500 1501 1502 1503 1504 1505
1.507929 -2.429521 1.368805 -2.093764 1.102511 5.637158 1.267787
1506 1507 1508 1509 1510 1511 1512
-2.968779 -1.282668 -2.093764 -1.215649 -2.093764 -1.370516 -1.834439
1513 1514 1515 1516 1517 1518 1519
2.570850 -1.370516 1.699535 2.326852 -2.429521 1.963421 -1.164520
1520 1521 1522 1523 1524 1525 1526
1.368805 -1.834439 1.532130 1.963421 1.267787 -2.093764 1.507929
1527 1528 1529 1530 1531 1532 1533
-1.288508 1.507929 -2.429521 1.507929 2.326852 1.309713 1.368805
1534 1535 1536 1537 1538 1539 1540
-1.834439 -1.485664 1.074433 -1.370516 1.963421 1.507929 1.699535
1541 1542 1543 1544 1545 1546 1547
1.194439 -2.968779 -1.288508 -1.636598 1.194439 1.194439 -1.485664
1548 1549 1550 1551 1552 1553 1554
1.507929 -2.968779 -1.164520 3.698941 -1.282668 -1.397342 2.570850
1555 1556 1557 1558 1559 1560 1561
-1.834439 -1.485664 1.697505 4.537713 1.532130 2.827379 -1.152106
1562 1563 1564 1565 1566 1567 1568
1.697505 -14.434929 1.697505 1.532130 1.507929 1.963421 -14.434929
1569 1570 1571 1572 1573 1574 1575
7.078287 -1.834439 1.267787 1.532130 1.368805 -1.834439 -1.636598
1576 1577 1578 1579 1580 1581 1582
1.697505 -1.485664 -2.433682 1.697505 -6.142995 -1.288508 -1.636598
1583 1584 1585 1586 1587 1588 1589
1.236282 7.078287 1.141181 1.405965 -2.433682 -1.397342 -1.215649
1590 1591 1592 1593 1594 1595 1596
1.368805 1.368805 -1.547232 1.697505 -1.370516 -2.433682 -2.093764
1597 1598 1599 1600 1601 1602 1603
-4.734304 -1.370516 1.267787 -2.093764 1.697505 1.039242 -1.110443
1604 1605 1606 1607 1608 1609 1610
-1.636598 1.507929 1.368805 2.570850 -1.636598 -1.397342 1.914274
1611 1612 1613 1614 1615 1616 1617
1.699535 -1.636598 1.368805 4.466104 1.141181 -2.429521 1.914274
1618 1619 1620 1621 1622 1623 1624
-1.370516 -1.834439 -1.215649 -2.433682 1.267787 1.699535 1.914274
1625 1626 1627 1628 1629 1630 1631
-1.547232 5.773621 1.507929 1.368805 1.141181 -3.711461 1.699535
1632 1633 1634 1635 1636 1637 1638
-1.753664 1.914274 -2.968779 -1.370516 -3.711461 1.368805 -3.711461
1639 1640 1641 1642 1643 1644 1645
-1.485664 1.914274 1.141181 -2.968779 2.326852 1.507929 -2.093764
1646 1647 1648 1649 1650 1651 1652
1.267787 3.516721 -3.711461 -2.037968 1.963421 3.059037 1.267787
1653 1654 1655 1656 1657 1658 1659
-1.485664 -2.093764 2.198410 1.699535 -1.370516 2.198410 -1.215649
1660 1661 1662 1663 1664 1665 1666
-4.734304 -2.879240 1.267787 1.074433 -2.093764 3.516721 1.914274
1667 1668 1669 1670 1671 1672 1673
1.697505 1.194439 -1.095755 1.507929 -1.485664 3.059037 -2.037968
1674 1675 1676 1677 1678 1679 1680
5.773621 -1.753664 -2.037968 -3.711461 -2.093764 1.914274 1.368805
1681 1682 1683 1684 1685 1686 1687
-1.753664 -1.397342 -2.429521 1.368805 1.963421 -1.753664 3.698941
1688 1689 1690 1691 1692 1693 1694
-1.370516 4.537713 1.405965 -1.636598 1.699535 1.963421 -1.288508
1695 1696 1697 1698 1699 1700 1701
1.532130 -1.485664 2.570850 1.532130 -1.834439 2.198410 -1.125513
1702 1703 1704 1705 1706 1707 1708
-1.095755 1.699535 -2.037968 -1.636598 -1.370516 1.405965 1.507929
1709 1710 1711 1712 1713 1714 1715
-10.755038 -2.429521 -1.215649 2.827379 -1.370516 -2.429521 -1.485664
1716 1717 1718 1719 1720 1721 1722
-1.834439 1.074433 -2.037968 -1.282668 -1.370516 1.507929 -1.282668
1723 1724 1725 1726 1727 1728 1729
-3.711461 -1.636598 1.914274 1.532130 1.697505 -1.282668 1.697505
1730 1731 1732 1733 1734 1735 1736
-1.215649 -1.636598 2.198410 1.194439 1.699535 1.507929 -2.093764
1737 1738 1739 1740 1741 1742 1743
-1.164520 -2.879240 -1.370516 1.914274 -2.433682 -1.397342 -1.834439
1744 1745 1746 1747 1748 1749 1750
1.039242 1.914274 -1.636598 -1.370516 -1.485664 1.194439 -1.164520
1751 1752 1753 1754 1755 1756 1757
-1.753664 1.368805 -1.370516 1.054045 3.059037 1.532130 -2.037968
1758 1759 1760 1761 1762 1763 1764
-1.370516 -1.485664 1.405965 1.194439 -1.288508 -1.485664 1.963421
1765 1766 1767 1768 1769 1770 1771
1.697505 1.180261 1.054045 1.507929 -2.093764 1.194439 -1.547232
1772 1773 1774 1775 1776 1777 1778
-1.397342 1.267787 1.697505 -1.152106 1.141181 -2.968779 2.198410
1779 1780 1781 1782 1783 1784 1785
-1.282668 2.570850 1.309713 -1.397342 3.698941 1.914274 -1.209485
1786 1787 1788 1789 1790 1791 1792
-1.164520 -1.636598 1.532130 1.267787 1.267787 -1.753664 1.697505
1793 1794 1795 1796 1797 1798 1799
-4.734304 1.697505 1.074433 1.532130 2.570850 1.267787 1.697505
1800 1801 1802 1803 1804 1805 1806
1.699535 -1.485664 -2.433682 1.309713 -1.485664 -2.429521 -2.429521
1807 1808 1809 1810 1811 1812 1813
2.827379 1.963421 -1.834439 -2.429521 -1.753664 1.141181 -1.485664
1814 1815 1816 1817 1818 1819 1820
1.914274 -1.209485 -1.636598 1.194439 -1.282668 1.507929 4.537713
1821 1822 1823 1824 1825 1826 1827
2.570850 1.102511 2.198410 3.059037 -1.282668 -1.370516 1.368805
1828 1829 1830 1831 1832 1833 1834
-4.228797 7.078287 -1.164520 -2.429521 1.914274 1.507929 -1.636598
1835 1836 1837 1838 1839 1840 1841
-1.282668 -1.397342 1.914274 -1.547232 -1.834439 -2.093764 -2.037968
1842 1843 1844 1845 1846 1847 1848
1.368805 1.309713 -1.636598 1.963421 1.309713 1.507929 -1.164520
1849 1850 1851 1852 1853 1854 1855
-2.968779 -1.215649 -2.037968 -1.370516 -1.370516 1.507929 -2.433682
1856 1857 1858 1859 1860 1861 1862
1.194439 -1.282668 -1.485664 -2.429521 2.198410 -1.834439 -1.547232
1863 1864 1865 1866 1867 1868 1869
-1.209485 -1.282668 3.059037 1.267787 1.267787 2.198410 -1.370516
1870 1871 1872 1873 1874 1875 1876
-2.433682 -2.879240 -2.429521 1.194439 -2.968779 1.532130 2.570850
1877 1878 1879 1880 1881 1882 1883
2.827379 1.532130 1.507929 1.267787 1.141181 -2.429521 -1.636598
1884 1885 1886 1887 1888 1889 1890
-1.397342 1.405965 -2.879240 1.368805 2.198410 -2.879240 2.326852
1891 1892 1893 1894 1895 1896 1897
-1.164520 1.963421 -1.215649 1.914274 2.326852 -2.037968 1.699535
1898 1899 1900 1901 1902 1903 1904
-2.429521 1.194439 -2.429521 -1.834439 -2.433682 1.507929 -1.485664
1905 1906 1907 1908 1909 1910 1911
1.368805 -3.463267 -1.397342 1.368805 1.368805 -1.485664 1.368805
1912 1913 1914 1915 1916 1917 1918
1.507929 -1.485664 1.194439 2.570850 -2.037968 1.405965 1.267787
1919 1920 1921 1922 1923 1924 1925
-1.485664 1.368805 -1.636598 2.570850 -1.215649 -1.164520 1.102511
1926 1927 1928 1929 1930 1931 1932
-1.370516 1.699535 2.827379 1.532130 2.326852 -1.288508 1.914274
1933 1934 1935 1936 1937 1938 1939
1.507929 -1.370516 -2.037968 -2.093764 1.194439 3.698941 -1.288508
1940 1941 1942 1943 1944 1945 1946
1.699535 2.198410 1.914274 1.507929 -1.282668 -1.834439 1.141181
1947 1948 1949 1950 1951 1952 1953
-2.433682 1.368805 1.368805 -1.485664 1.532130 1.137522 3.516721
1954 1955 1956 1957 1958 1959 1960
1.405965 -2.037968 -1.753664 1.507929 3.059037 1.368805 1.368805
1961 1962 1963 1964 1965 1966 1967
-1.547232 1.194439 -2.093764 1.697505 -2.429521 2.827379 1.532130
1968 1969 1970 1971 1972 1973 1974
1.405965 -1.834439 1.194439 1.697505 -2.429521 1.699535 -1.215649
1975 1976 1977 1978 1979 1980 1981
-2.429521 1.368805 -2.037968 -1.753664 -1.485664 -1.125513 -1.547232
1982 1983 1984 1985 1986 1987 1988
1.507929 -2.093764 2.827379 -1.370516 2.827379 2.198410 1.368805
1989 1990 1991 1992 1993 1994 1995
3.516721 1.236282 3.059037 1.507929 -1.397342 1.368805 1.236282
1996 1997 1998 1999 2000
-2.093764 -1.834439 1.368805 1.368805 1.405965
attr(,"label")
[1] "Residuals"
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difNLR documentation built on June 30, 2025, 5:06 p.m.
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estimNLR - examples at help page
Code
(fit_nls <- estimNLR(y = y, match = match, group = group, formula = M$M1$
formula, method = "nls", lower = M$M1$lower, upper = M$M1$upper, start = start))
Output
Nonlinear regression model
Model: y ~ c + (1 - c)/(1 + exp(-(a + aDif * g) * (x - (b + bDif * g))))
Coefficients:
a b c aDif bDif
1.1211 -0.3037 0.1106 -0.0645 0.9497
Nonlinear least squares estimation
Converged after 8 iterations
Code
coef(fit_nls)
Output
a b c aDif bDif
1.12111002 -0.30366987 0.11055294 -0.06452584 0.94969524
Code
logLik(fit_nls)
Output
'log Lik.' -1252.515 (df=5)
Code
vcov(fit_nls)
Output
a b c aDif bDif
a 0.022431664 0.016929831 6.457960e-03 -0.007351992 -1.727466e-03
b 0.016929831 0.029611668 1.033136e-02 0.007194420 -5.291136e-03
c 0.006457960 0.010331355 4.384449e-03 0.003779956 -1.014112e-05
aDif -0.007351992 0.007194420 3.779956e-03 0.029190088 -2.220439e-03
bDif -0.001727466 -0.005291136 -1.014112e-05 -0.002220439 1.235827e-02
Code
vcov(fit_nls, sandwich = TRUE)
Output
a b c aDif bDif
a 0.018614638 0.017218187 0.0064071814 -1.145073e-03 -1.203845e-03
b 0.017218187 0.034356847 0.0120786688 1.546893e-02 -4.325496e-03
c 0.006407181 0.012078669 0.0050928509 7.394285e-03 5.961622e-04
aDif -0.001145073 0.015468934 0.0073942854 3.290892e-02 -3.919505e-05
bDif -0.001203845 -0.004325496 0.0005961622 -3.919505e-05 1.291965e-02
Code
fitted(fit_nls)
Output
[1] 0.4364812 0.7866565 0.8870283 0.2254449 0.7950140 0.2979030 0.5093386
[8] 0.4258949 0.7950140 0.7866565 0.8463985 0.7267632 0.4364812 0.5025620
[15] 0.7326843 0.3567994 0.5825445 0.7267632 0.4364812 0.3120549 0.4258949
[22] 0.8368962 0.8870283 0.8463985 0.6607947 0.5025620 0.7866565 0.5025620
[29] 0.7267632 0.2639710 0.5025620 0.6585474 0.7950140 0.3120549 0.4364812
[36] 0.5093386 0.6607947 0.8463985 0.5025620 0.5847767 0.2639710 0.5025620
[43] 0.5025620 0.7950140 0.7950140 0.4364812 0.3120549 0.5025620 0.2254449
[50] 0.5093386 0.5093386 0.2639710 0.1726989 0.5093386 0.3120549 0.5825445
[57] 0.3120549 0.5093386 0.5093386 0.5093386 0.9091806 0.6607947 0.3120549
[64] 0.2254449 0.6585474 0.7326843 0.2254449 0.7326843 0.1431491 0.9412824
[71] 0.4258949 0.2254449 0.4364812 0.5825445 0.5025620 0.2254449 0.6585474
[78] 0.2500384 0.3120549 0.5025620 0.5093386 0.5825445 0.2254449 0.3567994
[85] 0.5025620 0.6585474 0.2979030 0.3567994 0.4364812 0.7326843 0.2979030
[92] 0.7267632 0.4364812 0.7267632 0.2639710 0.2254449 0.3698990 0.8463985
[99] 0.2639710 0.8774495 0.9582385 0.5093386 0.5093386 0.6607947 0.3698990
[106] 0.2126246 0.7950140 0.7950140 0.6607947 0.1726989 0.6585474 0.4364812
[113] 0.3698990 0.8463985 0.3120549 0.5825445 0.3120549 0.8870283 0.2254449
[120] 0.4364812 0.7866565 0.4364812 0.2639710 0.8463985 0.2639710 0.5025620
[127] 0.2639710 0.2500384 0.2639710 0.2979030 0.4364812 0.4258949 0.4258949
[134] 0.8463985 0.3698990 0.3698990 0.1842599 0.5847767 0.7326843 0.8463985
[141] 0.3698990 0.1954772 0.2979030 0.7950140 0.5025620 0.6607947 0.9181070
[148] 0.7326843 0.2254449 0.3120549 0.2639710 0.2254449 0.6607947 0.4364812
[155] 0.8463985 0.3567994 0.2254449 0.9181070 0.9412824 0.3698990 0.4258949
[162] 0.5093386 0.9181070 0.1726989 0.4258949 0.4364812 0.6607947 0.9181070
[169] 0.2639710 0.7950140 0.2979030 0.6607947 0.5847767 0.5825445 0.7326843
[176] 0.4258949 0.4364812 0.7866565 0.8870283 0.1954772 0.3698990 0.8870283
[183] 0.9181070 0.8368962 0.5847767 0.5025620 0.8870283 0.3567994 0.1556874
[190] 0.7326843 0.3120549 0.5025620 0.7326843 0.1726989 0.9181070 0.5825445
[197] 0.5825445 0.6607947 0.7950140 0.4364812 0.3120549 0.5825445 0.2500384
[204] 0.7950140 0.8870283 0.7326843 0.7326843 0.4364812 0.7950140 0.3698990
[211] 0.5847767 0.3698990 0.2500384 0.5093386 0.1954772 0.2979030 0.7326843
[218] 0.7950140 0.9412824 0.7326843 0.5847767 0.3698990 0.3698990 0.7326843
[225] 0.3698990 0.4258949 0.7326843 0.5025620 0.5825445 0.5093386 0.3567994
[232] 0.9181070 0.8870283 0.3567994 0.8463985 0.7326843 0.5825445 0.9412824
[239] 0.3120549 0.9181070 0.7326843 0.6585474 0.6607947 0.4364812 0.5025620
[246] 0.3120549 0.4364812 0.5825445 0.5847767 0.3120549 0.8463985 0.5025620
[253] 0.7950140 0.6607947 0.5847767 0.5847767 0.6607947 0.4364812 0.7267632
[260] 0.7950140 0.1431491 0.6585474 0.3567994 0.2639710 0.6607947 0.5825445
[267] 0.8463985 0.4364812 0.7866565 0.1726989 0.4364812 0.6607947 0.7950140
[274] 0.3567994 0.9181070 0.3120549 0.5093386 0.1954772 0.3567994 0.5093386
[281] 0.2639710 0.7326843 0.5825445 0.4258949 0.5847767 0.7866565 0.5025620
[288] 0.7950140 0.9412824 0.4258949 0.4258949 0.2639710 0.3120549 0.5825445
[295] 0.4364812 0.8463985 0.5847767 0.5025620 0.5847767 0.8463985 0.5847767
[302] 0.3698990 0.3567994 0.2500384 0.6607947 0.9181070 0.7950140 0.9181070
[309] 0.4258949 0.3698990 0.6607947 0.2639710 0.4364812 0.5093386 0.8774495
[316] 0.7950140 0.5093386 0.6585474 0.5825445 0.3120549 0.2639710 0.5093386
[323] 0.7326843 0.1339972 0.6585474 0.7326843 0.3567994 0.7950140 0.7326843
[330] 0.1726989 0.3120549 0.3698990 0.4364812 0.2639710 0.8870283 0.5025620
[337] 0.5825445 0.4364812 0.6607947 0.3698990 0.6607947 0.5847767 0.7950140
[344] 0.7326843 0.5025620 0.5025620 0.4364812 0.4258949 0.8463985 0.2639710
[351] 0.1954772 0.8463985 0.5825445 0.6607947 0.2979030 0.8463985 0.5093386
[358] 0.2639710 0.2979030 0.4258949 0.7866565 0.2639710 0.5093386 0.2979030
[365] 0.8870283 0.4364812 0.3567994 0.3120549 0.2639710 0.5847767 0.3567994
[372] 0.5093386 0.2254449 0.4258949 0.5825445 0.3120549 0.1726989 0.7326843
[379] 0.5025620 0.7950140 0.8463985 0.5093386 0.4258949 0.5825445 0.6607947
[386] 0.9412824 0.5025620 0.9704721 0.3567994 0.1556874 0.3120549 0.3698990
[393] 0.7267632 0.5093386 0.5025620 0.3698990 0.4258949 0.8368962 0.8368962
[400] 0.8463985 0.2500384 0.3120549 0.4364812 0.8463985 0.9181070 0.3698990
[407] 0.5093386 0.5847767 0.4364812 0.8368962 0.6585474 0.4364812 0.7950140
[414] 0.4258949 0.5825445 0.1954772 0.5093386 0.2979030 0.4258949 0.1556874
[421] 0.3120549 0.6585474 0.4364812 0.4364812 0.5093386 0.3567994 0.6585474
[428] 0.6585474 0.5093386 0.5025620 0.3698990 0.4364812 0.5025620 0.8463985
[435] 0.3120549 0.7866565 0.7950140 0.2639710 0.2500384 0.5093386 0.5847767
[442] 0.5093386 0.7326843 0.2254449 0.3120549 0.7950140 0.6585474 0.6585474
[449] 0.1954772 0.3120549 0.5847767 0.1726989 0.8368962 0.5093386 0.5025620
[456] 0.7267632 0.5093386 0.5847767 0.3120549 0.7326843 0.5093386 0.5847767
[463] 0.7267632 0.7950140 0.2126246 0.2639710 0.5093386 0.7326843 0.5847767
[470] 0.6585474 0.5825445 0.6607947 0.3120549 0.5025620 0.7950140 0.7326843
[477] 0.3567994 0.5093386 0.5093386 0.7326843 0.8463985 0.5847767 0.7950140
[484] 0.7326843 0.5025620 0.3120549 0.7950140 0.6607947 0.4364812 0.6585474
[491] 0.7326843 0.2254449 0.2254449 0.3120549 0.5025620 0.1954772 0.2979030
[498] 0.5847767 0.5025620 0.7866565 0.8463985 0.2500384 0.3698990 0.3120549
[505] 0.5025620 0.4258949 0.3120549 0.4364812 0.3120549 0.3120549 0.3120549
[512] 0.1842599 0.2126246 0.6607947 0.7267632 0.2979030 0.3698990 0.4258949
[519] 0.2639710 0.5093386 0.5825445 0.5093386 0.9091806 0.7866565 0.5093386
[526] 0.6585474 0.8870283 0.5847767 0.2639710 0.8463985 0.8463985 0.5847767
[533] 0.3698990 0.4258949 0.3120549 0.6607947 0.6607947 0.7326843 0.5025620
[540] 0.5093386 0.2639710 0.3698990 0.6585474 0.3567994 0.5025620 0.7326843
[547] 0.5093386 0.4364812 0.3698990 0.2254449 0.4364812 0.2254449 0.7326843
[554] 0.4364812 0.3567994 0.4364812 0.6585474 0.2639710 0.6607947 0.5093386
[561] 0.8463985 0.2500384 0.5025620 0.7950140 0.4364812 0.5847767 0.2639710
[568] 0.7326843 0.9181070 0.4258949 0.5025620 0.7267632 0.3698990 0.4364812
[575] 0.5025620 0.5093386 0.3698990 0.7326843 0.1726989 0.3698990 0.4258949
[582] 0.1954772 0.5025620 0.5025620 0.5093386 0.2639710 0.4364812 0.1556874
[589] 0.7950140 0.4364812 0.8870283 0.2126246 0.3567994 0.5825445 0.5025620
[596] 0.5025620 0.4364812 0.2254449 0.5847767 0.6607947 0.2639710 0.2500384
[603] 0.3698990 0.2639710 0.3120549 0.7326843 0.8463985 0.7326843 0.7866565
[610] 0.5847767 0.6607947 0.5847767 0.5825445 0.7866565 0.4364812 0.1556874
[617] 0.5025620 0.1556874 0.7326843 0.2979030 0.4364812 0.1954772 0.4364812
[624] 0.4364812 0.3698990 0.1954772 0.7950140 0.4258949 0.8870283 0.7326843
[631] 0.2254449 0.6607947 0.5825445 0.7950140 0.7326843 0.8463985 0.6607947
[638] 0.7326843 0.5825445 0.8870283 0.4258949 0.5825445 0.5825445 0.5847767
[645] 0.2254449 0.3567994 0.3120549 0.3567994 0.4258949 0.5025620 0.8774495
[652] 0.4258949 0.7326843 0.7326843 0.6607947 0.4364812 0.7950140 0.7326843
[659] 0.1954772 0.7326843 0.3120549 0.7950140 0.2639710 0.3120549 0.3120549
[666] 0.9704721 0.5825445 0.6607947 0.2979030 0.2254449 0.3698990 0.5847767
[673] 0.4364812 0.3120549 0.7326843 0.5847767 0.1954772 0.4364812 0.3120549
[680] 0.4364812 0.1726989 0.4258949 0.3120549 0.1556874 0.6607947 0.8870283
[687] 0.4364812 0.8368962 0.3120549 0.3698990 0.8463985 0.5093386 0.5025620
[694] 0.5093386 0.2500384 0.7950140 0.7950140 0.5025620 0.2639710 0.7950140
[701] 0.2500384 0.2639710 0.9181070 0.2639710 0.3698990 0.2979030 0.7950140
[708] 0.4258949 0.4258949 0.3120549 0.1556874 0.8870283 0.7950140 0.5825445
[715] 0.5093386 0.5093386 0.5825445 0.1954772 0.3120549 0.5025620 0.5093386
[722] 0.4258949 0.5025620 0.5825445 0.8463985 0.7267632 0.1954772 0.3698990
[729] 0.5093386 0.6607947 0.3698990 0.7326843 0.5825445 0.3698990 0.6585474
[736] 0.3698990 0.7326843 0.2254449 0.3567994 0.8368962 0.5093386 0.5847767
[743] 0.8368962 0.7326843 0.3120549 0.5093386 0.2500384 0.8870283 0.7267632
[750] 0.2979030 0.7267632 0.5847767 0.5847767 0.6607947 0.5025620 0.7326843
[757] 0.4258949 0.3698990 0.6607947 0.9412824 0.2254449 0.3698990 0.6585474
[764] 0.1726989 0.2639710 0.3120549 0.5025620 0.5825445 0.5025620 0.3567994
[771] 0.3567994 0.8870283 0.7326843 0.5093386 0.3120549 0.3567994 0.6585474
[778] 0.7326843 0.3698990 0.8463985 0.6607947 0.3567994 0.7950140 0.3698990
[785] 0.4258949 0.3120549 0.2639710 0.5025620 0.5025620 0.5847767 0.2979030
[792] 0.8463985 0.5025620 0.7326843 0.1954772 0.5025620 0.4364812 0.5825445
[799] 0.3567994 0.2639710 0.5825445 0.5825445 0.7950140 0.8368962 0.7267632
[806] 0.7326843 0.3120549 0.4258949 0.2639710 0.8368962 0.8463985 0.5093386
[813] 0.7267632 0.7950140 0.2639710 0.4258949 0.2254449 0.5093386 0.4364812
[820] 0.1954772 0.7950140 0.7326843 0.7950140 0.8870283 0.8870283 0.3698990
[827] 0.4258949 0.1954772 0.5025620 0.4364812 0.2254449 0.2500384 0.5093386
[834] 0.5093386 0.3120549 0.2254449 0.4364812 0.3567994 0.8463985 0.5847767
[841] 0.6607947 0.4258949 0.7326843 0.2979030 0.5847767 0.3698990 0.2639710
[848] 0.2639710 0.7326843 0.1726989 0.5025620 0.4258949 0.5825445 0.2500384
[855] 0.5825445 0.3698990 0.5093386 0.5825445 0.5093386 0.7326843 0.5093386
[862] 0.7326843 0.6585474 0.7866565 0.4364812 0.5847767 0.8368962 0.5093386
[869] 0.5825445 0.2639710 0.5825445 0.8870283 0.6607947 0.3698990 0.9181070
[876] 0.7326843 0.5825445 0.3567994 0.4364812 0.6585474 0.3698990 0.1954772
[883] 0.5025620 0.8870283 0.5825445 0.4364812 0.6607947 0.5825445 0.3698990
[890] 0.7950140 0.4258949 0.1954772 0.4258949 0.6585474 0.5847767 0.4364812
[897] 0.3120549 0.8368962 0.6585474 0.6607947 0.5825445 0.3120549 0.7866565
[904] 0.3120549 0.7326843 0.2639710 0.7326843 0.5847767 0.3120549 0.7950140
[911] 0.6607947 0.3698990 0.5847767 0.5825445 0.3698990 0.7950140 0.3698990
[918] 0.4364812 0.5847767 0.8870283 0.5847767 0.3567994 0.4258949 0.5025620
[925] 0.6607947 0.1954772 0.5825445 0.5847767 0.5025620 0.5847767 0.7326843
[932] 0.7866565 0.5825445 0.4258949 0.5825445 0.3698990 0.5847767 0.7267632
[939] 0.1954772 0.7326843 0.5093386 0.4258949 0.3698990 0.8870283 0.3120549
[946] 0.5847767 0.1954772 0.2500384 0.5825445 0.5025620 0.5847767 0.5093386
[953] 0.3698990 0.8870283 0.6607947 0.1954772 0.5025620 0.5093386 0.2254449
[960] 0.8463985 0.7866565 0.2639710 0.1954772 0.6607947 0.2254449 0.2254449
[967] 0.4364812 0.6585474 0.4364812 0.2639710 0.3698990 0.1726989 0.5825445
[974] 0.7267632 0.3698990 0.6607947 0.7267632 0.7267632 0.6607947 0.7326843
[981] 0.6585474 0.9181070 0.5825445 0.7950140 0.2254449 0.6607947 0.5825445
[988] 0.2639710 0.5093386 0.5847767 0.1339972 0.5847767 0.5093386 0.3698990
[995] 0.7326843 0.3567994 0.9181070 0.3698990 0.8870283 0.6607947 0.5825445
[1002] 0.3567994 0.2254449 0.4258949 0.7326843 0.2979030 0.9582385 0.6607947
[1009] 0.5847767 0.5025620 0.2254449 0.6607947 0.1632499 0.4364812 0.5825445
[1016] 0.2639710 0.1726989 0.7326843 0.3567994 0.5825445 0.7326843 0.4258949
[1023] 0.9181070 0.4258949 0.6585474 0.4364812 0.6607947 0.2254449 0.3120549
[1030] 0.6607947 0.4258949 0.5847767 0.5093386 0.1954772 0.7267632 0.5825445
[1037] 0.1556874 0.4258949 0.7326843 0.1842599 0.6607947 0.3698990 0.4258949
[1044] 0.6585474 0.6585474 0.6607947 0.3120549 0.3567994 0.3698990 0.7950140
[1051] 0.2639710 0.3120549 0.6607947 0.4258949 0.5093386 0.4364812 0.2500384
[1058] 0.4364812 0.3698990 0.3698990 0.2979030 0.3567994 0.5847767 0.5025620
[1065] 0.7326843 0.7326843 0.7950140 0.8463985 0.3567994 0.6607947 0.4364812
[1072] 0.4258949 0.4364812 0.1556874 0.7950140 0.7950140 0.1431491 0.2254449
[1079] 0.5025620 0.2639710 0.4258949 0.2254449 0.9412824 0.1726989 0.5025620
[1086] 0.2639710 0.2500384 0.5025620 0.2126246 0.4258949 0.5847767 0.7950140
[1093] 0.8870283 0.7950140 0.6607947 0.5093386 0.5847767 0.1954772 0.3120549
[1100] 0.3120549 0.9412824 0.2500384 0.7326843 0.2639710 0.7267632 0.5847767
[1107] 0.3120549 0.4258949 0.5093386 0.4258949 0.5847767 0.4364812 0.3698990
[1114] 0.2500384 0.7326843 0.6585474 0.5025620 0.6607947 0.5093386 0.7950140
[1121] 0.8870283 0.7326843 0.5025620 0.6607947 0.5825445 0.5825445 0.3567994
[1128] 0.3698990 0.4258949 0.6607947 0.1726989 0.3698990 0.8368962 0.4258949
[1135] 0.8870283 0.4258949 0.2979030 0.5025620 0.2500384 0.5825445 0.3698990
[1142] 0.1726989 0.3698990 0.3698990 0.5847767 0.5847767 0.7950140 0.5093386
[1149] 0.3698990 0.4364812 0.6607947 0.2500384 0.2500384 0.2254449 0.7950140
[1156] 0.9181070 0.8870283 0.4364812 0.9181070 0.7326843 0.2126246 0.2254449
[1163] 0.5025620 0.7267632 0.7326843 0.2126246 0.5025620 0.2254449 0.5025620
[1170] 0.7326843 0.4258949 0.4258949 0.2979030 0.9091806 0.9412824 0.7267632
[1177] 0.7950140 0.5093386 0.1556874 0.5825445 0.7950140 0.5025620 0.5025620
[1184] 0.6607947 0.4364812 0.5825445 0.3120549 0.5847767 0.5093386 0.4258949
[1191] 0.6607947 0.8774495 0.7866565 0.5093386 0.7950140 0.3120549 0.7950140
[1198] 0.4364812 0.2500384 0.7866565 0.6585474 0.5847767 0.3567994 0.6607947
[1205] 0.4258949 0.8870283 0.9181070 0.2639710 0.9181070 0.3120549 0.3120549
[1212] 0.6607947 0.3698990 0.9412824 0.3698990 0.4364812 0.6585474 0.6585474
[1219] 0.8368962 0.1726989 0.5093386 0.7950140 0.4364812 0.5825445 0.3120549
[1226] 0.7950140 0.3698990 0.7267632 0.7326843 0.4364812 0.5093386 0.7950140
[1233] 0.5093386 0.7326843 0.9181070 0.3567994 0.7950140 0.4258949 0.7326843
[1240] 0.3120549 0.5825445 0.6607947 0.5825445 0.7326843 0.7267632 0.5025620
[1247] 0.7267632 0.5825445 0.9412824 0.3120549 0.3120549 0.3120549 0.4364812
[1254] 0.5093386 0.3698990 0.2254449 0.5093386 0.7326843 0.5025620 0.5825445
[1261] 0.5093386 0.1954772 0.3120549 0.6607947 0.5825445 0.1726989 0.5025620
[1268] 0.6607947 0.5025620 0.2979030 0.2979030 0.5093386 0.7267632 0.3567994
[1275] 0.7866565 0.7326843 0.3120549 0.8463985 0.4364812 0.6585474 0.3120549
[1282] 0.9181070 0.1726989 0.5847767 0.5847767 0.2500384 0.5025620 0.9412824
[1289] 0.1726989 0.5093386 0.8463985 0.1726989 0.5847767 0.6585474 0.6607947
[1296] 0.4364812 0.6585474 0.8463985 0.3698990 0.5847767 0.7950140 0.1726989
[1303] 0.7950140 0.3120549 0.7866565 0.6607947 0.2639710 0.5825445 0.5025620
[1310] 0.8463985 0.8463985 0.4258949 0.3698990 0.2254449 0.5093386 0.7326843
[1317] 0.7950140 0.8870283 0.7267632 0.6607947 0.5847767 0.3698990 0.5025620
[1324] 0.7950140 0.6585474 0.2639710 0.3120549 0.5093386 0.8463985 0.2979030
[1331] 0.6585474 0.5025620 0.7326843 0.3698990 0.5025620 0.7950140 0.2639710
[1338] 0.5825445 0.7950140 0.2639710 0.3120549 0.9181070 0.5825445 0.2979030
[1345] 0.5825445 0.4364812 0.5025620 0.2254449 0.3120549 0.5093386 0.3698990
[1352] 0.5025620 0.8870283 0.7866565 0.3567994 0.5847767 0.5093386 0.5825445
[1359] 0.7866565 0.8463985 0.2639710 0.6607947 0.5825445 0.2254449 0.5093386
[1366] 0.6607947 0.9181070 0.3698990 0.6607947 0.9181070 0.6585474 0.6607947
[1373] 0.9091806 0.3120549 0.4364812 0.5093386 0.7950140 0.4364812 0.5825445
[1380] 0.4258949 0.2254449 0.5025620 0.5825445 0.1954772 0.7950140 0.3120549
[1387] 0.3698990 0.1954772 0.1556874 0.7950140 0.5093386 0.5093386 0.7326843
[1394] 0.7866565 0.7866565 0.7326843 0.4258949 0.5847767 0.4364812 0.2126246
[1401] 0.7950140 0.9704721 0.4258949 0.7950140 0.3698990 0.3698990 0.6607947
[1408] 0.5093386 0.8774495 0.7950140 0.2500384 0.5025620 0.2639710 0.3567994
[1415] 0.4258949 0.9181070 0.6585474 0.7326843 0.2126246 0.5847767 0.3120549
[1422] 0.5093386 0.4364812 0.8463985 0.6607947 0.7326843 0.6607947 0.2979030
[1429] 0.4258949 0.1954772 0.7267632 0.3120549 0.5825445 0.5025620 0.4258949
[1436] 0.1954772 0.7326843 0.9582385 0.7326843 0.5025620 0.1954772 0.7326843
[1443] 0.5847767 0.5825445 0.8463985 0.2639710 0.7866565 0.3567994 0.6607947
[1450] 0.7267632 0.8870283 0.4364812 0.3698990 0.4258949 0.5847767 0.6585474
[1457] 0.7326843 0.3120549 0.5093386 0.2500384 0.5025620 0.5847767 0.3120549
[1464] 0.2639710 0.7950140 0.5093386 0.5093386 0.5093386 0.6607947 0.1954772
[1471] 0.5025620 0.8368962 0.2126246 0.7950140 0.3698990 0.2979030 0.7326843
[1478] 0.1556874 0.8463985 0.7326843 0.3698990 0.8463985 0.3698990 0.9582385
[1485] 0.4364812 0.5093386 0.2979030 0.7267632 0.4364812 0.6607947 0.6607947
[1492] 0.3120549 0.5093386 0.7326843 0.5825445 0.3698990 0.4364812 0.7950140
[1499] 0.6607947 0.5825445 0.7326843 0.5093386 0.9181070 0.1954772 0.7950140
[1506] 0.6607947 0.2254449 0.5093386 0.1954772 0.5093386 0.2639710 0.4364812
[1513] 0.3698990 0.2639710 0.5825445 0.4258949 0.5825445 0.5025620 0.1726989
[1520] 0.7326843 0.4364812 0.6585474 0.5025620 0.7950140 0.5093386 0.6607947
[1527] 0.2500384 0.6607947 0.5825445 0.6607947 0.4258949 0.7866565 0.7326843
[1534] 0.4364812 0.3120549 0.9412824 0.2639710 0.5025620 0.6607947 0.5825445
[1541] 0.8463985 0.6607947 0.2500384 0.3698990 0.8463985 0.8463985 0.3120549
[1548] 0.6607947 0.6607947 0.1726989 0.2639710 0.2254449 0.2979030 0.3698990
[1555] 0.4364812 0.3120549 0.5847767 0.2254449 0.6585474 0.3567994 0.1842599
[1562] 0.5847767 0.9412824 0.5847767 0.6585474 0.6607947 0.5025620 0.9412824
[1569] 0.1726989 0.4364812 0.7950140 0.6585474 0.7326843 0.4364812 0.3698990
[1576] 0.5847767 0.3120549 0.5847767 0.5847767 0.8463985 0.2500384 0.3698990
[1583] 0.8368962 0.1726989 0.8870283 0.7267632 0.5847767 0.2979030 0.1954772
[1590] 0.7326843 0.7326843 0.3567994 0.5847767 0.2639710 0.5847767 0.5093386
[1597] 0.7950140 0.2639710 0.7950140 0.5093386 0.5847767 0.9704721 0.1632499
[1604] 0.3698990 0.6607947 0.7326843 0.3698990 0.3698990 0.2979030 0.5093386
[1611] 0.5825445 0.3698990 0.7326843 0.2500384 0.8870283 0.5825445 0.5093386
[1618] 0.2639710 0.4364812 0.1954772 0.5847767 0.7950140 0.5825445 0.5093386
[1625] 0.3567994 0.2126246 0.6607947 0.7326843 0.8870283 0.7326843 0.5825445
[1632] 0.4258949 0.5093386 0.6607947 0.2639710 0.7326843 0.7326843 0.7326843
[1639] 0.3120549 0.5093386 0.8870283 0.6607947 0.4258949 0.6607947 0.5093386
[1646] 0.7950140 0.2979030 0.7326843 0.5025620 0.5025620 0.3120549 0.7950140
[1653] 0.3120549 0.5093386 0.4364812 0.5825445 0.2639710 0.4364812 0.1954772
[1660] 0.7950140 0.6585474 0.7950140 0.9412824 0.5093386 0.2979030 0.5093386
[1667] 0.5847767 0.8463985 0.1431491 0.6607947 0.3120549 0.3120549 0.5025620
[1674] 0.2126246 0.4258949 0.5025620 0.7326843 0.5093386 0.5093386 0.7326843
[1681] 0.4258949 0.2979030 0.5825445 0.7326843 0.5025620 0.4258949 0.2639710
[1688] 0.2639710 0.2254449 0.7267632 0.3698990 0.5825445 0.5025620 0.2500384
[1695] 0.6585474 0.3120549 0.3698990 0.6585474 0.4364812 0.4364812 0.1556874
[1702] 0.1431491 0.5825445 0.5025620 0.3698990 0.2639710 0.7267632 0.6607947
[1709] 0.9181070 0.5825445 0.1954772 0.3567994 0.2639710 0.5825445 0.3120549
[1716] 0.4364812 0.9412824 0.5025620 0.2254449 0.2639710 0.6607947 0.2254449
[1723] 0.7326843 0.3698990 0.5093386 0.6585474 0.5847767 0.2254449 0.5847767
[1730] 0.1954772 0.3698990 0.4364812 0.8463985 0.5825445 0.6607947 0.5093386
[1737] 0.1726989 0.6585474 0.2639710 0.5093386 0.5847767 0.2979030 0.4364812
[1744] 0.9704721 0.5093386 0.3698990 0.2639710 0.3120549 0.8463985 0.1726989
[1751] 0.4258949 0.7326843 0.2639710 0.9582385 0.3120549 0.6585474 0.5025620
[1758] 0.2639710 0.3120549 0.7267632 0.8463985 0.2500384 0.3120549 0.5025620
[1765] 0.5847767 0.8774495 0.9582385 0.6607947 0.5093386 0.8463985 0.3567994
[1772] 0.2979030 0.7950140 0.5847767 0.1842599 0.8870283 0.6607947 0.4364812
[1779] 0.2254449 0.3698990 0.7866565 0.2979030 0.2639710 0.5093386 0.2126246
[1786] 0.1726989 0.3698990 0.6585474 0.7950140 0.7950140 0.4258949 0.5847767
[1793] 0.7950140 0.5847767 0.9412824 0.6585474 0.3698990 0.7950140 0.5847767
[1800] 0.5825445 0.3120549 0.5847767 0.7866565 0.3120549 0.5825445 0.5825445
[1807] 0.3567994 0.5025620 0.4364812 0.5825445 0.4258949 0.8870283 0.3120549
[1814] 0.5093386 0.2126246 0.3698990 0.8463985 0.2254449 0.6607947 0.2254449
[1821] 0.3698990 0.9181070 0.4364812 0.3120549 0.2254449 0.2639710 0.7326843
[1828] 0.7866565 0.1726989 0.1726989 0.5825445 0.5093386 0.6607947 0.3698990
[1835] 0.2254449 0.2979030 0.5093386 0.3567994 0.4364812 0.5093386 0.5025620
[1842] 0.7326843 0.7866565 0.3698990 0.5025620 0.7866565 0.6607947 0.1726989
[1849] 0.6607947 0.1954772 0.5025620 0.2639710 0.2639710 0.6607947 0.5847767
[1856] 0.8463985 0.2254449 0.3120549 0.5825445 0.4364812 0.4364812 0.3567994
[1863] 0.2126246 0.2254449 0.3120549 0.7950140 0.7950140 0.4364812 0.2639710
[1870] 0.5847767 0.6585474 0.5825445 0.8463985 0.6607947 0.6585474 0.3698990
[1877] 0.3567994 0.6585474 0.6607947 0.7950140 0.8870283 0.5825445 0.3698990
[1884] 0.2979030 0.7267632 0.6585474 0.7326843 0.4364812 0.6585474 0.4258949
[1891] 0.1726989 0.5025620 0.1954772 0.5093386 0.4258949 0.5025620 0.5825445
[1898] 0.5825445 0.8463985 0.5825445 0.4364812 0.5847767 0.6607947 0.3120549
[1905] 0.7326843 0.7267632 0.2979030 0.7326843 0.7326843 0.3120549 0.7326843
[1912] 0.6607947 0.3120549 0.8463985 0.3698990 0.5025620 0.7267632 0.7950140
[1919] 0.3120549 0.7326843 0.3698990 0.3698990 0.1954772 0.1726989 0.9181070
[1926] 0.2639710 0.5825445 0.3567994 0.6585474 0.4258949 0.2500384 0.5093386
[1933] 0.6607947 0.2639710 0.5025620 0.5093386 0.8463985 0.2639710 0.2500384
[1940] 0.5825445 0.4364812 0.5093386 0.6607947 0.2254449 0.4364812 0.8870283
[1947] 0.5847767 0.7326843 0.7326843 0.3120549 0.6585474 0.9091806 0.2979030
[1954] 0.7267632 0.5025620 0.4258949 0.6607947 0.3120549 0.7326843 0.7326843
[1961] 0.3567994 0.8463985 0.5093386 0.5847767 0.5825445 0.3567994 0.6585474
[1968] 0.7267632 0.4364812 0.8463985 0.5847767 0.5825445 0.5825445 0.1954772
[1975] 0.5825445 0.7326843 0.5025620 0.4258949 0.3120549 0.1556874 0.3567994
[1982] 0.6607947 0.5093386 0.3567994 0.2639710 0.3567994 0.4364812 0.7326843
[1989] 0.2979030 0.8368962 0.3120549 0.6607947 0.2979030 0.7326843 0.8368962
[1996] 0.5093386 0.4364812 0.7326843 0.7326843 0.7267632
attr(,"label")
[1] "Fitted values"
Code
residuals(fit_nls)
Output
[1] -0.43648118 0.21334351 0.11297170 -0.22544492 0.20498604 -0.29790303
[7] 0.49066141 0.57410507 0.20498604 0.21334351 0.15360150 0.27323680
[13] -0.43648118 -0.50256204 -0.73268430 -0.35679942 0.41745551 0.27323680
[19] -0.43648118 -0.31205490 0.57410507 0.16310381 0.11297170 0.15360150
[25] 0.33920535 0.49743796 0.21334351 -0.50256204 0.27323680 -0.26397097
[31] -0.50256204 -0.65854737 -0.79501396 -0.31205490 0.56351882 -0.50933859
[37] -0.66079465 0.15360150 0.49743796 -0.58477673 -0.26397097 0.49743796
[43] -0.50256204 0.20498604 0.20498604 -0.43648118 -0.31205490 0.49743796
[49] 0.77455508 -0.50933859 0.49066141 -0.26397097 0.82730110 -0.50933859
[55] 0.68794510 0.41745551 -0.31205490 0.49066141 -0.50933859 0.49066141
[61] 0.09081937 -0.66079465 0.68794510 -0.22544492 0.34145263 -0.73268430
[67] -0.22544492 0.26731570 -0.14314911 0.05871756 -0.42589493 -0.22544492
[73] 0.56351882 0.41745551 -0.50256204 0.77455508 0.34145263 -0.25003843
[79] -0.31205490 0.49743796 0.49066141 -0.58254449 -0.22544492 -0.35679942
[85] -0.50256204 -0.65854737 0.70209697 -0.35679942 -0.43648118 -0.73268430
[91] -0.29790303 0.27323680 -0.43648118 0.27323680 0.73602903 -0.22544492
[97] 0.63010098 0.15360150 -0.26397097 0.12255046 0.04176152 0.49066141
[103] 0.49066141 0.33920535 -0.36989902 -0.21262457 0.20498604 -0.79501396
[109] 0.33920535 -0.17269890 0.34145263 -0.43648118 0.63010098 0.15360150
[115] -0.31205490 -0.58254449 0.68794510 0.11297170 -0.22544492 0.56351882
[121] 0.21334351 -0.43648118 -0.26397097 0.15360150 -0.26397097 0.49743796
[127] 0.73602903 -0.25003843 -0.26397097 -0.29790303 0.56351882 -0.42589493
[133] -0.42589493 0.15360150 -0.36989902 -0.36989902 -0.18425986 0.41522327
[139] 0.26731570 0.15360150 -0.36989902 0.80452281 -0.29790303 0.20498604
[145] 0.49743796 -0.66079465 0.08189300 0.26731570 -0.22544492 0.68794510
[151] -0.26397097 -0.22544492 0.33920535 -0.43648118 0.15360150 -0.35679942
[157] -0.22544492 0.08189300 0.05871756 0.63010098 0.57410507 0.49066141
[163] -0.91810700 -0.17269890 0.57410507 -0.43648118 0.33920535 -0.91810700
[169] -0.26397097 0.20498604 -0.29790303 0.33920535 -0.58477673 0.41745551
[175] -0.73268430 0.57410507 -0.43648118 0.21334351 0.11297170 -0.19547719
[181] 0.63010098 0.11297170 0.08189300 0.16310381 -0.58477673 -0.50256204
[187] 0.11297170 -0.35679942 -0.15568743 0.26731570 -0.31205490 0.49743796
[193] 0.26731570 -0.17269890 0.08189300 0.41745551 -0.58254449 -0.66079465
[199] 0.20498604 0.56351882 -0.31205490 0.41745551 -0.25003843 0.20498604
[205] 0.11297170 -0.73268430 0.26731570 -0.43648118 0.20498604 -0.36989902
[211] -0.58477673 0.63010098 0.74996157 -0.50933859 -0.19547719 -0.29790303
[217] 0.26731570 0.20498604 0.05871756 0.26731570 0.41522327 -0.36989902
[223] -0.36989902 -0.73268430 -0.36989902 0.57410507 0.26731570 0.49743796
[229] 0.41745551 -0.50933859 0.64320058 0.08189300 0.11297170 0.64320058
[235] 0.15360150 -0.73268430 0.41745551 -0.94128244 -0.31205490 0.08189300
[241] 0.26731570 -0.65854737 0.33920535 0.56351882 0.49743796 -0.31205490
[247] -0.43648118 -0.58254449 0.41522327 -0.31205490 0.15360150 0.49743796
[253] 0.20498604 -0.66079465 -0.58477673 -0.58477673 0.33920535 0.56351882
[259] 0.27323680 0.20498604 -0.14314911 0.34145263 -0.35679942 -0.26397097
[265] 0.33920535 -0.58254449 0.15360150 -0.43648118 0.21334351 -0.17269890
[271] -0.43648118 -0.66079465 0.20498604 -0.35679942 0.08189300 -0.31205490
[277] -0.50933859 -0.19547719 0.64320058 -0.50933859 -0.26397097 0.26731570
[283] 0.41745551 -0.42589493 -0.58477673 -0.78665649 0.49743796 -0.79501396
[289] 0.05871756 -0.42589493 -0.42589493 -0.26397097 0.68794510 -0.58254449
[295] 0.56351882 0.15360150 0.41522327 -0.50256204 0.41522327 0.15360150
[301] 0.41522327 -0.36989902 -0.35679942 -0.25003843 -0.66079465 0.08189300
[307] 0.20498604 0.08189300 0.57410507 -0.36989902 -0.66079465 -0.26397097
[313] -0.43648118 -0.50933859 0.12255046 0.20498604 -0.50933859 -0.65854737
[319] 0.41745551 -0.31205490 0.73602903 0.49066141 0.26731570 -0.13399720
[325] 0.34145263 0.26731570 -0.35679942 0.20498604 0.26731570 -0.17269890
[331] -0.31205490 -0.36989902 -0.43648118 0.73602903 0.11297170 0.49743796
[337] -0.58254449 0.56351882 0.33920535 -0.36989902 -0.66079465 0.41522327
[343] 0.20498604 -0.73268430 0.49743796 0.49743796 0.56351882 0.57410507
[349] 0.15360150 -0.26397097 -0.19547719 0.15360150 -0.58254449 0.33920535
[355] -0.29790303 0.15360150 -0.50933859 -0.26397097 -0.29790303 0.57410507
[361] 0.21334351 0.73602903 -0.50933859 -0.29790303 0.11297170 -0.43648118
[367] -0.35679942 -0.31205490 -0.26397097 -0.58477673 -0.35679942 -0.50933859
[373] 0.77455508 -0.42589493 0.41745551 0.68794510 -0.17269890 -0.73268430
[379] 0.49743796 0.20498604 0.15360150 -0.50933859 0.57410507 -0.58254449
[385] -0.66079465 0.05871756 -0.50256204 0.02952789 -0.35679942 -0.15568743
[391] -0.31205490 -0.36989902 0.27323680 -0.50933859 -0.50256204 0.63010098
[397] -0.42589493 0.16310381 -0.83689619 0.15360150 -0.25003843 -0.31205490
[403] -0.43648118 -0.84639850 0.08189300 -0.36989902 0.49066141 0.41522327
[409] 0.56351882 0.16310381 0.34145263 0.56351882 0.20498604 -0.42589493
[415] -0.58254449 -0.19547719 0.49066141 -0.29790303 0.57410507 0.84431257
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[1603] -0.16324988 -0.36989902 0.33920535 0.26731570 0.63010098 -0.36989902
[1609] -0.29790303 0.49066141 0.41745551 -0.36989902 0.26731570 0.74996157
[1615] 0.11297170 -0.58254449 0.49066141 -0.26397097 -0.43648118 -0.19547719
[1621] -0.58477673 0.20498604 0.41745551 0.49066141 -0.35679942 0.78737543
[1627] 0.33920535 0.26731570 0.11297170 -0.73268430 0.41745551 -0.42589493
[1633] 0.49066141 -0.66079465 -0.26397097 -0.73268430 0.26731570 -0.73268430
[1639] -0.31205490 0.49066141 0.11297170 -0.66079465 0.57410507 0.33920535
[1645] -0.50933859 0.20498604 0.70209697 -0.73268430 -0.50256204 0.49743796
[1651] 0.68794510 0.20498604 -0.31205490 -0.50933859 0.56351882 0.41745551
[1657] -0.26397097 0.56351882 -0.19547719 -0.79501396 -0.65854737 0.20498604
[1663] 0.05871756 -0.50933859 0.70209697 0.49066141 0.41522327 0.15360150
[1669] -0.14314911 0.33920535 -0.31205490 0.68794510 -0.50256204 0.78737543
[1675] -0.42589493 -0.50256204 -0.73268430 -0.50933859 0.49066141 0.26731570
[1681] -0.42589493 -0.29790303 -0.58254449 0.26731570 0.49743796 -0.42589493
[1687] 0.73602903 -0.26397097 0.77455508 0.27323680 -0.36989902 0.41745551
[1693] 0.49743796 -0.25003843 0.34145263 -0.31205490 0.63010098 0.34145263
[1699] -0.43648118 0.56351882 -0.15568743 -0.14314911 0.41745551 -0.50256204
[1705] -0.36989902 -0.26397097 0.27323680 0.33920535 -0.91810700 -0.58254449
[1711] -0.19547719 0.64320058 -0.26397097 -0.58254449 -0.31205490 -0.43648118
[1717] 0.05871756 -0.50256204 -0.22544492 -0.26397097 0.33920535 -0.22544492
[1723] -0.73268430 -0.36989902 0.49066141 0.34145263 0.41522327 -0.22544492
[1729] 0.41522327 -0.19547719 -0.36989902 0.56351882 0.15360150 0.41745551
[1735] 0.33920535 -0.50933859 -0.17269890 -0.65854737 -0.26397097 0.49066141
[1741] -0.58477673 -0.29790303 -0.43648118 0.02952789 0.49066141 -0.36989902
[1747] -0.26397097 -0.31205490 0.15360150 -0.17269890 -0.42589493 0.26731570
[1753] -0.26397097 0.04176152 0.68794510 0.34145263 -0.50256204 -0.26397097
[1759] -0.31205490 0.27323680 0.15360150 -0.25003843 -0.31205490 0.49743796
[1765] 0.41522327 0.12255046 0.04176152 0.33920535 -0.50933859 0.15360150
[1771] -0.35679942 -0.29790303 0.20498604 0.41522327 -0.18425986 0.11297170
[1777] -0.66079465 0.56351882 -0.22544492 0.63010098 0.21334351 -0.29790303
[1783] 0.73602903 0.49066141 -0.21262457 -0.17269890 -0.36989902 0.34145263
[1789] 0.20498604 0.20498604 -0.42589493 0.41522327 -0.79501396 0.41522327
[1795] 0.05871756 0.34145263 0.63010098 0.20498604 0.41522327 0.41745551
[1801] -0.31205490 -0.58477673 0.21334351 -0.31205490 -0.58254449 -0.58254449
[1807] 0.64320058 0.49743796 -0.43648118 -0.58254449 -0.42589493 0.11297170
[1813] -0.31205490 0.49066141 -0.21262457 -0.36989902 0.15360150 -0.22544492
[1819] 0.33920535 0.77455508 0.63010098 0.08189300 0.56351882 0.68794510
[1825] -0.22544492 -0.26397097 0.26731570 -0.78665649 0.82730110 -0.17269890
[1831] -0.58254449 0.49066141 0.33920535 -0.36989902 -0.22544492 -0.29790303
[1837] 0.49066141 -0.35679942 -0.43648118 -0.50933859 -0.50256204 0.26731570
[1843] 0.21334351 -0.36989902 0.49743796 0.21334351 0.33920535 -0.17269890
[1849] -0.66079465 -0.19547719 -0.50256204 -0.26397097 -0.26397097 0.33920535
[1855] -0.58477673 0.15360150 -0.22544492 -0.31205490 -0.58254449 0.56351882
[1861] -0.43648118 -0.35679942 -0.21262457 -0.22544492 0.68794510 0.20498604
[1867] 0.20498604 0.56351882 -0.26397097 -0.58477673 -0.65854737 -0.58254449
[1873] 0.15360150 -0.66079465 0.34145263 0.63010098 0.64320058 0.34145263
[1879] 0.33920535 0.20498604 0.11297170 -0.58254449 -0.36989902 -0.29790303
[1885] 0.27323680 -0.65854737 0.26731570 0.56351882 -0.65854737 0.57410507
[1891] -0.17269890 0.49743796 -0.19547719 0.49066141 0.57410507 -0.50256204
[1897] 0.41745551 -0.58254449 0.15360150 -0.58254449 -0.43648118 -0.58477673
[1903] 0.33920535 -0.31205490 0.26731570 -0.72676320 -0.29790303 0.26731570
[1909] 0.26731570 -0.31205490 0.26731570 0.33920535 -0.31205490 0.15360150
[1915] 0.63010098 -0.50256204 0.27323680 0.20498604 -0.31205490 0.26731570
[1921] -0.36989902 0.63010098 -0.19547719 -0.17269890 0.08189300 -0.26397097
[1927] 0.41745551 0.64320058 0.34145263 0.57410507 -0.25003843 0.49066141
[1933] 0.33920535 -0.26397097 -0.50256204 -0.50933859 0.15360150 0.73602903
[1939] -0.25003843 0.41745551 0.56351882 0.49066141 0.33920535 -0.22544492
[1945] -0.43648118 0.11297170 -0.58477673 0.26731570 0.26731570 -0.31205490
[1951] 0.34145263 0.09081937 0.70209697 0.27323680 -0.50256204 -0.42589493
[1957] 0.33920535 0.68794510 0.26731570 0.26731570 -0.35679942 0.15360150
[1963] -0.50933859 0.41522327 -0.58254449 0.64320058 0.34145263 0.27323680
[1969] -0.43648118 0.15360150 0.41522327 -0.58254449 0.41745551 -0.19547719
[1975] -0.58254449 0.26731570 -0.50256204 -0.42589493 -0.31205490 -0.15568743
[1981] -0.35679942 0.33920535 -0.50933859 0.64320058 -0.26397097 0.64320058
[1987] 0.56351882 0.26731570 0.70209697 0.16310381 0.68794510 0.33920535
[1993] -0.29790303 0.26731570 0.16310381 -0.50933859 -0.43648118 0.26731570
[1999] 0.26731570 0.27323680
attr(,"label")
[1] "Residuals"
Code
(fit_mle <- estimNLR(y = y, match = match, group = group, formula = M$M1$
formula, method = "mle", lower = M$M1$lower, upper = M$M1$upper, start = start))
Output
Nonlinear regression model
Model: y ~ c + (1 - c)/(1 + exp(-(a + aDif * g) * (x - (b + bDif * g))))
Coefficients:
a b c aDif bDif
1.0779 -0.3469 0.0893 -0.0626 0.9235
Maximum likelihood estimation using the L-BFGS-B algorithm
Converged after 23 iterations
Code
coef(fit_mle)
Output
a b c aDif bDif
1.07785356 -0.34693642 0.08925326 -0.06260473 0.92348995
Code
logLik(fit_mle)
Output
'log Lik.' -1191.904 (df=5)
Code
vcov(fit_mle)
Output
a b c aDif bDif
a 0.015987675 0.017897665 0.0066068809 -0.0000986350 -0.0013822815
b 0.017897665 0.040677309 0.0148394967 0.0177901835 -0.0035826532
c 0.006606881 0.014839497 0.0063269453 0.0086089359 0.0009761246
aDif -0.000098635 0.017790183 0.0086089359 0.0311452397 0.0007864552
bDif -0.001382282 -0.003582653 0.0009761246 0.0007864552 0.0132645725
Code
fitted(fit_mle)
Output
[1] 0.48169035 0.75898307 0.82965505 0.25930609 0.74378849 0.32185597
[7] 0.54259783 0.44328898 0.74378849 0.75898307 0.78992426 0.71157291
[13] 0.48169035 0.50772217 0.69147792 0.38070900 0.57189984 0.71157291
[19] 0.48169035 0.36321785 0.44328898 0.80078200 0.82965505 0.78992426
[25] 0.63374625 0.50772217 0.75898307 0.50772217 0.71157291 0.30884991
[31] 0.50772217 0.65902646 0.74378849 0.36321785 0.48169035 0.54259783
[37] 0.63374625 0.78992426 0.50772217 0.60225793 0.30884991 0.50772217
[43] 0.50772217 0.74378849 0.74378849 0.48169035 0.36321785 0.50772217
[49] 0.25930609 0.54259783 0.54259783 0.30884991 0.17686525 0.54259783
[55] 0.36321785 0.57189984 0.36321785 0.54259783 0.54259783 0.54259783
[61] 0.86753558 0.63374625 0.36321785 0.25930609 0.65902646 0.69147792
[67] 0.25930609 0.69147792 0.11651182 0.89096300 0.44328898 0.25930609
[73] 0.48169035 0.57189984 0.50772217 0.25930609 0.65902646 0.26816137
[79] 0.36321785 0.50772217 0.54259783 0.57189984 0.25930609 0.38070900
[85] 0.50772217 0.65902646 0.32185597 0.38070900 0.48169035 0.69147792
[91] 0.32185597 0.71157291 0.48169035 0.71157291 0.30884991 0.25930609
[97] 0.42132217 0.78992426 0.30884991 0.83688972 0.91367307 0.54259783
[103] 0.54259783 0.63374625 0.42132217 0.22051175 0.74378849 0.74378849
[109] 0.63374625 0.17686525 0.65902646 0.48169035 0.42132217 0.78992426
[115] 0.36321785 0.57189984 0.36321785 0.82965505 0.25930609 0.48169035
[121] 0.75898307 0.48169035 0.30884991 0.78992426 0.30884991 0.50772217
[127] 0.30884991 0.26816137 0.30884991 0.32185597 0.48169035 0.44328898
[133] 0.44328898 0.78992426 0.42132217 0.42132217 0.17925513 0.60225793
[139] 0.69147792 0.78992426 0.42132217 0.21523480 0.32185597 0.74378849
[145] 0.50772217 0.63374625 0.86317327 0.69147792 0.25930609 0.36321785
[151] 0.30884991 0.25930609 0.63374625 0.48169035 0.78992426 0.38070900
[157] 0.25930609 0.86317327 0.89096300 0.42132217 0.44328898 0.54259783
[163] 0.86317327 0.17686525 0.44328898 0.48169035 0.63374625 0.86317327
[169] 0.30884991 0.74378849 0.32185597 0.63374625 0.60225793 0.57189984
[175] 0.69147792 0.44328898 0.48169035 0.75898307 0.82965505 0.21523480
[181] 0.42132217 0.82965505 0.86317327 0.80078200 0.60225793 0.50772217
[187] 0.82965505 0.38070900 0.14407997 0.69147792 0.36321785 0.50772217
[193] 0.69147792 0.17686525 0.86317327 0.57189984 0.57189984 0.63374625
[199] 0.74378849 0.48169035 0.36321785 0.57189984 0.26816137 0.74378849
[205] 0.82965505 0.69147792 0.69147792 0.48169035 0.74378849 0.42132217
[211] 0.60225793 0.42132217 0.26816137 0.54259783 0.21523480 0.32185597
[217] 0.69147792 0.74378849 0.89096300 0.69147792 0.60225793 0.42132217
[223] 0.42132217 0.69147792 0.42132217 0.44328898 0.69147792 0.50772217
[229] 0.57189984 0.54259783 0.38070900 0.86317327 0.82965505 0.38070900
[235] 0.78992426 0.69147792 0.57189984 0.89096300 0.36321785 0.86317327
[241] 0.69147792 0.65902646 0.63374625 0.48169035 0.50772217 0.36321785
[247] 0.48169035 0.57189984 0.60225793 0.36321785 0.78992426 0.50772217
[253] 0.74378849 0.63374625 0.60225793 0.60225793 0.63374625 0.48169035
[259] 0.71157291 0.74378849 0.11651182 0.65902646 0.38070900 0.30884991
[265] 0.63374625 0.57189984 0.78992426 0.48169035 0.75898307 0.17686525
[271] 0.48169035 0.63374625 0.74378849 0.38070900 0.86317327 0.36321785
[277] 0.54259783 0.21523480 0.38070900 0.54259783 0.30884991 0.69147792
[283] 0.57189984 0.44328898 0.60225793 0.75898307 0.50772217 0.74378849
[289] 0.89096300 0.44328898 0.44328898 0.30884991 0.36321785 0.57189984
[295] 0.48169035 0.78992426 0.60225793 0.50772217 0.60225793 0.78992426
[301] 0.60225793 0.42132217 0.38070900 0.26816137 0.63374625 0.86317327
[307] 0.74378849 0.86317327 0.44328898 0.42132217 0.63374625 0.30884991
[313] 0.48169035 0.54259783 0.83688972 0.74378849 0.54259783 0.65902646
[319] 0.57189984 0.36321785 0.30884991 0.54259783 0.69147792 0.09364144
[325] 0.65902646 0.69147792 0.38070900 0.74378849 0.69147792 0.17686525
[331] 0.36321785 0.42132217 0.48169035 0.30884991 0.82965505 0.50772217
[337] 0.57189984 0.48169035 0.63374625 0.42132217 0.63374625 0.60225793
[343] 0.74378849 0.69147792 0.50772217 0.50772217 0.48169035 0.44328898
[349] 0.78992426 0.30884991 0.21523480 0.78992426 0.57189984 0.63374625
[355] 0.32185597 0.78992426 0.54259783 0.30884991 0.32185597 0.44328898
[361] 0.75898307 0.30884991 0.54259783 0.32185597 0.82965505 0.48169035
[367] 0.38070900 0.36321785 0.30884991 0.60225793 0.38070900 0.54259783
[373] 0.25930609 0.44328898 0.57189984 0.36321785 0.17686525 0.69147792
[379] 0.50772217 0.74378849 0.78992426 0.54259783 0.44328898 0.57189984
[385] 0.63374625 0.89096300 0.50772217 0.93201404 0.38070900 0.14407997
[391] 0.36321785 0.42132217 0.71157291 0.54259783 0.50772217 0.42132217
[397] 0.44328898 0.80078200 0.80078200 0.78992426 0.26816137 0.36321785
[403] 0.48169035 0.78992426 0.86317327 0.42132217 0.54259783 0.60225793
[409] 0.48169035 0.80078200 0.65902646 0.48169035 0.74378849 0.44328898
[415] 0.57189984 0.21523480 0.54259783 0.32185597 0.44328898 0.14407997
[421] 0.36321785 0.65902646 0.48169035 0.48169035 0.54259783 0.38070900
[427] 0.65902646 0.65902646 0.54259783 0.50772217 0.42132217 0.48169035
[433] 0.50772217 0.78992426 0.36321785 0.75898307 0.74378849 0.30884991
[439] 0.26816137 0.54259783 0.60225793 0.54259783 0.69147792 0.25930609
[445] 0.36321785 0.74378849 0.65902646 0.65902646 0.21523480 0.36321785
[451] 0.60225793 0.17686525 0.80078200 0.54259783 0.50772217 0.71157291
[457] 0.54259783 0.60225793 0.36321785 0.69147792 0.54259783 0.60225793
[463] 0.71157291 0.74378849 0.22051175 0.30884991 0.54259783 0.69147792
[469] 0.60225793 0.65902646 0.57189984 0.63374625 0.36321785 0.50772217
[475] 0.74378849 0.69147792 0.38070900 0.54259783 0.54259783 0.69147792
[481] 0.78992426 0.60225793 0.74378849 0.69147792 0.50772217 0.36321785
[487] 0.74378849 0.63374625 0.48169035 0.65902646 0.69147792 0.25930609
[493] 0.25930609 0.36321785 0.50772217 0.21523480 0.32185597 0.60225793
[499] 0.50772217 0.75898307 0.78992426 0.26816137 0.42132217 0.36321785
[505] 0.50772217 0.44328898 0.36321785 0.48169035 0.36321785 0.36321785
[511] 0.36321785 0.17925513 0.22051175 0.63374625 0.71157291 0.32185597
[517] 0.42132217 0.44328898 0.30884991 0.54259783 0.57189984 0.54259783
[523] 0.86753558 0.75898307 0.54259783 0.65902646 0.82965505 0.60225793
[529] 0.30884991 0.78992426 0.78992426 0.60225793 0.42132217 0.44328898
[535] 0.36321785 0.63374625 0.63374625 0.69147792 0.50772217 0.54259783
[541] 0.30884991 0.42132217 0.65902646 0.38070900 0.50772217 0.69147792
[547] 0.54259783 0.48169035 0.42132217 0.25930609 0.48169035 0.25930609
[553] 0.69147792 0.48169035 0.38070900 0.48169035 0.65902646 0.30884991
[559] 0.63374625 0.54259783 0.78992426 0.26816137 0.50772217 0.74378849
[565] 0.48169035 0.60225793 0.30884991 0.69147792 0.86317327 0.44328898
[571] 0.50772217 0.71157291 0.42132217 0.48169035 0.50772217 0.54259783
[577] 0.42132217 0.69147792 0.17686525 0.42132217 0.44328898 0.21523480
[583] 0.50772217 0.50772217 0.54259783 0.30884991 0.48169035 0.14407997
[589] 0.74378849 0.48169035 0.82965505 0.22051175 0.38070900 0.57189984
[595] 0.50772217 0.50772217 0.48169035 0.25930609 0.60225793 0.63374625
[601] 0.30884991 0.26816137 0.42132217 0.30884991 0.36321785 0.69147792
[607] 0.78992426 0.69147792 0.75898307 0.60225793 0.63374625 0.60225793
[613] 0.57189984 0.75898307 0.48169035 0.14407997 0.50772217 0.14407997
[619] 0.69147792 0.32185597 0.48169035 0.21523480 0.48169035 0.48169035
[625] 0.42132217 0.21523480 0.74378849 0.44328898 0.82965505 0.69147792
[631] 0.25930609 0.63374625 0.57189984 0.74378849 0.69147792 0.78992426
[637] 0.63374625 0.69147792 0.57189984 0.82965505 0.44328898 0.57189984
[643] 0.57189984 0.60225793 0.25930609 0.38070900 0.36321785 0.38070900
[649] 0.44328898 0.50772217 0.83688972 0.44328898 0.69147792 0.69147792
[655] 0.63374625 0.48169035 0.74378849 0.69147792 0.21523480 0.69147792
[661] 0.36321785 0.74378849 0.30884991 0.36321785 0.36321785 0.93201404
[667] 0.57189984 0.63374625 0.32185597 0.25930609 0.42132217 0.60225793
[673] 0.48169035 0.36321785 0.69147792 0.60225793 0.21523480 0.48169035
[679] 0.36321785 0.48169035 0.17686525 0.44328898 0.36321785 0.14407997
[685] 0.63374625 0.82965505 0.48169035 0.80078200 0.36321785 0.42132217
[691] 0.78992426 0.54259783 0.50772217 0.54259783 0.26816137 0.74378849
[697] 0.74378849 0.50772217 0.30884991 0.74378849 0.26816137 0.30884991
[703] 0.86317327 0.30884991 0.42132217 0.32185597 0.74378849 0.44328898
[709] 0.44328898 0.36321785 0.14407997 0.82965505 0.74378849 0.57189984
[715] 0.54259783 0.54259783 0.57189984 0.21523480 0.36321785 0.50772217
[721] 0.54259783 0.44328898 0.50772217 0.57189984 0.78992426 0.71157291
[727] 0.21523480 0.42132217 0.54259783 0.63374625 0.42132217 0.69147792
[733] 0.57189984 0.42132217 0.65902646 0.42132217 0.69147792 0.25930609
[739] 0.38070900 0.80078200 0.54259783 0.60225793 0.80078200 0.69147792
[745] 0.36321785 0.54259783 0.26816137 0.82965505 0.71157291 0.32185597
[751] 0.71157291 0.60225793 0.60225793 0.63374625 0.50772217 0.69147792
[757] 0.44328898 0.42132217 0.63374625 0.89096300 0.25930609 0.42132217
[763] 0.65902646 0.17686525 0.30884991 0.36321785 0.50772217 0.57189984
[769] 0.50772217 0.38070900 0.38070900 0.82965505 0.69147792 0.54259783
[775] 0.36321785 0.38070900 0.65902646 0.69147792 0.42132217 0.78992426
[781] 0.63374625 0.38070900 0.74378849 0.42132217 0.44328898 0.36321785
[787] 0.30884991 0.50772217 0.50772217 0.60225793 0.32185597 0.78992426
[793] 0.50772217 0.69147792 0.21523480 0.50772217 0.48169035 0.57189984
[799] 0.38070900 0.30884991 0.57189984 0.57189984 0.74378849 0.80078200
[805] 0.71157291 0.69147792 0.36321785 0.44328898 0.30884991 0.80078200
[811] 0.78992426 0.54259783 0.71157291 0.74378849 0.30884991 0.44328898
[817] 0.25930609 0.54259783 0.48169035 0.21523480 0.74378849 0.69147792
[823] 0.74378849 0.82965505 0.82965505 0.42132217 0.44328898 0.21523480
[829] 0.50772217 0.48169035 0.25930609 0.26816137 0.54259783 0.54259783
[835] 0.36321785 0.25930609 0.48169035 0.38070900 0.78992426 0.60225793
[841] 0.63374625 0.44328898 0.69147792 0.32185597 0.60225793 0.42132217
[847] 0.30884991 0.30884991 0.69147792 0.17686525 0.50772217 0.44328898
[853] 0.57189984 0.26816137 0.57189984 0.42132217 0.54259783 0.57189984
[859] 0.54259783 0.69147792 0.54259783 0.69147792 0.65902646 0.75898307
[865] 0.48169035 0.60225793 0.80078200 0.54259783 0.57189984 0.30884991
[871] 0.57189984 0.82965505 0.63374625 0.42132217 0.86317327 0.69147792
[877] 0.57189984 0.38070900 0.48169035 0.65902646 0.42132217 0.21523480
[883] 0.50772217 0.82965505 0.57189984 0.48169035 0.63374625 0.57189984
[889] 0.42132217 0.74378849 0.44328898 0.21523480 0.44328898 0.65902646
[895] 0.60225793 0.48169035 0.36321785 0.80078200 0.65902646 0.63374625
[901] 0.57189984 0.36321785 0.75898307 0.36321785 0.69147792 0.30884991
[907] 0.69147792 0.60225793 0.36321785 0.74378849 0.63374625 0.42132217
[913] 0.60225793 0.57189984 0.42132217 0.74378849 0.42132217 0.48169035
[919] 0.60225793 0.82965505 0.60225793 0.38070900 0.44328898 0.50772217
[925] 0.63374625 0.21523480 0.57189984 0.60225793 0.50772217 0.60225793
[931] 0.69147792 0.75898307 0.57189984 0.44328898 0.57189984 0.42132217
[937] 0.60225793 0.71157291 0.21523480 0.69147792 0.54259783 0.44328898
[943] 0.42132217 0.82965505 0.36321785 0.60225793 0.21523480 0.26816137
[949] 0.57189984 0.50772217 0.60225793 0.54259783 0.42132217 0.82965505
[955] 0.63374625 0.21523480 0.50772217 0.54259783 0.25930609 0.78992426
[961] 0.75898307 0.30884991 0.21523480 0.63374625 0.25930609 0.25930609
[967] 0.48169035 0.65902646 0.48169035 0.30884991 0.42132217 0.17686525
[973] 0.57189984 0.71157291 0.42132217 0.63374625 0.71157291 0.71157291
[979] 0.63374625 0.69147792 0.65902646 0.86317327 0.57189984 0.74378849
[985] 0.25930609 0.63374625 0.57189984 0.30884991 0.54259783 0.60225793
[991] 0.09364144 0.60225793 0.54259783 0.42132217 0.69147792 0.38070900
[997] 0.86317327 0.42132217 0.82965505 0.63374625 0.57189984 0.38070900
[1003] 0.25930609 0.44328898 0.69147792 0.32185597 0.91367307 0.63374625
[1009] 0.60225793 0.50772217 0.25930609 0.63374625 0.14428859 0.48169035
[1015] 0.57189984 0.30884991 0.17686525 0.69147792 0.38070900 0.57189984
[1021] 0.69147792 0.44328898 0.86317327 0.44328898 0.65902646 0.48169035
[1027] 0.63374625 0.25930609 0.36321785 0.63374625 0.44328898 0.60225793
[1033] 0.54259783 0.21523480 0.71157291 0.57189984 0.14407997 0.44328898
[1039] 0.69147792 0.17925513 0.63374625 0.42132217 0.44328898 0.65902646
[1045] 0.65902646 0.63374625 0.36321785 0.38070900 0.42132217 0.74378849
[1051] 0.30884991 0.36321785 0.63374625 0.44328898 0.54259783 0.48169035
[1057] 0.26816137 0.48169035 0.42132217 0.42132217 0.32185597 0.38070900
[1063] 0.60225793 0.50772217 0.69147792 0.69147792 0.74378849 0.78992426
[1069] 0.38070900 0.63374625 0.48169035 0.44328898 0.48169035 0.14407997
[1075] 0.74378849 0.74378849 0.11651182 0.25930609 0.50772217 0.30884991
[1081] 0.44328898 0.25930609 0.89096300 0.17686525 0.50772217 0.30884991
[1087] 0.26816137 0.50772217 0.22051175 0.44328898 0.60225793 0.74378849
[1093] 0.82965505 0.74378849 0.63374625 0.54259783 0.60225793 0.21523480
[1099] 0.36321785 0.36321785 0.89096300 0.26816137 0.69147792 0.30884991
[1105] 0.71157291 0.60225793 0.36321785 0.44328898 0.54259783 0.44328898
[1111] 0.60225793 0.48169035 0.42132217 0.26816137 0.69147792 0.65902646
[1117] 0.50772217 0.63374625 0.54259783 0.74378849 0.82965505 0.69147792
[1123] 0.50772217 0.63374625 0.57189984 0.57189984 0.38070900 0.42132217
[1129] 0.44328898 0.63374625 0.17686525 0.42132217 0.80078200 0.44328898
[1135] 0.82965505 0.44328898 0.32185597 0.50772217 0.26816137 0.57189984
[1141] 0.42132217 0.17686525 0.42132217 0.42132217 0.60225793 0.60225793
[1147] 0.74378849 0.54259783 0.42132217 0.48169035 0.63374625 0.26816137
[1153] 0.26816137 0.25930609 0.74378849 0.86317327 0.82965505 0.48169035
[1159] 0.86317327 0.69147792 0.22051175 0.25930609 0.50772217 0.71157291
[1165] 0.69147792 0.22051175 0.50772217 0.25930609 0.50772217 0.69147792
[1171] 0.44328898 0.44328898 0.32185597 0.86753558 0.89096300 0.71157291
[1177] 0.74378849 0.54259783 0.14407997 0.57189984 0.74378849 0.50772217
[1183] 0.50772217 0.63374625 0.48169035 0.57189984 0.36321785 0.60225793
[1189] 0.54259783 0.44328898 0.63374625 0.83688972 0.75898307 0.54259783
[1195] 0.74378849 0.36321785 0.74378849 0.48169035 0.26816137 0.75898307
[1201] 0.65902646 0.60225793 0.38070900 0.63374625 0.44328898 0.82965505
[1207] 0.86317327 0.30884991 0.86317327 0.36321785 0.36321785 0.63374625
[1213] 0.42132217 0.89096300 0.42132217 0.48169035 0.65902646 0.65902646
[1219] 0.80078200 0.17686525 0.54259783 0.74378849 0.48169035 0.57189984
[1225] 0.36321785 0.74378849 0.42132217 0.71157291 0.69147792 0.48169035
[1231] 0.54259783 0.74378849 0.54259783 0.69147792 0.86317327 0.38070900
[1237] 0.74378849 0.44328898 0.69147792 0.36321785 0.57189984 0.63374625
[1243] 0.57189984 0.69147792 0.71157291 0.50772217 0.71157291 0.57189984
[1249] 0.89096300 0.36321785 0.36321785 0.36321785 0.48169035 0.54259783
[1255] 0.42132217 0.25930609 0.54259783 0.69147792 0.50772217 0.57189984
[1261] 0.54259783 0.21523480 0.36321785 0.63374625 0.57189984 0.17686525
[1267] 0.50772217 0.63374625 0.50772217 0.32185597 0.32185597 0.54259783
[1273] 0.71157291 0.38070900 0.75898307 0.69147792 0.36321785 0.78992426
[1279] 0.48169035 0.65902646 0.36321785 0.86317327 0.17686525 0.60225793
[1285] 0.60225793 0.26816137 0.50772217 0.89096300 0.17686525 0.54259783
[1291] 0.78992426 0.17686525 0.60225793 0.65902646 0.63374625 0.48169035
[1297] 0.65902646 0.78992426 0.42132217 0.60225793 0.74378849 0.17686525
[1303] 0.74378849 0.36321785 0.75898307 0.63374625 0.30884991 0.57189984
[1309] 0.50772217 0.78992426 0.78992426 0.44328898 0.42132217 0.25930609
[1315] 0.54259783 0.69147792 0.74378849 0.82965505 0.71157291 0.63374625
[1321] 0.60225793 0.42132217 0.50772217 0.74378849 0.65902646 0.30884991
[1327] 0.36321785 0.54259783 0.78992426 0.32185597 0.65902646 0.50772217
[1333] 0.69147792 0.42132217 0.50772217 0.74378849 0.30884991 0.57189984
[1339] 0.74378849 0.30884991 0.36321785 0.86317327 0.57189984 0.32185597
[1345] 0.57189984 0.48169035 0.50772217 0.25930609 0.36321785 0.54259783
[1351] 0.42132217 0.50772217 0.82965505 0.75898307 0.38070900 0.60225793
[1357] 0.54259783 0.57189984 0.75898307 0.78992426 0.30884991 0.63374625
[1363] 0.57189984 0.25930609 0.54259783 0.63374625 0.86317327 0.42132217
[1369] 0.63374625 0.86317327 0.65902646 0.63374625 0.86753558 0.36321785
[1375] 0.48169035 0.54259783 0.74378849 0.48169035 0.57189984 0.44328898
[1381] 0.25930609 0.50772217 0.57189984 0.21523480 0.74378849 0.36321785
[1387] 0.42132217 0.21523480 0.14407997 0.74378849 0.54259783 0.54259783
[1393] 0.69147792 0.75898307 0.75898307 0.69147792 0.44328898 0.60225793
[1399] 0.48169035 0.22051175 0.74378849 0.93201404 0.44328898 0.74378849
[1405] 0.42132217 0.42132217 0.63374625 0.54259783 0.83688972 0.74378849
[1411] 0.26816137 0.50772217 0.30884991 0.38070900 0.44328898 0.86317327
[1417] 0.65902646 0.69147792 0.22051175 0.60225793 0.36321785 0.54259783
[1423] 0.48169035 0.78992426 0.63374625 0.69147792 0.63374625 0.32185597
[1429] 0.44328898 0.21523480 0.71157291 0.36321785 0.57189984 0.50772217
[1435] 0.44328898 0.21523480 0.69147792 0.91367307 0.69147792 0.50772217
[1441] 0.21523480 0.69147792 0.60225793 0.57189984 0.78992426 0.30884991
[1447] 0.75898307 0.38070900 0.63374625 0.71157291 0.82965505 0.48169035
[1453] 0.42132217 0.44328898 0.60225793 0.65902646 0.69147792 0.36321785
[1459] 0.54259783 0.26816137 0.50772217 0.60225793 0.36321785 0.30884991
[1465] 0.74378849 0.54259783 0.54259783 0.54259783 0.63374625 0.21523480
[1471] 0.50772217 0.80078200 0.22051175 0.74378849 0.42132217 0.32185597
[1477] 0.69147792 0.14407997 0.78992426 0.69147792 0.42132217 0.78992426
[1483] 0.42132217 0.91367307 0.48169035 0.54259783 0.32185597 0.71157291
[1489] 0.48169035 0.63374625 0.63374625 0.36321785 0.54259783 0.69147792
[1495] 0.57189984 0.42132217 0.48169035 0.74378849 0.63374625 0.57189984
[1501] 0.69147792 0.54259783 0.86317327 0.21523480 0.74378849 0.63374625
[1507] 0.25930609 0.54259783 0.21523480 0.54259783 0.30884991 0.48169035
[1513] 0.42132217 0.30884991 0.57189984 0.44328898 0.57189984 0.50772217
[1519] 0.17686525 0.69147792 0.48169035 0.65902646 0.50772217 0.74378849
[1525] 0.54259783 0.63374625 0.26816137 0.63374625 0.57189984 0.63374625
[1531] 0.44328898 0.75898307 0.69147792 0.48169035 0.36321785 0.89096300
[1537] 0.30884991 0.50772217 0.63374625 0.57189984 0.78992426 0.63374625
[1543] 0.26816137 0.42132217 0.78992426 0.78992426 0.36321785 0.63374625
[1549] 0.63374625 0.17686525 0.30884991 0.25930609 0.32185597 0.42132217
[1555] 0.48169035 0.36321785 0.60225793 0.25930609 0.65902646 0.38070900
[1561] 0.17925513 0.60225793 0.89096300 0.60225793 0.65902646 0.63374625
[1567] 0.50772217 0.89096300 0.17686525 0.48169035 0.74378849 0.65902646
[1573] 0.69147792 0.48169035 0.42132217 0.60225793 0.36321785 0.60225793
[1579] 0.60225793 0.78992426 0.26816137 0.42132217 0.80078200 0.17686525
[1585] 0.82965505 0.71157291 0.60225793 0.32185597 0.21523480 0.69147792
[1591] 0.69147792 0.38070900 0.60225793 0.30884991 0.60225793 0.54259783
[1597] 0.74378849 0.30884991 0.74378849 0.54259783 0.60225793 0.93201404
[1603] 0.14428859 0.42132217 0.63374625 0.69147792 0.42132217 0.42132217
[1609] 0.32185597 0.54259783 0.57189984 0.42132217 0.69147792 0.26816137
[1615] 0.82965505 0.57189984 0.54259783 0.30884991 0.48169035 0.21523480
[1621] 0.60225793 0.74378849 0.57189984 0.54259783 0.38070900 0.22051175
[1627] 0.63374625 0.69147792 0.82965505 0.69147792 0.57189984 0.44328898
[1633] 0.54259783 0.63374625 0.30884991 0.69147792 0.69147792 0.69147792
[1639] 0.36321785 0.54259783 0.82965505 0.63374625 0.44328898 0.63374625
[1645] 0.54259783 0.74378849 0.32185597 0.69147792 0.50772217 0.50772217
[1651] 0.36321785 0.74378849 0.36321785 0.54259783 0.48169035 0.57189984
[1657] 0.30884991 0.48169035 0.21523480 0.74378849 0.65902646 0.74378849
[1663] 0.89096300 0.54259783 0.32185597 0.54259783 0.60225793 0.78992426
[1669] 0.11651182 0.63374625 0.36321785 0.36321785 0.50772217 0.22051175
[1675] 0.44328898 0.50772217 0.69147792 0.54259783 0.54259783 0.69147792
[1681] 0.44328898 0.32185597 0.57189984 0.69147792 0.50772217 0.44328898
[1687] 0.30884991 0.30884991 0.25930609 0.71157291 0.42132217 0.57189984
[1693] 0.50772217 0.26816137 0.65902646 0.36321785 0.42132217 0.65902646
[1699] 0.48169035 0.48169035 0.14407997 0.11651182 0.57189984 0.50772217
[1705] 0.42132217 0.30884991 0.71157291 0.63374625 0.86317327 0.57189984
[1711] 0.21523480 0.38070900 0.30884991 0.57189984 0.36321785 0.48169035
[1717] 0.89096300 0.50772217 0.25930609 0.30884991 0.63374625 0.25930609
[1723] 0.69147792 0.42132217 0.54259783 0.65902646 0.60225793 0.25930609
[1729] 0.60225793 0.21523480 0.42132217 0.48169035 0.78992426 0.57189984
[1735] 0.63374625 0.54259783 0.17686525 0.65902646 0.30884991 0.54259783
[1741] 0.60225793 0.32185597 0.48169035 0.93201404 0.54259783 0.42132217
[1747] 0.30884991 0.36321785 0.78992426 0.17686525 0.44328898 0.69147792
[1753] 0.30884991 0.91367307 0.36321785 0.65902646 0.50772217 0.30884991
[1759] 0.36321785 0.71157291 0.78992426 0.26816137 0.36321785 0.50772217
[1765] 0.60225793 0.83688972 0.91367307 0.63374625 0.54259783 0.78992426
[1771] 0.38070900 0.32185597 0.74378849 0.60225793 0.17925513 0.82965505
[1777] 0.63374625 0.48169035 0.25930609 0.42132217 0.75898307 0.32185597
[1783] 0.30884991 0.54259783 0.22051175 0.17686525 0.42132217 0.65902646
[1789] 0.74378849 0.74378849 0.44328898 0.60225793 0.74378849 0.60225793
[1795] 0.89096300 0.65902646 0.42132217 0.74378849 0.60225793 0.57189984
[1801] 0.36321785 0.60225793 0.75898307 0.36321785 0.57189984 0.57189984
[1807] 0.38070900 0.50772217 0.48169035 0.57189984 0.44328898 0.82965505
[1813] 0.36321785 0.54259783 0.22051175 0.42132217 0.78992426 0.25930609
[1819] 0.63374625 0.25930609 0.42132217 0.86317327 0.48169035 0.36321785
[1825] 0.25930609 0.30884991 0.69147792 0.75898307 0.17686525 0.17686525
[1831] 0.57189984 0.54259783 0.63374625 0.42132217 0.25930609 0.32185597
[1837] 0.54259783 0.38070900 0.48169035 0.54259783 0.50772217 0.69147792
[1843] 0.75898307 0.42132217 0.50772217 0.75898307 0.63374625 0.17686525
[1849] 0.63374625 0.21523480 0.50772217 0.30884991 0.30884991 0.63374625
[1855] 0.60225793 0.78992426 0.25930609 0.36321785 0.57189984 0.48169035
[1861] 0.48169035 0.38070900 0.22051175 0.25930609 0.36321785 0.74378849
[1867] 0.74378849 0.48169035 0.30884991 0.60225793 0.65902646 0.57189984
[1873] 0.78992426 0.63374625 0.65902646 0.42132217 0.38070900 0.65902646
[1879] 0.63374625 0.74378849 0.82965505 0.57189984 0.42132217 0.32185597
[1885] 0.71157291 0.65902646 0.69147792 0.48169035 0.65902646 0.44328898
[1891] 0.17686525 0.50772217 0.21523480 0.54259783 0.44328898 0.50772217
[1897] 0.57189984 0.57189984 0.78992426 0.57189984 0.48169035 0.60225793
[1903] 0.63374625 0.36321785 0.69147792 0.71157291 0.32185597 0.69147792
[1909] 0.69147792 0.36321785 0.69147792 0.63374625 0.36321785 0.78992426
[1915] 0.42132217 0.50772217 0.71157291 0.74378849 0.36321785 0.69147792
[1921] 0.42132217 0.42132217 0.21523480 0.17686525 0.86317327 0.30884991
[1927] 0.57189984 0.38070900 0.65902646 0.44328898 0.26816137 0.54259783
[1933] 0.63374625 0.30884991 0.50772217 0.54259783 0.78992426 0.30884991
[1939] 0.26816137 0.57189984 0.48169035 0.54259783 0.63374625 0.25930609
[1945] 0.48169035 0.82965505 0.60225793 0.69147792 0.69147792 0.36321785
[1951] 0.65902646 0.86753558 0.32185597 0.71157291 0.50772217 0.44328898
[1957] 0.63374625 0.36321785 0.69147792 0.69147792 0.38070900 0.78992426
[1963] 0.54259783 0.60225793 0.57189984 0.38070900 0.65902646 0.71157291
[1969] 0.48169035 0.78992426 0.60225793 0.57189984 0.57189984 0.21523480
[1975] 0.57189984 0.69147792 0.50772217 0.44328898 0.36321785 0.14407997
[1981] 0.38070900 0.63374625 0.54259783 0.38070900 0.30884991 0.38070900
[1987] 0.48169035 0.69147792 0.32185597 0.80078200 0.36321785 0.63374625
[1993] 0.32185597 0.69147792 0.80078200 0.54259783 0.48169035 0.69147792
[1999] 0.69147792 0.71157291
attr(,"label")
[1] "Fitted values"
Code
residuals(fit_mle)
Output
[1] -0.48169035 0.24101693 0.17034495 -0.25930609 0.25621151 -0.32185597
[7] 0.45740217 0.55671102 0.25621151 0.24101693 0.21007574 0.28842709
[13] -0.48169035 -0.50772217 -0.69147792 -0.38070900 0.42810016 0.28842709
[19] -0.48169035 -0.36321785 0.55671102 0.19921800 0.17034495 0.21007574
[25] 0.36625375 0.49227783 0.24101693 -0.50772217 0.28842709 -0.30884991
[31] -0.50772217 -0.65902646 -0.74378849 -0.36321785 0.51830965 -0.54259783
[37] -0.63374625 0.21007574 0.49227783 -0.60225793 -0.30884991 0.49227783
[43] -0.50772217 0.25621151 0.25621151 -0.48169035 -0.36321785 0.49227783
[49] 0.74069391 -0.54259783 0.45740217 -0.30884991 0.82313475 -0.54259783
[55] 0.63678215 0.42810016 -0.36321785 0.45740217 -0.54259783 0.45740217
[61] 0.13246442 -0.63374625 0.63678215 -0.25930609 0.34097354 -0.69147792
[67] -0.25930609 0.30852208 -0.11651182 0.10903700 -0.44328898 -0.25930609
[73] 0.51830965 0.42810016 -0.50772217 0.74069391 0.34097354 -0.26816137
[79] -0.36321785 0.49227783 0.45740217 -0.57189984 -0.25930609 -0.38070900
[85] -0.50772217 -0.65902646 0.67814403 -0.38070900 -0.48169035 -0.69147792
[91] -0.32185597 0.28842709 -0.48169035 0.28842709 0.69115009 -0.25930609
[97] 0.57867783 0.21007574 -0.30884991 0.16311028 0.08632693 0.45740217
[103] 0.45740217 0.36625375 -0.42132217 -0.22051175 0.25621151 -0.74378849
[109] 0.36625375 -0.17686525 0.34097354 -0.48169035 0.57867783 0.21007574
[115] -0.36321785 -0.57189984 0.63678215 0.17034495 -0.25930609 0.51830965
[121] 0.24101693 -0.48169035 -0.30884991 0.21007574 -0.30884991 0.49227783
[127] 0.69115009 -0.26816137 -0.30884991 -0.32185597 0.51830965 -0.44328898
[133] -0.44328898 0.21007574 -0.42132217 -0.42132217 -0.17925513 0.39774207
[139] 0.30852208 0.21007574 -0.42132217 0.78476520 -0.32185597 0.25621151
[145] 0.49227783 -0.63374625 0.13682673 0.30852208 -0.25930609 0.63678215
[151] -0.30884991 -0.25930609 0.36625375 -0.48169035 0.21007574 -0.38070900
[157] -0.25930609 0.13682673 0.10903700 0.57867783 0.55671102 0.45740217
[163] -0.86317327 -0.17686525 0.55671102 -0.48169035 0.36625375 -0.86317327
[169] -0.30884991 0.25621151 -0.32185597 0.36625375 -0.60225793 0.42810016
[175] -0.69147792 0.55671102 -0.48169035 0.24101693 0.17034495 -0.21523480
[181] 0.57867783 0.17034495 0.13682673 0.19921800 -0.60225793 -0.50772217
[187] 0.17034495 -0.38070900 -0.14407997 0.30852208 -0.36321785 0.49227783
[193] 0.30852208 -0.17686525 0.13682673 0.42810016 -0.57189984 -0.63374625
[199] 0.25621151 0.51830965 -0.36321785 0.42810016 -0.26816137 0.25621151
[205] 0.17034495 -0.69147792 0.30852208 -0.48169035 0.25621151 -0.42132217
[211] -0.60225793 0.57867783 0.73183863 -0.54259783 -0.21523480 -0.32185597
[217] 0.30852208 0.25621151 0.10903700 0.30852208 0.39774207 -0.42132217
[223] -0.42132217 -0.69147792 -0.42132217 0.55671102 0.30852208 0.49227783
[229] 0.42810016 -0.54259783 0.61929100 0.13682673 0.17034495 0.61929100
[235] 0.21007574 -0.69147792 0.42810016 -0.89096300 -0.36321785 0.13682673
[241] 0.30852208 -0.65902646 0.36625375 0.51830965 0.49227783 -0.36321785
[247] -0.48169035 -0.57189984 0.39774207 -0.36321785 0.21007574 0.49227783
[253] 0.25621151 -0.63374625 -0.60225793 -0.60225793 0.36625375 0.51830965
[259] 0.28842709 0.25621151 -0.11651182 0.34097354 -0.38070900 -0.30884991
[265] 0.36625375 -0.57189984 0.21007574 -0.48169035 0.24101693 -0.17686525
[271] -0.48169035 -0.63374625 0.25621151 -0.38070900 0.13682673 -0.36321785
[277] -0.54259783 -0.21523480 0.61929100 -0.54259783 -0.30884991 0.30852208
[283] 0.42810016 -0.44328898 -0.60225793 -0.75898307 0.49227783 -0.74378849
[289] 0.10903700 -0.44328898 -0.44328898 -0.30884991 0.63678215 -0.57189984
[295] 0.51830965 0.21007574 0.39774207 -0.50772217 0.39774207 0.21007574
[301] 0.39774207 -0.42132217 -0.38070900 -0.26816137 -0.63374625 0.13682673
[307] 0.25621151 0.13682673 0.55671102 -0.42132217 -0.63374625 -0.30884991
[313] -0.48169035 -0.54259783 0.16311028 0.25621151 -0.54259783 -0.65902646
[319] 0.42810016 -0.36321785 0.69115009 0.45740217 0.30852208 -0.09364144
[325] 0.34097354 0.30852208 -0.38070900 0.25621151 0.30852208 -0.17686525
[331] -0.36321785 -0.42132217 -0.48169035 0.69115009 0.17034495 0.49227783
[337] -0.57189984 0.51830965 0.36625375 -0.42132217 -0.63374625 0.39774207
[343] 0.25621151 -0.69147792 0.49227783 0.49227783 0.51830965 0.55671102
[349] 0.21007574 -0.30884991 -0.21523480 0.21007574 -0.57189984 0.36625375
[355] -0.32185597 0.21007574 -0.54259783 -0.30884991 -0.32185597 0.55671102
[361] 0.24101693 0.69115009 -0.54259783 -0.32185597 0.17034495 -0.48169035
[367] -0.38070900 -0.36321785 -0.30884991 -0.60225793 -0.38070900 -0.54259783
[373] 0.74069391 -0.44328898 0.42810016 0.63678215 -0.17686525 -0.69147792
[379] 0.49227783 0.25621151 0.21007574 -0.54259783 0.55671102 -0.57189984
[385] -0.63374625 0.10903700 -0.50772217 0.06798596 -0.38070900 -0.14407997
[391] -0.36321785 -0.42132217 0.28842709 -0.54259783 -0.50772217 0.57867783
[397] -0.44328898 0.19921800 -0.80078200 0.21007574 -0.26816137 -0.36321785
[403] -0.48169035 -0.78992426 0.13682673 -0.42132217 0.45740217 0.39774207
[409] 0.51830965 0.19921800 0.34097354 0.51830965 0.25621151 -0.44328898
[415] -0.57189984 -0.21523480 0.45740217 -0.32185597 0.55671102 0.85592003
[421] -0.36321785 0.34097354 -0.48169035 -0.48169035 0.45740217 -0.38070900
[427] -0.65902646 0.34097354 -0.54259783 0.49227783 -0.42132217 0.51830965
[433] 0.49227783 0.21007574 -0.36321785 0.24101693 0.25621151 0.69115009
[439] 0.73183863 -0.54259783 0.39774207 0.45740217 0.30852208 -0.25930609
[445] -0.36321785 0.25621151 -0.65902646 -0.65902646 -0.21523480 -0.36321785
[451] 0.39774207 -0.17686525 0.19921800 0.45740217 0.49227783 0.28842709
[457] 0.45740217 0.39774207 0.63678215 0.30852208 0.45740217 0.39774207
[463] -0.71157291 -0.74378849 0.77948825 0.69115009 -0.54259783 0.30852208
[469] -0.60225793 0.34097354 -0.57189984 0.36625375 -0.36321785 -0.50772217
[475] 0.25621151 0.30852208 -0.38070900 -0.54259783 -0.54259783 0.30852208
[481] 0.21007574 -0.60225793 0.25621151 0.30852208 0.49227783 -0.36321785
[487] 0.25621151 -0.63374625 -0.48169035 0.34097354 -0.69147792 -0.25930609
[493] 0.74069391 -0.36321785 -0.50772217 0.78476520 0.67814403 0.39774207
[499] -0.50772217 0.24101693 -0.78992426 -0.26816137 -0.42132217 0.63678215
[505] -0.50772217 0.55671102 0.63678215 -0.48169035 0.63678215 0.63678215
[511] -0.36321785 -0.17925513 -0.22051175 0.36625375 -0.71157291 -0.32185597
[517] -0.42132217 0.55671102 -0.30884991 0.45740217 0.42810016 0.45740217
[523] 0.13246442 -0.75898307 0.45740217 0.34097354 0.17034495 -0.60225793
[529] -0.30884991 -0.78992426 0.21007574 -0.60225793 -0.42132217 0.55671102
[535] 0.63678215 0.36625375 0.36625375 0.30852208 0.49227783 0.45740217
[541] -0.30884991 -0.42132217 0.34097354 -0.38070900 0.49227783 0.30852208
[547] -0.54259783 -0.48169035 -0.42132217 0.74069391 -0.48169035 -0.25930609
[553] 0.30852208 0.51830965 0.61929100 -0.48169035 0.34097354 -0.30884991
[559] 0.36625375 0.45740217 0.21007574 -0.26816137 0.49227783 0.25621151
[565] 0.51830965 0.39774207 -0.30884991 -0.69147792 0.13682673 0.55671102
[571] -0.50772217 -0.71157291 -0.42132217 0.51830965 0.49227783 -0.54259783
[577] -0.42132217 0.30852208 0.82313475 -0.42132217 0.55671102 -0.21523480
[583] 0.49227783 -0.50772217 0.45740217 -0.30884991 -0.48169035 -0.14407997
[589] -0.74378849 0.51830965 0.17034495 -0.22051175 0.61929100 0.42810016
[595] -0.50772217 0.49227783 0.51830965 -0.25930609 0.39774207 -0.63374625
[601] 0.69115009 -0.26816137 0.57867783 0.69115009 -0.36321785 0.30852208
[607] -0.78992426 -0.69147792 0.24101693 0.39774207 0.36625375 -0.60225793
[613] -0.57189984 0.24101693 0.51830965 -0.14407997 -0.50772217 -0.14407997
[619] -0.69147792 -0.32185597 -0.48169035 0.78476520 -0.48169035 -0.48169035
[625] -0.42132217 -0.21523480 -0.74378849 0.55671102 0.17034495 0.30852208
[631] -0.25930609 -0.63374625 0.42810016 0.25621151 0.30852208 0.21007574
[637] 0.36625375 0.30852208 0.42810016 0.17034495 -0.44328898 -0.57189984
[643] 0.42810016 -0.60225793 0.74069391 -0.38070900 0.63678215 0.61929100
[649] -0.44328898 0.49227783 -0.83688972 -0.44328898 0.30852208 0.30852208
[655] -0.63374625 -0.48169035 -0.74378849 0.30852208 -0.21523480 0.30852208
[661] -0.36321785 0.25621151 -0.30884991 -0.36321785 0.63678215 0.06798596
[667] -0.57189984 0.36625375 0.67814403 -0.25930609 -0.42132217 0.39774207
[673] -0.48169035 -0.36321785 0.30852208 -0.60225793 -0.21523480 -0.48169035
[679] -0.36321785 0.51830965 -0.17686525 -0.44328898 -0.36321785 -0.14407997
[685] 0.36625375 -0.82965505 -0.48169035 0.19921800 -0.36321785 0.57867783
[691] 0.21007574 -0.54259783 0.49227783 -0.54259783 -0.26816137 0.25621151
[697] 0.25621151 0.49227783 0.69115009 0.25621151 0.73183863 0.69115009
[703] 0.13682673 -0.30884991 0.57867783 0.67814403 -0.74378849 -0.44328898
[709] 0.55671102 0.63678215 0.85592003 0.17034495 0.25621151 0.42810016
[715] -0.54259783 -0.54259783 0.42810016 -0.21523480 -0.36321785 -0.50772217
[721] 0.45740217 0.55671102 -0.50772217 -0.57189984 -0.78992426 -0.71157291
[727] -0.21523480 -0.42132217 -0.54259783 0.36625375 -0.42132217 -0.69147792
[733] -0.57189984 0.57867783 -0.65902646 0.57867783 0.30852208 -0.25930609
[739] -0.38070900 0.19921800 -0.54259783 -0.60225793 0.19921800 0.30852208
[745] -0.36321785 0.45740217 -0.26816137 -0.82965505 0.28842709 -0.32185597
[751] 0.28842709 -0.60225793 -0.60225793 0.36625375 -0.50772217 0.30852208
[757] -0.44328898 0.57867783 -0.63374625 0.10903700 -0.25930609 0.57867783
[763] 0.34097354 -0.17686525 0.69115009 -0.36321785 -0.50772217 -0.57189984
[769] -0.50772217 -0.38070900 -0.38070900 0.17034495 0.30852208 -0.54259783
[775] -0.36321785 -0.38070900 0.34097354 0.30852208 -0.42132217 0.21007574
[781] 0.36625375 0.61929100 0.25621151 -0.42132217 -0.44328898 0.63678215
[787] -0.30884991 0.49227783 0.49227783 0.39774207 0.67814403 0.21007574
[793] -0.50772217 0.30852208 -0.21523480 0.49227783 0.51830965 -0.57189984
[799] -0.38070900 -0.30884991 0.42810016 -0.57189984 0.25621151 0.19921800
[805] 0.28842709 -0.69147792 -0.36321785 -0.44328898 -0.30884991 0.19921800
[811] 0.21007574 -0.54259783 -0.71157291 0.25621151 -0.30884991 -0.44328898
[817] -0.25930609 -0.54259783 -0.48169035 -0.21523480 -0.74378849 0.30852208
[823] 0.25621151 0.17034495 0.17034495 0.57867783 0.55671102 -0.21523480
[829] -0.50772217 -0.48169035 -0.25930609 -0.26816137 -0.54259783 0.45740217
[835] -0.36321785 -0.25930609 0.51830965 -0.38070900 -0.78992426 0.39774207
[841] 0.36625375 0.55671102 -0.69147792 -0.32185597 -0.60225793 -0.42132217
[847] -0.30884991 -0.30884991 0.30852208 -0.17686525 -0.50772217 0.55671102
[853] -0.57189984 -0.26816137 0.42810016 -0.42132217 -0.54259783 0.42810016
[859] 0.45740217 -0.69147792 0.45740217 0.30852208 -0.65902646 0.24101693
[865] 0.51830965 -0.60225793 0.19921800 0.45740217 0.42810016 -0.30884991
[871] 0.42810016 0.17034495 0.36625375 0.57867783 0.13682673 0.30852208
[877] 0.42810016 0.61929100 0.51830965 0.34097354 -0.42132217 -0.21523480
[883] 0.49227783 0.17034495 0.42810016 0.51830965 0.36625375 0.42810016
[889] -0.42132217 0.25621151 0.55671102 -0.21523480 0.55671102 0.34097354
[895] 0.39774207 0.51830965 -0.36321785 0.19921800 -0.65902646 0.36625375
[901] -0.57189984 -0.36321785 0.24101693 0.63678215 0.30852208 -0.30884991
[907] 0.30852208 0.39774207 0.63678215 0.25621151 0.36625375 -0.42132217
[913] -0.60225793 0.42810016 -0.42132217 0.25621151 0.57867783 0.51830965
[919] 0.39774207 0.17034495 -0.60225793 0.61929100 -0.44328898 -0.50772217
[925] 0.36625375 -0.21523480 0.42810016 0.39774207 0.49227783 -0.60225793
[931] 0.30852208 0.24101693 0.42810016 -0.44328898 -0.57189984 -0.42132217
[937] -0.60225793 -0.71157291 -0.21523480 -0.69147792 -0.54259783 -0.44328898
[943] -0.42132217 0.17034495 -0.36321785 -0.60225793 -0.21523480 -0.26816137
[949] 0.42810016 0.49227783 0.39774207 0.45740217 -0.42132217 0.17034495
[955] 0.36625375 0.78476520 -0.50772217 -0.54259783 0.74069391 0.21007574
[961] 0.24101693 -0.30884991 0.78476520 -0.63374625 -0.25930609 -0.25930609
[967] -0.48169035 0.34097354 0.51830965 0.69115009 0.57867783 -0.17686525
[973] -0.57189984 -0.71157291 -0.42132217 0.36625375 -0.71157291 0.28842709
[979] 0.36625375 -0.69147792 0.34097354 0.13682673 -0.57189984 -0.74378849
[985] 0.74069391 -0.63374625 -0.57189984 -0.30884991 0.45740217 0.39774207
[991] -0.09364144 0.39774207 0.45740217 -0.42132217 0.30852208 -0.38070900
[997] -0.86317327 -0.42132217 0.17034495 0.36625375 0.42810016 0.61929100
[1003] -0.25930609 0.55671102 0.30852208 -0.32185597 0.08632693 -0.63374625
[1009] 0.39774207 0.49227783 -0.25930609 -0.63374625 -0.14428859 0.51830965
[1015] 0.42810016 0.69115009 0.82313475 0.30852208 -0.38070900 0.42810016
[1021] 0.30852208 -0.44328898 0.13682673 0.55671102 0.34097354 0.51830965
[1027] 0.36625375 0.74069391 -0.36321785 0.36625375 -0.44328898 0.39774207
[1033] 0.45740217 -0.21523480 0.28842709 -0.57189984 -0.14407997 -0.44328898
[1039] -0.69147792 -0.17925513 0.36625375 0.57867783 -0.44328898 -0.65902646
[1045] 0.34097354 -0.63374625 -0.36321785 0.61929100 -0.42132217 0.25621151
[1051] -0.30884991 0.63678215 -0.63374625 -0.44328898 0.45740217 -0.48169035
[1057] 0.73183863 0.51830965 -0.42132217 0.57867783 -0.32185597 0.61929100
[1063] 0.39774207 0.49227783 0.30852208 0.30852208 0.25621151 0.21007574
[1069] -0.38070900 -0.63374625 -0.48169035 -0.44328898 -0.48169035 -0.14407997
[1075] 0.25621151 0.25621151 -0.11651182 0.74069391 -0.50772217 -0.30884991
[1081] 0.55671102 0.74069391 0.10903700 -0.17686525 0.49227783 0.69115009
[1087] -0.26816137 0.49227783 -0.22051175 0.55671102 0.39774207 0.25621151
[1093] -0.82965505 0.25621151 -0.63374625 -0.54259783 -0.60225793 0.78476520
[1099] 0.63678215 0.63678215 0.10903700 -0.26816137 0.30852208 0.69115009
[1105] -0.71157291 -0.60225793 -0.36321785 0.55671102 0.45740217 0.55671102
[1111] 0.39774207 -0.48169035 -0.42132217 -0.26816137 -0.69147792 0.34097354
[1117] 0.49227783 0.36625375 0.45740217 0.25621151 0.17034495 0.30852208
[1123] 0.49227783 0.36625375 0.42810016 0.42810016 -0.38070900 0.57867783
[1129] 0.55671102 0.36625375 -0.17686525 -0.42132217 0.19921800 -0.44328898
[1135] 0.17034495 0.55671102 -0.32185597 -0.50772217 0.73183863 0.42810016
[1141] -0.42132217 -0.17686525 -0.42132217 0.57867783 0.39774207 -0.60225793
[1147] 0.25621151 -0.54259783 -0.42132217 -0.48169035 0.36625375 -0.26816137
[1153] -0.26816137 -0.25930609 -0.74378849 0.13682673 0.17034495 -0.48169035
[1159] 0.13682673 -0.69147792 -0.22051175 -0.25930609 0.49227783 0.28842709
[1165] 0.30852208 -0.22051175 -0.50772217 0.74069391 0.49227783 -0.69147792
[1171] 0.55671102 -0.44328898 0.67814403 0.13246442 0.10903700 -0.71157291
[1177] -0.74378849 0.45740217 -0.14407997 0.42810016 0.25621151 -0.50772217
[1183] 0.49227783 -0.63374625 -0.48169035 -0.57189984 -0.36321785 0.39774207
[1189] -0.54259783 0.55671102 0.36625375 0.16311028 -0.75898307 0.45740217
[1195] 0.25621151 0.63678215 -0.74378849 0.51830965 0.73183863 0.24101693
[1201] 0.34097354 0.39774207 -0.38070900 0.36625375 -0.44328898 0.17034495
[1207] 0.13682673 -0.30884991 0.13682673 0.63678215 0.63678215 -0.63374625
[1213] -0.42132217 0.10903700 0.57867783 0.51830965 -0.65902646 -0.65902646
[1219] -0.80078200 -0.17686525 -0.54259783 0.25621151 0.51830965 -0.57189984
[1225] -0.36321785 0.25621151 0.57867783 -0.71157291 0.30852208 0.51830965
[1231] 0.45740217 -0.74378849 -0.54259783 -0.69147792 0.13682673 -0.38070900
[1237] 0.25621151 -0.44328898 -0.69147792 -0.36321785 0.42810016 0.36625375
[1243] 0.42810016 0.30852208 -0.71157291 -0.50772217 0.28842709 -0.57189984
[1249] 0.10903700 -0.36321785 0.63678215 -0.36321785 0.51830965 -0.54259783
[1255] 0.57867783 -0.25930609 -0.54259783 -0.69147792 0.49227783 -0.57189984
[1261] 0.45740217 -0.21523480 -0.36321785 0.36625375 -0.57189984 -0.17686525
[1267] -0.50772217 0.36625375 0.49227783 -0.32185597 0.67814403 -0.54259783
[1273] 0.28842709 -0.38070900 0.24101693 0.30852208 0.63678215 0.21007574
[1279] -0.48169035 -0.65902646 -0.36321785 0.13682673 -0.17686525 0.39774207
[1285] 0.39774207 -0.26816137 0.49227783 0.10903700 -0.17686525 -0.54259783
[1291] -0.78992426 -0.17686525 0.39774207 0.34097354 -0.63374625 -0.48169035
[1297] 0.34097354 0.21007574 0.57867783 -0.60225793 0.25621151 -0.17686525
[1303] 0.25621151 -0.36321785 0.24101693 -0.63374625 -0.30884991 -0.57189984
[1309] -0.50772217 0.21007574 0.21007574 0.55671102 -0.42132217 0.74069391
[1315] -0.54259783 -0.69147792 0.25621151 0.17034495 0.28842709 0.36625375
[1321] 0.39774207 0.57867783 -0.50772217 0.25621151 -0.65902646 -0.30884991
[1327] 0.63678215 0.45740217 0.21007574 0.67814403 0.34097354 -0.50772217
[1333] -0.69147792 0.57867783 -0.50772217 0.25621151 0.69115009 0.42810016
[1339] 0.25621151 0.69115009 0.63678215 0.13682673 0.42810016 -0.32185597
[1345] 0.42810016 -0.48169035 -0.50772217 0.74069391 -0.36321785 0.45740217
[1351] 0.57867783 -0.50772217 0.17034495 0.24101693 -0.38070900 0.39774207
[1357] -0.54259783 0.42810016 0.24101693 0.21007574 -0.30884991 0.36625375
[1363] 0.42810016 0.74069391 0.45740217 0.36625375 0.13682673 0.57867783
[1369] 0.36625375 0.13682673 0.34097354 0.36625375 0.13246442 -0.36321785
[1375] 0.51830965 0.45740217 0.25621151 -0.48169035 -0.57189984 -0.44328898
[1381] -0.25930609 -0.50772217 -0.57189984 -0.21523480 0.25621151 -0.36321785
[1387] -0.42132217 -0.21523480 -0.14407997 0.25621151 0.45740217 -0.54259783
[1393] 0.30852208 0.24101693 0.24101693 0.30852208 -0.44328898 0.39774207
[1399] -0.48169035 -0.22051175 0.25621151 0.06798596 -0.44328898 0.25621151
[1405] -0.42132217 0.57867783 -0.63374625 -0.54259783 0.16311028 0.25621151
[1411] -0.26816137 0.49227783 -0.30884991 -0.38070900 -0.44328898 -0.86317327
[1417] 0.34097354 -0.69147792 -0.22051175 -0.60225793 -0.36321785 0.45740217
[1423] 0.51830965 0.21007574 0.36625375 0.30852208 0.36625375 -0.32185597
[1429] -0.44328898 -0.21523480 -0.71157291 -0.36321785 0.42810016 0.49227783
[1435] -0.44328898 0.78476520 -0.69147792 0.08632693 0.30852208 0.49227783
[1441] 0.78476520 -0.69147792 -0.60225793 0.42810016 0.21007574 -0.30884991
[1447] 0.24101693 0.61929100 0.36625375 0.28842709 -0.82965505 -0.48169035
[1453] -0.42132217 0.55671102 0.39774207 0.34097354 -0.69147792 -0.36321785
[1459] 0.45740217 -0.26816137 0.49227783 -0.60225793 0.63678215 0.69115009
[1465] 0.25621151 0.45740217 0.45740217 -0.54259783 -0.63374625 0.78476520
[1471] -0.50772217 0.19921800 -0.22051175 0.25621151 -0.42132217 -0.32185597
[1477] -0.69147792 -0.14407997 0.21007574 0.30852208 0.57867783 -0.78992426
[1483] 0.57867783 0.08632693 0.51830965 -0.54259783 -0.32185597 0.28842709
[1489] 0.51830965 -0.63374625 0.36625375 -0.36321785 -0.54259783 0.30852208
[1495] -0.57189984 -0.42132217 -0.48169035 0.25621151 0.36625375 -0.57189984
[1501] 0.30852208 -0.54259783 0.13682673 0.78476520 0.25621151 -0.63374625
[1507] -0.25930609 -0.54259783 -0.21523480 -0.54259783 -0.30884991 -0.48169035
[1513] 0.57867783 -0.30884991 0.42810016 0.55671102 -0.57189984 0.49227783
[1519] -0.17686525 0.30852208 -0.48169035 0.34097354 0.49227783 0.25621151
[1525] -0.54259783 0.36625375 -0.26816137 0.36625375 -0.57189984 0.36625375
[1531] 0.55671102 0.24101693 0.30852208 -0.48169035 -0.36321785 0.10903700
[1537] -0.30884991 0.49227783 0.36625375 0.42810016 0.21007574 -0.63374625
[1543] -0.26816137 -0.42132217 0.21007574 0.21007574 -0.36321785 0.36625375
[1549] -0.63374625 -0.17686525 0.69115009 -0.25930609 -0.32185597 0.57867783
[1555] -0.48169035 -0.36321785 0.39774207 0.74069391 0.34097354 0.61929100
[1561] -0.17925513 0.39774207 -0.89096300 0.39774207 0.34097354 0.36625375
[1567] 0.49227783 -0.89096300 0.82313475 -0.48169035 0.25621151 0.34097354
[1573] 0.30852208 -0.48169035 -0.42132217 0.39774207 -0.36321785 -0.60225793
[1579] 0.39774207 -0.78992426 -0.26816137 -0.42132217 0.19921800 0.82313475
[1585] 0.17034495 0.28842709 -0.60225793 -0.32185597 -0.21523480 0.30852208
[1591] 0.30852208 -0.38070900 0.39774207 -0.30884991 -0.60225793 -0.54259783
[1597] -0.74378849 -0.30884991 0.25621151 -0.54259783 0.39774207 0.06798596
[1603] -0.14428859 -0.42132217 0.36625375 0.30852208 0.57867783 -0.42132217
[1609] -0.32185597 0.45740217 0.42810016 -0.42132217 0.30852208 0.73183863
[1615] 0.17034495 -0.57189984 0.45740217 -0.30884991 -0.48169035 -0.21523480
[1621] -0.60225793 0.25621151 0.42810016 0.45740217 -0.38070900 0.77948825
[1627] 0.36625375 0.30852208 0.17034495 -0.69147792 0.42810016 -0.44328898
[1633] 0.45740217 -0.63374625 -0.30884991 -0.69147792 0.30852208 -0.69147792
[1639] -0.36321785 0.45740217 0.17034495 -0.63374625 0.55671102 0.36625375
[1645] -0.54259783 0.25621151 0.67814403 -0.69147792 -0.50772217 0.49227783
[1651] 0.63678215 0.25621151 -0.36321785 -0.54259783 0.51830965 0.42810016
[1657] -0.30884991 0.51830965 -0.21523480 -0.74378849 -0.65902646 0.25621151
[1663] 0.10903700 -0.54259783 0.67814403 0.45740217 0.39774207 0.21007574
[1669] -0.11651182 0.36625375 -0.36321785 0.63678215 -0.50772217 0.77948825
[1675] -0.44328898 -0.50772217 -0.69147792 -0.54259783 0.45740217 0.30852208
[1681] -0.44328898 -0.32185597 -0.57189984 0.30852208 0.49227783 -0.44328898
[1687] 0.69115009 -0.30884991 0.74069391 0.28842709 -0.42132217 0.42810016
[1693] 0.49227783 -0.26816137 0.34097354 -0.36321785 0.57867783 0.34097354
[1699] -0.48169035 0.51830965 -0.14407997 -0.11651182 0.42810016 -0.50772217
[1705] -0.42132217 -0.30884991 0.28842709 0.36625375 -0.86317327 -0.57189984
[1711] -0.21523480 0.61929100 -0.30884991 -0.57189984 -0.36321785 -0.48169035
[1717] 0.10903700 -0.50772217 -0.25930609 -0.30884991 0.36625375 -0.25930609
[1723] -0.69147792 -0.42132217 0.45740217 0.34097354 0.39774207 -0.25930609
[1729] 0.39774207 -0.21523480 -0.42132217 0.51830965 0.21007574 0.42810016
[1735] 0.36625375 -0.54259783 -0.17686525 -0.65902646 -0.30884991 0.45740217
[1741] -0.60225793 -0.32185597 -0.48169035 0.06798596 0.45740217 -0.42132217
[1747] -0.30884991 -0.36321785 0.21007574 -0.17686525 -0.44328898 0.30852208
[1753] -0.30884991 0.08632693 0.63678215 0.34097354 -0.50772217 -0.30884991
[1759] -0.36321785 0.28842709 0.21007574 -0.26816137 -0.36321785 0.49227783
[1765] 0.39774207 0.16311028 0.08632693 0.36625375 -0.54259783 0.21007574
[1771] -0.38070900 -0.32185597 0.25621151 0.39774207 -0.17925513 0.17034495
[1777] -0.63374625 0.51830965 -0.25930609 0.57867783 0.24101693 -0.32185597
[1783] 0.69115009 0.45740217 -0.22051175 -0.17686525 -0.42132217 0.34097354
[1789] 0.25621151 0.25621151 -0.44328898 0.39774207 -0.74378849 0.39774207
[1795] 0.10903700 0.34097354 0.57867783 0.25621151 0.39774207 0.42810016
[1801] -0.36321785 -0.60225793 0.24101693 -0.36321785 -0.57189984 -0.57189984
[1807] 0.61929100 0.49227783 -0.48169035 -0.57189984 -0.44328898 0.17034495
[1813] -0.36321785 0.45740217 -0.22051175 -0.42132217 0.21007574 -0.25930609
[1819] 0.36625375 0.74069391 0.57867783 0.13682673 0.51830965 0.63678215
[1825] -0.25930609 -0.30884991 0.30852208 -0.75898307 0.82313475 -0.17686525
[1831] -0.57189984 0.45740217 0.36625375 -0.42132217 -0.25930609 -0.32185597
[1837] 0.45740217 -0.38070900 -0.48169035 -0.54259783 -0.50772217 0.30852208
[1843] 0.24101693 -0.42132217 0.49227783 0.24101693 0.36625375 -0.17686525
[1849] -0.63374625 -0.21523480 -0.50772217 -0.30884991 -0.30884991 0.36625375
[1855] -0.60225793 0.21007574 -0.25930609 -0.36321785 -0.57189984 0.51830965
[1861] -0.48169035 -0.38070900 -0.22051175 -0.25930609 0.63678215 0.25621151
[1867] 0.25621151 0.51830965 -0.30884991 -0.60225793 -0.65902646 -0.57189984
[1873] 0.21007574 -0.63374625 0.34097354 0.57867783 0.61929100 0.34097354
[1879] 0.36625375 0.25621151 0.17034495 -0.57189984 -0.42132217 -0.32185597
[1885] 0.28842709 -0.65902646 0.30852208 0.51830965 -0.65902646 0.55671102
[1891] -0.17686525 0.49227783 -0.21523480 0.45740217 0.55671102 -0.50772217
[1897] 0.42810016 -0.57189984 0.21007574 -0.57189984 -0.48169035 -0.60225793
[1903] 0.36625375 -0.36321785 0.30852208 -0.71157291 -0.32185597 0.30852208
[1909] 0.30852208 -0.36321785 0.30852208 0.36625375 -0.36321785 0.21007574
[1915] 0.57867783 -0.50772217 0.28842709 0.25621151 -0.36321785 0.30852208
[1921] -0.42132217 0.57867783 -0.21523480 -0.17686525 0.13682673 -0.30884991
[1927] 0.42810016 0.61929100 0.34097354 0.55671102 -0.26816137 0.45740217
[1933] 0.36625375 -0.30884991 -0.50772217 -0.54259783 0.21007574 0.69115009
[1939] -0.26816137 0.42810016 0.51830965 0.45740217 0.36625375 -0.25930609
[1945] -0.48169035 0.17034495 -0.60225793 0.30852208 0.30852208 -0.36321785
[1951] 0.34097354 0.13246442 0.67814403 0.28842709 -0.50772217 -0.44328898
[1957] 0.36625375 0.63678215 0.30852208 0.30852208 -0.38070900 0.21007574
[1963] -0.54259783 0.39774207 -0.57189984 0.61929100 0.34097354 0.28842709
[1969] -0.48169035 0.21007574 0.39774207 -0.57189984 0.42810016 -0.21523480
[1975] -0.57189984 0.30852208 -0.50772217 -0.44328898 -0.36321785 -0.14407997
[1981] -0.38070900 0.36625375 -0.54259783 0.61929100 -0.30884991 0.61929100
[1987] 0.51830965 0.30852208 0.67814403 0.19921800 0.63678215 0.36625375
[1993] -0.32185597 0.30852208 0.19921800 -0.54259783 -0.48169035 0.30852208
[1999] 0.30852208 0.28842709
attr(,"label")
[1] "Residuals"
Code
(fit_em <- estimNLR(y = y, match = match, group = group, formula = M$M1$formula,
method = "em", lower = M$M1$lower, upper = M$M1$upper, start = start))
Output
Nonlinear regression model
Model: y ~ c + (1 - c)/(1 + exp(-(b0 + b1 * x + b2 * g + b3 * x * g)))
Coefficients:
b0 b1 b2 b3 c
0.5503 0.9941 -0.8388 -0.1536 0.0000
Maximum likelihood estimation using the EM algorithm
Converged after 2 iterations
Code
coef(fit_em)
Output
b0 b1 b2 b3 c
0.5503440 0.9940975 -0.8387766 -0.1535927 0.0000000
Code
logLik(fit_em)
Output
'log Lik.' -1192.331 (df=5)
Code
vcov(fit_em)
Output
b0 b1 b2 b3 c
b0 0.08658573 -0.036631987 0.04091179 -0.034224858 -0.04507052
b1 -0.03663199 0.024578025 -0.02262850 0.008356037 0.02094865
b2 0.04091179 -0.022628503 0.03622273 -0.018122854 -0.02559373
b3 -0.03422486 0.008356037 -0.01812285 0.026512557 0.01832306
c -0.04507052 0.020948650 -0.02559373 0.018323057 0.02497989
Code
fitted(fit_em)
Output
[1] 0.45487411 0.76352613 0.87628488 0.22037531 0.78877573 0.28435576
[7] 0.52239129 0.42976528 0.78877573 0.76352613 0.83721296 0.71125529
[13] 0.45487411 0.50931523 0.73056430 0.35368440 0.58839620 0.71125529
[19] 0.45487411 0.32690028 0.42976528 0.80887717 0.87628488 0.83721296
[25] 0.66316115 0.50931523 0.76352613 0.50931523 0.71125529 0.27034765
[31] 0.50931523 0.65268611 0.78877573 0.32690028 0.45487411 0.52239129
[37] 0.66316115 0.83721296 0.50931523 0.58910004 0.27034765 0.50931523
[43] 0.50931523 0.78877573 0.78877573 0.45487411 0.32690028 0.50931523
[49] 0.22037531 0.52239129 0.52239129 0.27034765 0.14127713 0.52239129
[55] 0.32690028 0.58839620 0.32690028 0.52239129 0.52239129 0.52239129
[61] 0.87910405 0.66316115 0.32690028 0.22037531 0.65268611 0.73056430
[67] 0.22037531 0.73056430 0.08738702 0.93072359 0.42976528 0.22037531
[73] 0.45487411 0.58839620 0.50931523 0.22037531 0.65268611 0.22390881
[79] 0.32690028 0.50931523 0.52239129 0.58839620 0.22037531 0.35368440
[85] 0.50931523 0.65268611 0.28435576 0.35368440 0.45487411 0.73056430
[91] 0.28435576 0.71125529 0.45487411 0.71125529 0.27034765 0.22037531
[97] 0.38897634 0.83721296 0.27034765 0.84727053 0.94872579 0.52239129
[103] 0.52239129 0.66316115 0.38897634 0.17320152 0.78877573 0.78877573
[109] 0.66316115 0.14127713 0.65268611 0.45487411 0.38897634 0.83721296
[115] 0.32690028 0.58839620 0.32690028 0.87628488 0.22037531 0.45487411
[121] 0.76352613 0.45487411 0.27034765 0.83721296 0.27034765 0.50931523
[127] 0.27034765 0.22390881 0.27034765 0.28435576 0.45487411 0.42976528
[133] 0.42976528 0.83721296 0.38897634 0.38897634 0.13202412 0.58910004
[139] 0.73056430 0.83721296 0.38897634 0.17739435 0.28435576 0.78877573
[145] 0.50931523 0.66316115 0.90702032 0.73056430 0.22037531 0.32690028
[151] 0.27034765 0.22037531 0.66316115 0.45487411 0.83721296 0.35368440
[157] 0.22037531 0.90702032 0.93072359 0.38897634 0.42976528 0.52239129
[163] 0.90702032 0.14127713 0.42976528 0.45487411 0.66316115 0.90702032
[169] 0.27034765 0.78877573 0.28435576 0.66316115 0.58910004 0.58839620
[175] 0.73056430 0.42976528 0.45487411 0.76352613 0.87628488 0.17739435
[181] 0.38897634 0.87628488 0.90702032 0.80887717 0.58910004 0.50931523
[187] 0.87628488 0.35368440 0.11151645 0.73056430 0.32690028 0.50931523
[193] 0.73056430 0.14127713 0.90702032 0.58839620 0.58839620 0.66316115
[199] 0.78877573 0.45487411 0.32690028 0.58839620 0.22390881 0.78877573
[205] 0.87628488 0.73056430 0.73056430 0.45487411 0.78877573 0.38897634
[211] 0.58910004 0.38897634 0.22390881 0.52239129 0.17739435 0.28435576
[217] 0.73056430 0.78877573 0.93072359 0.73056430 0.58910004 0.38897634
[223] 0.38897634 0.73056430 0.38897634 0.42976528 0.73056430 0.50931523
[229] 0.58839620 0.52239129 0.35368440 0.90702032 0.87628488 0.35368440
[235] 0.83721296 0.73056430 0.58839620 0.93072359 0.32690028 0.90702032
[241] 0.73056430 0.65268611 0.66316115 0.45487411 0.50931523 0.32690028
[247] 0.45487411 0.58839620 0.58910004 0.32690028 0.83721296 0.50931523
[253] 0.78877573 0.66316115 0.58910004 0.58910004 0.66316115 0.45487411
[259] 0.71125529 0.78877573 0.08738702 0.65268611 0.35368440 0.27034765
[265] 0.66316115 0.58839620 0.83721296 0.45487411 0.76352613 0.14127713
[271] 0.45487411 0.66316115 0.78877573 0.35368440 0.90702032 0.32690028
[277] 0.52239129 0.17739435 0.35368440 0.52239129 0.27034765 0.73056430
[283] 0.58839620 0.42976528 0.58910004 0.76352613 0.50931523 0.78877573
[289] 0.93072359 0.42976528 0.42976528 0.27034765 0.32690028 0.58839620
[295] 0.45487411 0.83721296 0.58910004 0.50931523 0.58910004 0.83721296
[301] 0.58910004 0.38897634 0.35368440 0.22390881 0.66316115 0.90702032
[307] 0.78877573 0.90702032 0.42976528 0.38897634 0.66316115 0.27034765
[313] 0.45487411 0.52239129 0.84727053 0.78877573 0.52239129 0.65268611
[319] 0.58839620 0.32690028 0.27034765 0.52239129 0.73056430 0.06807856
[325] 0.65268611 0.73056430 0.35368440 0.78877573 0.73056430 0.14127713
[331] 0.32690028 0.38897634 0.45487411 0.27034765 0.87628488 0.50931523
[337] 0.58839620 0.45487411 0.66316115 0.38897634 0.66316115 0.58910004
[343] 0.78877573 0.73056430 0.50931523 0.50931523 0.45487411 0.42976528
[349] 0.83721296 0.27034765 0.17739435 0.83721296 0.58839620 0.66316115
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[379] 0.50931523 0.78877573 0.83721296 0.52239129 0.42976528 0.58839620
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[403] 0.45487411 0.83721296 0.90702032 0.38897634 0.52239129 0.58910004
[409] 0.45487411 0.80887717 0.65268611 0.45487411 0.78877573 0.42976528
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[439] 0.22390881 0.52239129 0.58910004 0.52239129 0.73056430 0.22037531
[445] 0.32690028 0.78877573 0.65268611 0.65268611 0.17739435 0.32690028
[451] 0.58910004 0.14127713 0.80887717 0.52239129 0.50931523 0.71125529
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[475] 0.78877573 0.73056430 0.35368440 0.52239129 0.52239129 0.73056430
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[487] 0.78877573 0.66316115 0.45487411 0.65268611 0.73056430 0.22037531
[493] 0.22037531 0.32690028 0.50931523 0.17739435 0.28435576 0.58910004
[499] 0.50931523 0.76352613 0.83721296 0.22390881 0.38897634 0.32690028
[505] 0.50931523 0.42976528 0.32690028 0.45487411 0.32690028 0.32690028
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[541] 0.27034765 0.38897634 0.65268611 0.35368440 0.50931523 0.73056430
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[583] 0.50931523 0.50931523 0.52239129 0.27034765 0.45487411 0.11151645
[589] 0.78877573 0.45487411 0.87628488 0.17320152 0.35368440 0.58839620
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[607] 0.83721296 0.73056430 0.76352613 0.58910004 0.66316115 0.58910004
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[619] 0.73056430 0.28435576 0.45487411 0.17739435 0.45487411 0.45487411
[625] 0.38897634 0.17739435 0.78877573 0.42976528 0.87628488 0.73056430
[631] 0.22037531 0.66316115 0.58839620 0.78877573 0.73056430 0.83721296
[637] 0.66316115 0.73056430 0.58839620 0.87628488 0.42976528 0.58839620
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[649] 0.42976528 0.50931523 0.84727053 0.42976528 0.73056430 0.73056430
[655] 0.66316115 0.45487411 0.78877573 0.73056430 0.17739435 0.73056430
[661] 0.32690028 0.78877573 0.27034765 0.32690028 0.32690028 0.96223973
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[739] 0.35368440 0.80887717 0.52239129 0.58910004 0.80887717 0.73056430
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[751] 0.71125529 0.58910004 0.58910004 0.66316115 0.50931523 0.73056430
[757] 0.42976528 0.38897634 0.66316115 0.93072359 0.22037531 0.38897634
[763] 0.65268611 0.14127713 0.27034765 0.32690028 0.50931523 0.58839620
[769] 0.50931523 0.35368440 0.35368440 0.87628488 0.73056430 0.52239129
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[787] 0.27034765 0.50931523 0.50931523 0.58910004 0.28435576 0.83721296
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[799] 0.35368440 0.27034765 0.58839620 0.58839620 0.78877573 0.80887717
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[811] 0.83721296 0.52239129 0.71125529 0.78877573 0.27034765 0.42976528
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[823] 0.78877573 0.87628488 0.87628488 0.38897634 0.42976528 0.17739435
[829] 0.50931523 0.45487411 0.22037531 0.22390881 0.52239129 0.52239129
[835] 0.32690028 0.22037531 0.45487411 0.35368440 0.83721296 0.58910004
[841] 0.66316115 0.42976528 0.73056430 0.28435576 0.58910004 0.38897634
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[865] 0.45487411 0.58910004 0.80887717 0.52239129 0.58839620 0.27034765
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[883] 0.50931523 0.87628488 0.58839620 0.45487411 0.66316115 0.58839620
[889] 0.38897634 0.78877573 0.42976528 0.17739435 0.42976528 0.65268611
[895] 0.58910004 0.45487411 0.32690028 0.80887717 0.65268611 0.66316115
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[907] 0.73056430 0.58910004 0.32690028 0.78877573 0.66316115 0.38897634
[913] 0.58910004 0.58839620 0.38897634 0.78877573 0.38897634 0.45487411
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[931] 0.73056430 0.76352613 0.58839620 0.42976528 0.58839620 0.38897634
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[943] 0.38897634 0.87628488 0.32690028 0.58910004 0.17739435 0.22390881
[949] 0.58839620 0.50931523 0.58910004 0.52239129 0.38897634 0.87628488
[955] 0.66316115 0.17739435 0.50931523 0.52239129 0.22037531 0.83721296
[961] 0.76352613 0.27034765 0.17739435 0.66316115 0.22037531 0.22037531
[967] 0.45487411 0.65268611 0.45487411 0.27034765 0.38897634 0.14127713
[973] 0.58839620 0.71125529 0.38897634 0.66316115 0.71125529 0.71125529
[979] 0.66316115 0.73056430 0.65268611 0.90702032 0.58839620 0.78877573
[985] 0.22037531 0.66316115 0.58839620 0.27034765 0.52239129 0.58910004
[991] 0.06807856 0.58910004 0.52239129 0.38897634 0.73056430 0.35368440
[997] 0.90702032 0.38897634 0.87628488 0.66316115 0.58839620 0.35368440
[1003] 0.22037531 0.42976528 0.73056430 0.28435576 0.94872579 0.66316115
[1009] 0.58910004 0.50931523 0.22037531 0.66316115 0.09945871 0.45487411
[1015] 0.58839620 0.27034765 0.14127713 0.73056430 0.35368440 0.58839620
[1021] 0.73056430 0.42976528 0.90702032 0.42976528 0.65268611 0.45487411
[1027] 0.66316115 0.22037531 0.32690028 0.66316115 0.42976528 0.58910004
[1033] 0.52239129 0.17739435 0.71125529 0.58839620 0.11151645 0.42976528
[1039] 0.73056430 0.13202412 0.66316115 0.38897634 0.42976528 0.65268611
[1045] 0.65268611 0.66316115 0.32690028 0.35368440 0.38897634 0.78877573
[1051] 0.27034765 0.32690028 0.66316115 0.42976528 0.52239129 0.45487411
[1057] 0.22390881 0.45487411 0.38897634 0.38897634 0.28435576 0.35368440
[1063] 0.58910004 0.50931523 0.73056430 0.73056430 0.78877573 0.83721296
[1069] 0.35368440 0.66316115 0.45487411 0.42976528 0.45487411 0.11151645
[1075] 0.78877573 0.78877573 0.08738702 0.22037531 0.50931523 0.27034765
[1081] 0.42976528 0.22037531 0.93072359 0.14127713 0.50931523 0.27034765
[1087] 0.22390881 0.50931523 0.17320152 0.42976528 0.58910004 0.78877573
[1093] 0.87628488 0.78877573 0.66316115 0.52239129 0.58910004 0.17739435
[1099] 0.32690028 0.32690028 0.93072359 0.22390881 0.73056430 0.27034765
[1105] 0.71125529 0.58910004 0.32690028 0.42976528 0.52239129 0.42976528
[1111] 0.58910004 0.45487411 0.38897634 0.22390881 0.73056430 0.65268611
[1117] 0.50931523 0.66316115 0.52239129 0.78877573 0.87628488 0.73056430
[1123] 0.50931523 0.66316115 0.58839620 0.58839620 0.35368440 0.38897634
[1129] 0.42976528 0.66316115 0.14127713 0.38897634 0.80887717 0.42976528
[1135] 0.87628488 0.42976528 0.28435576 0.50931523 0.22390881 0.58839620
[1141] 0.38897634 0.14127713 0.38897634 0.38897634 0.58910004 0.58910004
[1147] 0.78877573 0.52239129 0.38897634 0.45487411 0.66316115 0.22390881
[1153] 0.22390881 0.22037531 0.78877573 0.90702032 0.87628488 0.45487411
[1159] 0.90702032 0.73056430 0.17320152 0.22037531 0.50931523 0.71125529
[1165] 0.73056430 0.17320152 0.50931523 0.22037531 0.50931523 0.73056430
[1171] 0.42976528 0.42976528 0.28435576 0.87910405 0.93072359 0.71125529
[1177] 0.78877573 0.52239129 0.11151645 0.58839620 0.78877573 0.50931523
[1183] 0.50931523 0.66316115 0.45487411 0.58839620 0.32690028 0.58910004
[1189] 0.52239129 0.42976528 0.66316115 0.84727053 0.76352613 0.52239129
[1195] 0.78877573 0.32690028 0.78877573 0.45487411 0.22390881 0.76352613
[1201] 0.65268611 0.58910004 0.35368440 0.66316115 0.42976528 0.87628488
[1207] 0.90702032 0.27034765 0.90702032 0.32690028 0.32690028 0.66316115
[1213] 0.38897634 0.93072359 0.38897634 0.45487411 0.65268611 0.65268611
[1219] 0.80887717 0.14127713 0.52239129 0.78877573 0.45487411 0.58839620
[1225] 0.32690028 0.78877573 0.38897634 0.71125529 0.73056430 0.45487411
[1231] 0.52239129 0.78877573 0.52239129 0.73056430 0.90702032 0.35368440
[1237] 0.78877573 0.42976528 0.73056430 0.32690028 0.58839620 0.66316115
[1243] 0.58839620 0.73056430 0.71125529 0.50931523 0.71125529 0.58839620
[1249] 0.93072359 0.32690028 0.32690028 0.32690028 0.45487411 0.52239129
[1255] 0.38897634 0.22037531 0.52239129 0.73056430 0.50931523 0.58839620
[1261] 0.52239129 0.17739435 0.32690028 0.66316115 0.58839620 0.14127713
[1267] 0.50931523 0.66316115 0.50931523 0.28435576 0.28435576 0.52239129
[1273] 0.71125529 0.35368440 0.76352613 0.73056430 0.32690028 0.83721296
[1279] 0.45487411 0.65268611 0.32690028 0.90702032 0.14127713 0.58910004
[1285] 0.58910004 0.22390881 0.50931523 0.93072359 0.14127713 0.52239129
[1291] 0.83721296 0.14127713 0.58910004 0.65268611 0.66316115 0.45487411
[1297] 0.65268611 0.83721296 0.38897634 0.58910004 0.78877573 0.14127713
[1303] 0.78877573 0.32690028 0.76352613 0.66316115 0.27034765 0.58839620
[1309] 0.50931523 0.83721296 0.83721296 0.42976528 0.38897634 0.22037531
[1315] 0.52239129 0.73056430 0.78877573 0.87628488 0.71125529 0.66316115
[1321] 0.58910004 0.38897634 0.50931523 0.78877573 0.65268611 0.27034765
[1327] 0.32690028 0.52239129 0.83721296 0.28435576 0.65268611 0.50931523
[1333] 0.73056430 0.38897634 0.50931523 0.78877573 0.27034765 0.58839620
[1339] 0.78877573 0.27034765 0.32690028 0.90702032 0.58839620 0.28435576
[1345] 0.58839620 0.45487411 0.50931523 0.22037531 0.32690028 0.52239129
[1351] 0.38897634 0.50931523 0.87628488 0.76352613 0.35368440 0.58910004
[1357] 0.52239129 0.58839620 0.76352613 0.83721296 0.27034765 0.66316115
[1363] 0.58839620 0.22037531 0.52239129 0.66316115 0.90702032 0.38897634
[1369] 0.66316115 0.90702032 0.65268611 0.66316115 0.87910405 0.32690028
[1375] 0.45487411 0.52239129 0.78877573 0.45487411 0.58839620 0.42976528
[1381] 0.22037531 0.50931523 0.58839620 0.17739435 0.78877573 0.32690028
[1387] 0.38897634 0.17739435 0.11151645 0.78877573 0.52239129 0.52239129
[1393] 0.73056430 0.76352613 0.76352613 0.73056430 0.42976528 0.58910004
[1399] 0.45487411 0.17320152 0.78877573 0.96223973 0.42976528 0.78877573
[1405] 0.38897634 0.38897634 0.66316115 0.52239129 0.84727053 0.78877573
[1411] 0.22390881 0.50931523 0.27034765 0.35368440 0.42976528 0.90702032
[1417] 0.65268611 0.73056430 0.17320152 0.58910004 0.32690028 0.52239129
[1423] 0.45487411 0.83721296 0.66316115 0.73056430 0.66316115 0.28435576
[1429] 0.42976528 0.17739435 0.71125529 0.32690028 0.58839620 0.50931523
[1435] 0.42976528 0.17739435 0.73056430 0.94872579 0.73056430 0.50931523
[1441] 0.17739435 0.73056430 0.58910004 0.58839620 0.83721296 0.27034765
[1447] 0.76352613 0.35368440 0.66316115 0.71125529 0.87628488 0.45487411
[1453] 0.38897634 0.42976528 0.58910004 0.65268611 0.73056430 0.32690028
[1459] 0.52239129 0.22390881 0.50931523 0.58910004 0.32690028 0.27034765
[1465] 0.78877573 0.52239129 0.52239129 0.52239129 0.66316115 0.17739435
[1471] 0.50931523 0.80887717 0.17320152 0.78877573 0.38897634 0.28435576
[1477] 0.73056430 0.11151645 0.83721296 0.73056430 0.38897634 0.83721296
[1483] 0.38897634 0.94872579 0.45487411 0.52239129 0.28435576 0.71125529
[1489] 0.45487411 0.66316115 0.66316115 0.32690028 0.52239129 0.73056430
[1495] 0.58839620 0.38897634 0.45487411 0.78877573 0.66316115 0.58839620
[1501] 0.73056430 0.52239129 0.90702032 0.17739435 0.78877573 0.66316115
[1507] 0.22037531 0.52239129 0.17739435 0.52239129 0.27034765 0.45487411
[1513] 0.38897634 0.27034765 0.58839620 0.42976528 0.58839620 0.50931523
[1519] 0.14127713 0.73056430 0.45487411 0.65268611 0.50931523 0.78877573
[1525] 0.52239129 0.66316115 0.22390881 0.66316115 0.58839620 0.66316115
[1531] 0.42976528 0.76352613 0.73056430 0.45487411 0.32690028 0.93072359
[1537] 0.27034765 0.50931523 0.66316115 0.58839620 0.83721296 0.66316115
[1543] 0.22390881 0.38897634 0.83721296 0.83721296 0.32690028 0.66316115
[1549] 0.66316115 0.14127713 0.27034765 0.22037531 0.28435576 0.38897634
[1555] 0.45487411 0.32690028 0.58910004 0.22037531 0.65268611 0.35368440
[1561] 0.13202412 0.58910004 0.93072359 0.58910004 0.65268611 0.66316115
[1567] 0.50931523 0.93072359 0.14127713 0.45487411 0.78877573 0.65268611
[1573] 0.73056430 0.45487411 0.38897634 0.58910004 0.32690028 0.58910004
[1579] 0.58910004 0.83721296 0.22390881 0.38897634 0.80887717 0.14127713
[1585] 0.87628488 0.71125529 0.58910004 0.28435576 0.17739435 0.73056430
[1591] 0.73056430 0.35368440 0.58910004 0.27034765 0.58910004 0.52239129
[1597] 0.78877573 0.27034765 0.78877573 0.52239129 0.58910004 0.96223973
[1603] 0.09945871 0.38897634 0.66316115 0.73056430 0.38897634 0.38897634
[1609] 0.28435576 0.52239129 0.58839620 0.38897634 0.73056430 0.22390881
[1615] 0.87628488 0.58839620 0.52239129 0.27034765 0.45487411 0.17739435
[1621] 0.58910004 0.78877573 0.58839620 0.52239129 0.35368440 0.17320152
[1627] 0.66316115 0.73056430 0.87628488 0.73056430 0.58839620 0.42976528
[1633] 0.52239129 0.66316115 0.27034765 0.73056430 0.73056430 0.73056430
[1639] 0.32690028 0.52239129 0.87628488 0.66316115 0.42976528 0.66316115
[1645] 0.52239129 0.78877573 0.28435576 0.73056430 0.50931523 0.50931523
[1651] 0.32690028 0.78877573 0.32690028 0.52239129 0.45487411 0.58839620
[1657] 0.27034765 0.45487411 0.17739435 0.78877573 0.65268611 0.78877573
[1663] 0.93072359 0.52239129 0.28435576 0.52239129 0.58910004 0.83721296
[1669] 0.08738702 0.66316115 0.32690028 0.32690028 0.50931523 0.17320152
[1675] 0.42976528 0.50931523 0.73056430 0.52239129 0.52239129 0.73056430
[1681] 0.42976528 0.28435576 0.58839620 0.73056430 0.50931523 0.42976528
[1687] 0.27034765 0.27034765 0.22037531 0.71125529 0.38897634 0.58839620
[1693] 0.50931523 0.22390881 0.65268611 0.32690028 0.38897634 0.65268611
[1699] 0.45487411 0.45487411 0.11151645 0.08738702 0.58839620 0.50931523
[1705] 0.38897634 0.27034765 0.71125529 0.66316115 0.90702032 0.58839620
[1711] 0.17739435 0.35368440 0.27034765 0.58839620 0.32690028 0.45487411
[1717] 0.93072359 0.50931523 0.22037531 0.27034765 0.66316115 0.22037531
[1723] 0.73056430 0.38897634 0.52239129 0.65268611 0.58910004 0.22037531
[1729] 0.58910004 0.17739435 0.38897634 0.45487411 0.83721296 0.58839620
[1735] 0.66316115 0.52239129 0.14127713 0.65268611 0.27034765 0.52239129
[1741] 0.58910004 0.28435576 0.45487411 0.96223973 0.52239129 0.38897634
[1747] 0.27034765 0.32690028 0.83721296 0.14127713 0.42976528 0.73056430
[1753] 0.27034765 0.94872579 0.32690028 0.65268611 0.50931523 0.27034765
[1759] 0.32690028 0.71125529 0.83721296 0.22390881 0.32690028 0.50931523
[1765] 0.58910004 0.84727053 0.94872579 0.66316115 0.52239129 0.83721296
[1771] 0.35368440 0.28435576 0.78877573 0.58910004 0.13202412 0.87628488
[1777] 0.66316115 0.45487411 0.22037531 0.38897634 0.76352613 0.28435576
[1783] 0.27034765 0.52239129 0.17320152 0.14127713 0.38897634 0.65268611
[1789] 0.78877573 0.78877573 0.42976528 0.58910004 0.78877573 0.58910004
[1795] 0.93072359 0.65268611 0.38897634 0.78877573 0.58910004 0.58839620
[1801] 0.32690028 0.58910004 0.76352613 0.32690028 0.58839620 0.58839620
[1807] 0.35368440 0.50931523 0.45487411 0.58839620 0.42976528 0.87628488
[1813] 0.32690028 0.52239129 0.17320152 0.38897634 0.83721296 0.22037531
[1819] 0.66316115 0.22037531 0.38897634 0.90702032 0.45487411 0.32690028
[1825] 0.22037531 0.27034765 0.73056430 0.76352613 0.14127713 0.14127713
[1831] 0.58839620 0.52239129 0.66316115 0.38897634 0.22037531 0.28435576
[1837] 0.52239129 0.35368440 0.45487411 0.52239129 0.50931523 0.73056430
[1843] 0.76352613 0.38897634 0.50931523 0.76352613 0.66316115 0.14127713
[1849] 0.66316115 0.17739435 0.50931523 0.27034765 0.27034765 0.66316115
[1855] 0.58910004 0.83721296 0.22037531 0.32690028 0.58839620 0.45487411
[1861] 0.45487411 0.35368440 0.17320152 0.22037531 0.32690028 0.78877573
[1867] 0.78877573 0.45487411 0.27034765 0.58910004 0.65268611 0.58839620
[1873] 0.83721296 0.66316115 0.65268611 0.38897634 0.35368440 0.65268611
[1879] 0.66316115 0.78877573 0.87628488 0.58839620 0.38897634 0.28435576
[1885] 0.71125529 0.65268611 0.73056430 0.45487411 0.65268611 0.42976528
[1891] 0.14127713 0.50931523 0.17739435 0.52239129 0.42976528 0.50931523
[1897] 0.58839620 0.58839620 0.83721296 0.58839620 0.45487411 0.58910004
[1903] 0.66316115 0.32690028 0.73056430 0.71125529 0.28435576 0.73056430
[1909] 0.73056430 0.32690028 0.73056430 0.66316115 0.32690028 0.83721296
[1915] 0.38897634 0.50931523 0.71125529 0.78877573 0.32690028 0.73056430
[1921] 0.38897634 0.38897634 0.17739435 0.14127713 0.90702032 0.27034765
[1927] 0.58839620 0.35368440 0.65268611 0.42976528 0.22390881 0.52239129
[1933] 0.66316115 0.27034765 0.50931523 0.52239129 0.83721296 0.27034765
[1939] 0.22390881 0.58839620 0.45487411 0.52239129 0.66316115 0.22037531
[1945] 0.45487411 0.87628488 0.58910004 0.73056430 0.73056430 0.32690028
[1951] 0.65268611 0.87910405 0.28435576 0.71125529 0.50931523 0.42976528
[1957] 0.66316115 0.32690028 0.73056430 0.73056430 0.35368440 0.83721296
[1963] 0.52239129 0.58910004 0.58839620 0.35368440 0.65268611 0.71125529
[1969] 0.45487411 0.83721296 0.58910004 0.58839620 0.58839620 0.17739435
[1975] 0.58839620 0.73056430 0.50931523 0.42976528 0.32690028 0.11151645
[1981] 0.35368440 0.66316115 0.52239129 0.35368440 0.27034765 0.35368440
[1987] 0.45487411 0.73056430 0.28435576 0.80887717 0.32690028 0.66316115
[1993] 0.28435576 0.73056430 0.80887717 0.52239129 0.45487411 0.73056430
[1999] 0.73056430 0.71125529
attr(,"label")
[1] "Fitted values"
Code
residuals(fit_em)
Output
[1] -0.45487411 0.23647387 0.12371512 -0.22037531 0.21122427 -0.28435576
[7] 0.47760871 0.57023472 0.21122427 0.23647387 0.16278704 0.28874471
[13] -0.45487411 -0.50931523 -0.73056430 -0.35368440 0.41160380 0.28874471
[19] -0.45487411 -0.32690028 0.57023472 0.19112283 0.12371512 0.16278704
[25] 0.33683885 0.49068477 0.23647387 -0.50931523 0.28874471 -0.27034765
[31] -0.50931523 -0.65268611 -0.78877573 -0.32690028 0.54512589 -0.52239129
[37] -0.66316115 0.16278704 0.49068477 -0.58910004 -0.27034765 0.49068477
[43] -0.50931523 0.21122427 0.21122427 -0.45487411 -0.32690028 0.49068477
[49] 0.77962469 -0.52239129 0.47760871 -0.27034765 0.85872287 -0.52239129
[55] 0.67309972 0.41160380 -0.32690028 0.47760871 -0.52239129 0.47760871
[61] 0.12089595 -0.66316115 0.67309972 -0.22037531 0.34731389 -0.73056430
[67] -0.22037531 0.26943570 -0.08738702 0.06927641 -0.42976528 -0.22037531
[73] 0.54512589 0.41160380 -0.50931523 0.77962469 0.34731389 -0.22390881
[79] -0.32690028 0.49068477 0.47760871 -0.58839620 -0.22037531 -0.35368440
[85] -0.50931523 -0.65268611 0.71564424 -0.35368440 -0.45487411 -0.73056430
[91] -0.28435576 0.28874471 -0.45487411 0.28874471 0.72965235 -0.22037531
[97] 0.61102366 0.16278704 -0.27034765 0.15272947 0.05127421 0.47760871
[103] 0.47760871 0.33683885 -0.38897634 -0.17320152 0.21122427 -0.78877573
[109] 0.33683885 -0.14127713 0.34731389 -0.45487411 0.61102366 0.16278704
[115] -0.32690028 -0.58839620 0.67309972 0.12371512 -0.22037531 0.54512589
[121] 0.23647387 -0.45487411 -0.27034765 0.16278704 -0.27034765 0.49068477
[127] 0.72965235 -0.22390881 -0.27034765 -0.28435576 0.54512589 -0.42976528
[133] -0.42976528 0.16278704 -0.38897634 -0.38897634 -0.13202412 0.41089996
[139] 0.26943570 0.16278704 -0.38897634 0.82260565 -0.28435576 0.21122427
[145] 0.49068477 -0.66316115 0.09297968 0.26943570 -0.22037531 0.67309972
[151] -0.27034765 -0.22037531 0.33683885 -0.45487411 0.16278704 -0.35368440
[157] -0.22037531 0.09297968 0.06927641 0.61102366 0.57023472 0.47760871
[163] -0.90702032 -0.14127713 0.57023472 -0.45487411 0.33683885 -0.90702032
[169] -0.27034765 0.21122427 -0.28435576 0.33683885 -0.58910004 0.41160380
[175] -0.73056430 0.57023472 -0.45487411 0.23647387 0.12371512 -0.17739435
[181] 0.61102366 0.12371512 0.09297968 0.19112283 -0.58910004 -0.50931523
[187] 0.12371512 -0.35368440 -0.11151645 0.26943570 -0.32690028 0.49068477
[193] 0.26943570 -0.14127713 0.09297968 0.41160380 -0.58839620 -0.66316115
[199] 0.21122427 0.54512589 -0.32690028 0.41160380 -0.22390881 0.21122427
[205] 0.12371512 -0.73056430 0.26943570 -0.45487411 0.21122427 -0.38897634
[211] -0.58910004 0.61102366 0.77609119 -0.52239129 -0.17739435 -0.28435576
[217] 0.26943570 0.21122427 0.06927641 0.26943570 0.41089996 -0.38897634
[223] -0.38897634 -0.73056430 -0.38897634 0.57023472 0.26943570 0.49068477
[229] 0.41160380 -0.52239129 0.64631560 0.09297968 0.12371512 0.64631560
[235] 0.16278704 -0.73056430 0.41160380 -0.93072359 -0.32690028 0.09297968
[241] 0.26943570 -0.65268611 0.33683885 0.54512589 0.49068477 -0.32690028
[247] -0.45487411 -0.58839620 0.41089996 -0.32690028 0.16278704 0.49068477
[253] 0.21122427 -0.66316115 -0.58910004 -0.58910004 0.33683885 0.54512589
[259] 0.28874471 0.21122427 -0.08738702 0.34731389 -0.35368440 -0.27034765
[265] 0.33683885 -0.58839620 0.16278704 -0.45487411 0.23647387 -0.14127713
[271] -0.45487411 -0.66316115 0.21122427 -0.35368440 0.09297968 -0.32690028
[277] -0.52239129 -0.17739435 0.64631560 -0.52239129 -0.27034765 0.26943570
[283] 0.41160380 -0.42976528 -0.58910004 -0.76352613 0.49068477 -0.78877573
[289] 0.06927641 -0.42976528 -0.42976528 -0.27034765 0.67309972 -0.58839620
[295] 0.54512589 0.16278704 0.41089996 -0.50931523 0.41089996 0.16278704
[301] 0.41089996 -0.38897634 -0.35368440 -0.22390881 -0.66316115 0.09297968
[307] 0.21122427 0.09297968 0.57023472 -0.38897634 -0.66316115 -0.27034765
[313] -0.45487411 -0.52239129 0.15272947 0.21122427 -0.52239129 -0.65268611
[319] 0.41160380 -0.32690028 0.72965235 0.47760871 0.26943570 -0.06807856
[325] 0.34731389 0.26943570 -0.35368440 0.21122427 0.26943570 -0.14127713
[331] -0.32690028 -0.38897634 -0.45487411 0.72965235 0.12371512 0.49068477
[337] -0.58839620 0.54512589 0.33683885 -0.38897634 -0.66316115 0.41089996
[343] 0.21122427 -0.73056430 0.49068477 0.49068477 0.54512589 0.57023472
[349] 0.16278704 -0.27034765 -0.17739435 0.16278704 -0.58839620 0.33683885
[355] -0.28435576 0.16278704 -0.52239129 -0.27034765 -0.28435576 0.57023472
[361] 0.23647387 0.72965235 -0.52239129 -0.28435576 0.12371512 -0.45487411
[367] -0.35368440 -0.32690028 -0.27034765 -0.58910004 -0.35368440 -0.52239129
[373] 0.77962469 -0.42976528 0.41160380 0.67309972 -0.14127713 -0.73056430
[379] 0.49068477 0.21122427 0.16278704 -0.52239129 0.57023472 -0.58839620
[385] -0.66316115 0.06927641 -0.50931523 0.03776027 -0.35368440 -0.11151645
[391] -0.32690028 -0.38897634 0.28874471 -0.52239129 -0.50931523 0.61102366
[397] -0.42976528 0.19112283 -0.80887717 0.16278704 -0.22390881 -0.32690028
[403] -0.45487411 -0.83721296 0.09297968 -0.38897634 0.47760871 0.41089996
[409] 0.54512589 0.19112283 0.34731389 0.54512589 0.21122427 -0.42976528
[415] -0.58839620 -0.17739435 0.47760871 -0.28435576 0.57023472 0.88848355
[421] -0.32690028 0.34731389 -0.45487411 -0.45487411 0.47760871 -0.35368440
[427] -0.65268611 0.34731389 -0.52239129 0.49068477 -0.38897634 0.54512589
[433] 0.49068477 0.16278704 -0.32690028 0.23647387 0.21122427 0.72965235
[439] 0.77609119 -0.52239129 0.41089996 0.47760871 0.26943570 -0.22037531
[445] -0.32690028 0.21122427 -0.65268611 -0.65268611 -0.17739435 -0.32690028
[451] 0.41089996 -0.14127713 0.19112283 0.47760871 0.49068477 0.28874471
[457] 0.47760871 0.41089996 0.67309972 0.26943570 0.47760871 0.41089996
[463] -0.71125529 -0.78877573 0.82679848 0.72965235 -0.52239129 0.26943570
[469] -0.58910004 0.34731389 -0.58839620 0.33683885 -0.32690028 -0.50931523
[475] 0.21122427 0.26943570 -0.35368440 -0.52239129 -0.52239129 0.26943570
[481] 0.16278704 -0.58910004 0.21122427 0.26943570 0.49068477 -0.32690028
[487] 0.21122427 -0.66316115 -0.45487411 0.34731389 -0.73056430 -0.22037531
[493] 0.77962469 -0.32690028 -0.50931523 0.82260565 0.71564424 0.41089996
[499] -0.50931523 0.23647387 -0.83721296 -0.22390881 -0.38897634 0.67309972
[505] -0.50931523 0.57023472 0.67309972 -0.45487411 0.67309972 0.67309972
[511] -0.32690028 -0.13202412 -0.17320152 0.33683885 -0.71125529 -0.28435576
[517] -0.38897634 0.57023472 -0.27034765 0.47760871 0.41160380 0.47760871
[523] 0.12089595 -0.76352613 0.47760871 0.34731389 0.12371512 -0.58910004
[529] -0.27034765 -0.83721296 0.16278704 -0.58910004 -0.38897634 0.57023472
[535] 0.67309972 0.33683885 0.33683885 0.26943570 0.49068477 0.47760871
[541] -0.27034765 -0.38897634 0.34731389 -0.35368440 0.49068477 0.26943570
[547] -0.52239129 -0.45487411 -0.38897634 0.77962469 -0.45487411 -0.22037531
[553] 0.26943570 0.54512589 0.64631560 -0.45487411 0.34731389 -0.27034765
[559] 0.33683885 0.47760871 0.16278704 -0.22390881 0.49068477 0.21122427
[565] 0.54512589 0.41089996 -0.27034765 -0.73056430 0.09297968 0.57023472
[571] -0.50931523 -0.71125529 -0.38897634 0.54512589 0.49068477 -0.52239129
[577] -0.38897634 0.26943570 0.85872287 -0.38897634 0.57023472 -0.17739435
[583] 0.49068477 -0.50931523 0.47760871 -0.27034765 -0.45487411 -0.11151645
[589] -0.78877573 0.54512589 0.12371512 -0.17320152 0.64631560 0.41160380
[595] -0.50931523 0.49068477 0.54512589 -0.22037531 0.41089996 -0.66316115
[601] 0.72965235 -0.22390881 0.61102366 0.72965235 -0.32690028 0.26943570
[607] -0.83721296 -0.73056430 0.23647387 0.41089996 0.33683885 -0.58910004
[613] -0.58839620 0.23647387 0.54512589 -0.11151645 -0.50931523 -0.11151645
[619] -0.73056430 -0.28435576 -0.45487411 0.82260565 -0.45487411 -0.45487411
[625] -0.38897634 -0.17739435 -0.78877573 0.57023472 0.12371512 0.26943570
[631] -0.22037531 -0.66316115 0.41160380 0.21122427 0.26943570 0.16278704
[637] 0.33683885 0.26943570 0.41160380 0.12371512 -0.42976528 -0.58839620
[643] 0.41160380 -0.58910004 0.77962469 -0.35368440 0.67309972 0.64631560
[649] -0.42976528 0.49068477 -0.84727053 -0.42976528 0.26943570 0.26943570
[655] -0.66316115 -0.45487411 -0.78877573 0.26943570 -0.17739435 0.26943570
[661] -0.32690028 0.21122427 -0.27034765 -0.32690028 0.67309972 0.03776027
[667] -0.58839620 0.33683885 0.71564424 -0.22037531 -0.38897634 0.41089996
[673] -0.45487411 -0.32690028 0.26943570 -0.58910004 -0.17739435 -0.45487411
[679] -0.32690028 0.54512589 -0.14127713 -0.42976528 -0.32690028 -0.11151645
[685] 0.33683885 -0.87628488 -0.45487411 0.19112283 -0.32690028 0.61102366
[691] 0.16278704 -0.52239129 0.49068477 -0.52239129 -0.22390881 0.21122427
[697] 0.21122427 0.49068477 0.72965235 0.21122427 0.77609119 0.72965235
[703] 0.09297968 -0.27034765 0.61102366 0.71564424 -0.78877573 -0.42976528
[709] 0.57023472 0.67309972 0.88848355 0.12371512 0.21122427 0.41160380
[715] -0.52239129 -0.52239129 0.41160380 -0.17739435 -0.32690028 -0.50931523
[721] 0.47760871 0.57023472 -0.50931523 -0.58839620 -0.83721296 -0.71125529
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[1873] 0.16278704 -0.66316115 0.34731389 0.61102366 0.64631560 0.34731389
[1879] 0.33683885 0.21122427 0.12371512 -0.58839620 -0.38897634 -0.28435576
[1885] 0.28874471 -0.65268611 0.26943570 0.54512589 -0.65268611 0.57023472
[1891] -0.14127713 0.49068477 -0.17739435 0.47760871 0.57023472 -0.50931523
[1897] 0.41160380 -0.58839620 0.16278704 -0.58839620 -0.45487411 -0.58910004
[1903] 0.33683885 -0.32690028 0.26943570 -0.71125529 -0.28435576 0.26943570
[1909] 0.26943570 -0.32690028 0.26943570 0.33683885 -0.32690028 0.16278704
[1915] 0.61102366 -0.50931523 0.28874471 0.21122427 -0.32690028 0.26943570
[1921] -0.38897634 0.61102366 -0.17739435 -0.14127713 0.09297968 -0.27034765
[1927] 0.41160380 0.64631560 0.34731389 0.57023472 -0.22390881 0.47760871
[1933] 0.33683885 -0.27034765 -0.50931523 -0.52239129 0.16278704 0.72965235
[1939] -0.22390881 0.41160380 0.54512589 0.47760871 0.33683885 -0.22037531
[1945] -0.45487411 0.12371512 -0.58910004 0.26943570 0.26943570 -0.32690028
[1951] 0.34731389 0.12089595 0.71564424 0.28874471 -0.50931523 -0.42976528
[1957] 0.33683885 0.67309972 0.26943570 0.26943570 -0.35368440 0.16278704
[1963] -0.52239129 0.41089996 -0.58839620 0.64631560 0.34731389 0.28874471
[1969] -0.45487411 0.16278704 0.41089996 -0.58839620 0.41160380 -0.17739435
[1975] -0.58839620 0.26943570 -0.50931523 -0.42976528 -0.32690028 -0.11151645
[1981] -0.35368440 0.33683885 -0.52239129 0.64631560 -0.27034765 0.64631560
[1987] 0.54512589 0.26943570 0.71564424 0.19112283 0.67309972 0.33683885
[1993] -0.28435576 0.26943570 0.19112283 -0.52239129 -0.45487411 0.26943570
[1999] 0.26943570 0.28874471
attr(,"label")
[1] "Residuals"
Code
(fit_plf <- estimNLR(y = y, match = match, group = group, formula = M$M1$
formula, method = "plf", lower = M$M1$lower, upper = M$M1$upper, start = start))
Output
Nonlinear regression model
Model: y ~ c + (1 - c)/(1 + exp(-(b0 + b1 * x + b2 * g + b3 * x * g)))
Coefficients:
b0 b1 b2 b3 c
0.5503 0.9941 -0.8388 -0.1536 0.0028
Maximum likelihood estimation using the PLF-based algorithm
Converged after 3 iterations
Code
coef(fit_plf)
Output
b0 b1 b2 b3 c
0.550343985 0.994097463 -0.838776617 -0.153592745 0.002780102
Code
logLik(fit_plf)
Output
'log Lik.' -1192.321 (df=5)
Code
vcov(fit_plf)
Output
b0 b1 b2 b3 c
b0 0.05495893 -0.021684101 0.02259576 -0.020979118 -0.02753933
b1 -0.02168410 0.017562348 -0.01398739 0.002060718 0.01266679
b2 0.02259576 -0.013987390 0.02572108 -0.010506627 -0.01546232
b3 -0.02097912 0.002060718 -0.01050663 0.021088110 0.01098863
c -0.02753933 0.012666789 -0.01546232 0.010988632 0.01526970
Code
fitted(fit_plf)
Output
[1] 0.45638962 0.76418355 0.87662882 0.22254275 0.78936295 0.28634532
[7] 0.52371909 0.43135059 0.78936295 0.76418355 0.83766553 0.71205803
[13] 0.45638962 0.51067938 0.73131336 0.35548122 0.58954050 0.71205803
[19] 0.45638962 0.32877157 0.43135059 0.80940851 0.87662882 0.83766553
[25] 0.66409760 0.51067938 0.76418355 0.51067938 0.71205803 0.27237616
[31] 0.51067938 0.65365167 0.78936295 0.32877157 0.45638962 0.52371909
[37] 0.66409760 0.83766553 0.51067938 0.59024238 0.27237616 0.51067938
[43] 0.51067938 0.78936295 0.78936295 0.45638962 0.32877157 0.51067938
[49] 0.22254275 0.52371909 0.52371909 0.27237616 0.14366447 0.52371909
[55] 0.32877157 0.58954050 0.32877157 0.52371909 0.52371909 0.52371909
[61] 0.87944015 0.66409760 0.32877157 0.22254275 0.65365167 0.73131336
[67] 0.22254275 0.73131336 0.08992418 0.93091619 0.43135059 0.22254275
[73] 0.45638962 0.58954050 0.51067938 0.22254275 0.65365167 0.22606643
[79] 0.32877157 0.51067938 0.52371909 0.58954050 0.22254275 0.35548122
[85] 0.51067938 0.65365167 0.28634532 0.35548122 0.45638962 0.73131336
[91] 0.28634532 0.71205803 0.45638962 0.71205803 0.27237616 0.22254275
[97] 0.39067504 0.83766553 0.27237616 0.84769514 0.94886834 0.52371909
[103] 0.52371909 0.66409760 0.39067504 0.17550010 0.78936295 0.78936295
[109] 0.66409760 0.14366447 0.65365167 0.45638962 0.39067504 0.83766553
[115] 0.32877157 0.58954050 0.32877157 0.87662882 0.22254275 0.45638962
[121] 0.76418355 0.45638962 0.27237616 0.83766553 0.27237616 0.51067938
[127] 0.27237616 0.22606643 0.27237616 0.28634532 0.45638962 0.43135059
[133] 0.43135059 0.83766553 0.39067504 0.39067504 0.13443718 0.59024238
[139] 0.73131336 0.83766553 0.39067504 0.17968128 0.28634532 0.78936295
[145] 0.51067938 0.66409760 0.90727881 0.73131336 0.22254275 0.32877157
[151] 0.27237616 0.22254275 0.66409760 0.45638962 0.83766553 0.35548122
[157] 0.22254275 0.90727881 0.93091619 0.39067504 0.43135059 0.52371909
[163] 0.90727881 0.14366447 0.43135059 0.45638962 0.66409760 0.90727881
[169] 0.27237616 0.78936295 0.28634532 0.66409760 0.59024238 0.58954050
[175] 0.73131336 0.43135059 0.45638962 0.76418355 0.87662882 0.17968128
[181] 0.39067504 0.87662882 0.90727881 0.80940851 0.59024238 0.51067938
[187] 0.87662882 0.35548122 0.11398653 0.73131336 0.32877157 0.51067938
[193] 0.73131336 0.14366447 0.90727881 0.58954050 0.58954050 0.66409760
[199] 0.78936295 0.45638962 0.32877157 0.58954050 0.22606643 0.78936295
[205] 0.87662882 0.73131336 0.73131336 0.45638962 0.78936295 0.39067504
[211] 0.59024238 0.39067504 0.22606643 0.52371909 0.17968128 0.28634532
[217] 0.73131336 0.78936295 0.93091619 0.73131336 0.59024238 0.39067504
[223] 0.39067504 0.73131336 0.39067504 0.43135059 0.73131336 0.51067938
[229] 0.58954050 0.52371909 0.35548122 0.90727881 0.87662882 0.35548122
[235] 0.83766553 0.73131336 0.58954050 0.93091619 0.32877157 0.90727881
[241] 0.73131336 0.65365167 0.66409760 0.45638962 0.51067938 0.32877157
[247] 0.45638962 0.58954050 0.59024238 0.32877157 0.83766553 0.51067938
[253] 0.78936295 0.66409760 0.59024238 0.59024238 0.66409760 0.45638962
[259] 0.71205803 0.78936295 0.08992418 0.65365167 0.35548122 0.27237616
[265] 0.66409760 0.58954050 0.83766553 0.45638962 0.76418355 0.14366447
[271] 0.45638962 0.66409760 0.78936295 0.35548122 0.90727881 0.32877157
[277] 0.52371909 0.17968128 0.35548122 0.52371909 0.27237616 0.73131336
[283] 0.58954050 0.43135059 0.59024238 0.76418355 0.51067938 0.78936295
[289] 0.93091619 0.43135059 0.43135059 0.27237616 0.32877157 0.58954050
[295] 0.45638962 0.83766553 0.59024238 0.51067938 0.59024238 0.83766553
[301] 0.59024238 0.39067504 0.35548122 0.22606643 0.66409760 0.90727881
[307] 0.78936295 0.90727881 0.43135059 0.39067504 0.66409760 0.27237616
[313] 0.45638962 0.52371909 0.84769514 0.78936295 0.52371909 0.65365167
[319] 0.58954050 0.32877157 0.27237616 0.52371909 0.73131336 0.07066939
[325] 0.65365167 0.73131336 0.35548122 0.78936295 0.73131336 0.14366447
[331] 0.32877157 0.39067504 0.45638962 0.27237616 0.87662882 0.51067938
[337] 0.58954050 0.45638962 0.66409760 0.39067504 0.66409760 0.59024238
[343] 0.78936295 0.73131336 0.51067938 0.51067938 0.45638962 0.43135059
[349] 0.83766553 0.27237616 0.17968128 0.83766553 0.58954050 0.66409760
[355] 0.28634532 0.83766553 0.52371909 0.27237616 0.28634532 0.43135059
[361] 0.76418355 0.27237616 0.52371909 0.28634532 0.87662882 0.45638962
[367] 0.35548122 0.32877157 0.27237616 0.59024238 0.35548122 0.52371909
[373] 0.22254275 0.43135059 0.58954050 0.32877157 0.14366447 0.73131336
[379] 0.51067938 0.78936295 0.83766553 0.52371909 0.43135059 0.58954050
[385] 0.66409760 0.93091619 0.51067938 0.96234471 0.35548122 0.11398653
[391] 0.32877157 0.39067504 0.71205803 0.52371909 0.51067938 0.39067504
[397] 0.43135059 0.80940851 0.80940851 0.83766553 0.22606643 0.32877157
[403] 0.45638962 0.83766553 0.90727881 0.39067504 0.52371909 0.59024238
[409] 0.45638962 0.80940851 0.65365167 0.45638962 0.78936295 0.43135059
[415] 0.58954050 0.17968128 0.52371909 0.28634532 0.43135059 0.11398653
[421] 0.32877157 0.65365167 0.45638962 0.45638962 0.52371909 0.35548122
[427] 0.65365167 0.65365167 0.52371909 0.51067938 0.39067504 0.45638962
[433] 0.51067938 0.83766553 0.32877157 0.76418355 0.78936295 0.27237616
[439] 0.22606643 0.52371909 0.59024238 0.52371909 0.73131336 0.22254275
[445] 0.32877157 0.78936295 0.65365167 0.65365167 0.17968128 0.32877157
[451] 0.59024238 0.14366447 0.80940851 0.52371909 0.51067938 0.71205803
[457] 0.52371909 0.59024238 0.32877157 0.73131336 0.52371909 0.59024238
[463] 0.71205803 0.78936295 0.17550010 0.27237616 0.52371909 0.73131336
[469] 0.59024238 0.65365167 0.58954050 0.66409760 0.32877157 0.51067938
[475] 0.78936295 0.73131336 0.35548122 0.52371909 0.52371909 0.73131336
[481] 0.83766553 0.59024238 0.78936295 0.73131336 0.51067938 0.32877157
[487] 0.78936295 0.66409760 0.45638962 0.65365167 0.73131336 0.22254275
[493] 0.22254275 0.32877157 0.51067938 0.17968128 0.28634532 0.59024238
[499] 0.51067938 0.76418355 0.83766553 0.22606643 0.39067504 0.32877157
[505] 0.51067938 0.43135059 0.32877157 0.45638962 0.32877157 0.32877157
[511] 0.32877157 0.13443718 0.17550010 0.66409760 0.71205803 0.28634532
[517] 0.39067504 0.43135059 0.27237616 0.52371909 0.58954050 0.52371909
[523] 0.87944015 0.76418355 0.52371909 0.65365167 0.87662882 0.59024238
[529] 0.27237616 0.83766553 0.83766553 0.59024238 0.39067504 0.43135059
[535] 0.32877157 0.66409760 0.66409760 0.73131336 0.51067938 0.52371909
[541] 0.27237616 0.39067504 0.65365167 0.35548122 0.51067938 0.73131336
[547] 0.52371909 0.45638962 0.39067504 0.22254275 0.45638962 0.22254275
[553] 0.73131336 0.45638962 0.35548122 0.45638962 0.65365167 0.27237616
[559] 0.66409760 0.52371909 0.83766553 0.22606643 0.51067938 0.78936295
[565] 0.45638962 0.59024238 0.27237616 0.73131336 0.90727881 0.43135059
[571] 0.51067938 0.71205803 0.39067504 0.45638962 0.51067938 0.52371909
[577] 0.39067504 0.73131336 0.14366447 0.39067504 0.43135059 0.17968128
[583] 0.51067938 0.51067938 0.52371909 0.27237616 0.45638962 0.11398653
[589] 0.78936295 0.45638962 0.87662882 0.17550010 0.35548122 0.58954050
[595] 0.51067938 0.51067938 0.45638962 0.22254275 0.59024238 0.66409760
[601] 0.27237616 0.22606643 0.39067504 0.27237616 0.32877157 0.73131336
[607] 0.83766553 0.73131336 0.76418355 0.59024238 0.66409760 0.59024238
[613] 0.58954050 0.76418355 0.45638962 0.11398653 0.51067938 0.11398653
[619] 0.73131336 0.28634532 0.45638962 0.17968128 0.45638962 0.45638962
[625] 0.39067504 0.17968128 0.78936295 0.43135059 0.87662882 0.73131336
[631] 0.22254275 0.66409760 0.58954050 0.78936295 0.73131336 0.83766553
[637] 0.66409760 0.73131336 0.58954050 0.87662882 0.43135059 0.58954050
[643] 0.58954050 0.59024238 0.22254275 0.35548122 0.32877157 0.35548122
[649] 0.43135059 0.51067938 0.84769514 0.43135059 0.73131336 0.73131336
[655] 0.66409760 0.45638962 0.78936295 0.73131336 0.17968128 0.73131336
[661] 0.32877157 0.78936295 0.27237616 0.32877157 0.32877157 0.96234471
[667] 0.58954050 0.66409760 0.28634532 0.22254275 0.39067504 0.59024238
[673] 0.45638962 0.32877157 0.73131336 0.59024238 0.17968128 0.45638962
[679] 0.32877157 0.45638962 0.14366447 0.43135059 0.32877157 0.11398653
[685] 0.66409760 0.87662882 0.45638962 0.80940851 0.32877157 0.39067504
[691] 0.83766553 0.52371909 0.51067938 0.52371909 0.22606643 0.78936295
[697] 0.78936295 0.51067938 0.27237616 0.78936295 0.22606643 0.27237616
[703] 0.90727881 0.27237616 0.39067504 0.28634532 0.78936295 0.43135059
[709] 0.43135059 0.32877157 0.11398653 0.87662882 0.78936295 0.58954050
[715] 0.52371909 0.52371909 0.58954050 0.17968128 0.32877157 0.51067938
[721] 0.52371909 0.43135059 0.51067938 0.58954050 0.83766553 0.71205803
[727] 0.17968128 0.39067504 0.52371909 0.66409760 0.39067504 0.73131336
[733] 0.58954050 0.39067504 0.65365167 0.39067504 0.73131336 0.22254275
[739] 0.35548122 0.80940851 0.52371909 0.59024238 0.80940851 0.73131336
[745] 0.32877157 0.52371909 0.22606643 0.87662882 0.71205803 0.28634532
[751] 0.71205803 0.59024238 0.59024238 0.66409760 0.51067938 0.73131336
[757] 0.43135059 0.39067504 0.66409760 0.93091619 0.22254275 0.39067504
[763] 0.65365167 0.14366447 0.27237616 0.32877157 0.51067938 0.58954050
[769] 0.51067938 0.35548122 0.35548122 0.87662882 0.73131336 0.52371909
[775] 0.32877157 0.35548122 0.65365167 0.73131336 0.39067504 0.83766553
[781] 0.66409760 0.35548122 0.78936295 0.39067504 0.43135059 0.32877157
[787] 0.27237616 0.51067938 0.51067938 0.59024238 0.28634532 0.83766553
[793] 0.51067938 0.73131336 0.17968128 0.51067938 0.45638962 0.58954050
[799] 0.35548122 0.27237616 0.58954050 0.58954050 0.78936295 0.80940851
[805] 0.71205803 0.73131336 0.32877157 0.43135059 0.27237616 0.80940851
[811] 0.83766553 0.52371909 0.71205803 0.78936295 0.27237616 0.43135059
[817] 0.22254275 0.52371909 0.45638962 0.17968128 0.78936295 0.73131336
[823] 0.78936295 0.87662882 0.87662882 0.39067504 0.43135059 0.17968128
[829] 0.51067938 0.45638962 0.22254275 0.22606643 0.52371909 0.52371909
[835] 0.32877157 0.22254275 0.45638962 0.35548122 0.83766553 0.59024238
[841] 0.66409760 0.43135059 0.73131336 0.28634532 0.59024238 0.39067504
[847] 0.27237616 0.27237616 0.73131336 0.14366447 0.51067938 0.43135059
[853] 0.58954050 0.22606643 0.58954050 0.39067504 0.52371909 0.58954050
[859] 0.52371909 0.73131336 0.52371909 0.73131336 0.65365167 0.76418355
[865] 0.45638962 0.59024238 0.80940851 0.52371909 0.58954050 0.27237616
[871] 0.58954050 0.87662882 0.66409760 0.39067504 0.90727881 0.73131336
[877] 0.58954050 0.35548122 0.45638962 0.65365167 0.39067504 0.17968128
[883] 0.51067938 0.87662882 0.58954050 0.45638962 0.66409760 0.58954050
[889] 0.39067504 0.78936295 0.43135059 0.17968128 0.43135059 0.65365167
[895] 0.59024238 0.45638962 0.32877157 0.80940851 0.65365167 0.66409760
[901] 0.58954050 0.32877157 0.76418355 0.32877157 0.73131336 0.27237616
[907] 0.73131336 0.59024238 0.32877157 0.78936295 0.66409760 0.39067504
[913] 0.59024238 0.58954050 0.39067504 0.78936295 0.39067504 0.45638962
[919] 0.59024238 0.87662882 0.59024238 0.35548122 0.43135059 0.51067938
[925] 0.66409760 0.17968128 0.58954050 0.59024238 0.51067938 0.59024238
[931] 0.73131336 0.76418355 0.58954050 0.43135059 0.58954050 0.39067504
[937] 0.59024238 0.71205803 0.17968128 0.73131336 0.52371909 0.43135059
[943] 0.39067504 0.87662882 0.32877157 0.59024238 0.17968128 0.22606643
[949] 0.58954050 0.51067938 0.59024238 0.52371909 0.39067504 0.87662882
[955] 0.66409760 0.17968128 0.51067938 0.52371909 0.22254275 0.83766553
[961] 0.76418355 0.27237616 0.17968128 0.66409760 0.22254275 0.22254275
[967] 0.45638962 0.65365167 0.45638962 0.27237616 0.39067504 0.14366447
[973] 0.58954050 0.71205803 0.39067504 0.66409760 0.71205803 0.71205803
[979] 0.66409760 0.73131336 0.65365167 0.90727881 0.58954050 0.78936295
[985] 0.22254275 0.66409760 0.58954050 0.27237616 0.52371909 0.59024238
[991] 0.07066939 0.59024238 0.52371909 0.39067504 0.73131336 0.35548122
[997] 0.90727881 0.39067504 0.87662882 0.66409760 0.58954050 0.35548122
[1003] 0.22254275 0.43135059 0.73131336 0.28634532 0.94886834 0.66409760
[1009] 0.59024238 0.51067938 0.22254275 0.66409760 0.10196231 0.45638962
[1015] 0.58954050 0.27237616 0.14366447 0.73131336 0.35548122 0.58954050
[1021] 0.73131336 0.43135059 0.90727881 0.43135059 0.65365167 0.45638962
[1027] 0.66409760 0.22254275 0.32877157 0.66409760 0.43135059 0.59024238
[1033] 0.52371909 0.17968128 0.71205803 0.58954050 0.11398653 0.43135059
[1039] 0.73131336 0.13443718 0.66409760 0.39067504 0.43135059 0.65365167
[1045] 0.65365167 0.66409760 0.32877157 0.35548122 0.39067504 0.78936295
[1051] 0.27237616 0.32877157 0.66409760 0.43135059 0.52371909 0.45638962
[1057] 0.22606643 0.45638962 0.39067504 0.39067504 0.28634532 0.35548122
[1063] 0.59024238 0.51067938 0.73131336 0.73131336 0.78936295 0.83766553
[1069] 0.35548122 0.66409760 0.45638962 0.43135059 0.45638962 0.11398653
[1075] 0.78936295 0.78936295 0.08992418 0.22254275 0.51067938 0.27237616
[1081] 0.43135059 0.22254275 0.93091619 0.14366447 0.51067938 0.27237616
[1087] 0.22606643 0.51067938 0.17550010 0.43135059 0.59024238 0.78936295
[1093] 0.87662882 0.78936295 0.66409760 0.52371909 0.59024238 0.17968128
[1099] 0.32877157 0.32877157 0.93091619 0.22606643 0.73131336 0.27237616
[1105] 0.71205803 0.59024238 0.32877157 0.43135059 0.52371909 0.43135059
[1111] 0.59024238 0.45638962 0.39067504 0.22606643 0.73131336 0.65365167
[1117] 0.51067938 0.66409760 0.52371909 0.78936295 0.87662882 0.73131336
[1123] 0.51067938 0.66409760 0.58954050 0.58954050 0.35548122 0.39067504
[1129] 0.43135059 0.66409760 0.14366447 0.39067504 0.80940851 0.43135059
[1135] 0.87662882 0.43135059 0.28634532 0.51067938 0.22606643 0.58954050
[1141] 0.39067504 0.14366447 0.39067504 0.39067504 0.59024238 0.59024238
[1147] 0.78936295 0.52371909 0.39067504 0.45638962 0.66409760 0.22606643
[1153] 0.22606643 0.22254275 0.78936295 0.90727881 0.87662882 0.45638962
[1159] 0.90727881 0.73131336 0.17550010 0.22254275 0.51067938 0.71205803
[1165] 0.73131336 0.17550010 0.51067938 0.22254275 0.51067938 0.73131336
[1171] 0.43135059 0.43135059 0.28634532 0.87944015 0.93091619 0.71205803
[1177] 0.78936295 0.52371909 0.11398653 0.58954050 0.78936295 0.51067938
[1183] 0.51067938 0.66409760 0.45638962 0.58954050 0.32877157 0.59024238
[1189] 0.52371909 0.43135059 0.66409760 0.84769514 0.76418355 0.52371909
[1195] 0.78936295 0.32877157 0.78936295 0.45638962 0.22606643 0.76418355
[1201] 0.65365167 0.59024238 0.35548122 0.66409760 0.43135059 0.87662882
[1207] 0.90727881 0.27237616 0.90727881 0.32877157 0.32877157 0.66409760
[1213] 0.39067504 0.93091619 0.39067504 0.45638962 0.65365167 0.65365167
[1219] 0.80940851 0.14366447 0.52371909 0.78936295 0.45638962 0.58954050
[1225] 0.32877157 0.78936295 0.39067504 0.71205803 0.73131336 0.45638962
[1231] 0.52371909 0.78936295 0.52371909 0.73131336 0.90727881 0.35548122
[1237] 0.78936295 0.43135059 0.73131336 0.32877157 0.58954050 0.66409760
[1243] 0.58954050 0.73131336 0.71205803 0.51067938 0.71205803 0.58954050
[1249] 0.93091619 0.32877157 0.32877157 0.32877157 0.45638962 0.52371909
[1255] 0.39067504 0.22254275 0.52371909 0.73131336 0.51067938 0.58954050
[1261] 0.52371909 0.17968128 0.32877157 0.66409760 0.58954050 0.14366447
[1267] 0.51067938 0.66409760 0.51067938 0.28634532 0.28634532 0.52371909
[1273] 0.71205803 0.35548122 0.76418355 0.73131336 0.32877157 0.83766553
[1279] 0.45638962 0.65365167 0.32877157 0.90727881 0.14366447 0.59024238
[1285] 0.59024238 0.22606643 0.51067938 0.93091619 0.14366447 0.52371909
[1291] 0.83766553 0.14366447 0.59024238 0.65365167 0.66409760 0.45638962
[1297] 0.65365167 0.83766553 0.39067504 0.59024238 0.78936295 0.14366447
[1303] 0.78936295 0.32877157 0.76418355 0.66409760 0.27237616 0.58954050
[1309] 0.51067938 0.83766553 0.83766553 0.43135059 0.39067504 0.22254275
[1315] 0.52371909 0.73131336 0.78936295 0.87662882 0.71205803 0.66409760
[1321] 0.59024238 0.39067504 0.51067938 0.78936295 0.65365167 0.27237616
[1327] 0.32877157 0.52371909 0.83766553 0.28634532 0.65365167 0.51067938
[1333] 0.73131336 0.39067504 0.51067938 0.78936295 0.27237616 0.58954050
[1339] 0.78936295 0.27237616 0.32877157 0.90727881 0.58954050 0.28634532
[1345] 0.58954050 0.45638962 0.51067938 0.22254275 0.32877157 0.52371909
[1351] 0.39067504 0.51067938 0.87662882 0.76418355 0.35548122 0.59024238
[1357] 0.52371909 0.58954050 0.76418355 0.83766553 0.27237616 0.66409760
[1363] 0.58954050 0.22254275 0.52371909 0.66409760 0.90727881 0.39067504
[1369] 0.66409760 0.90727881 0.65365167 0.66409760 0.87944015 0.32877157
[1375] 0.45638962 0.52371909 0.78936295 0.45638962 0.58954050 0.43135059
[1381] 0.22254275 0.51067938 0.58954050 0.17968128 0.78936295 0.32877157
[1387] 0.39067504 0.17968128 0.11398653 0.78936295 0.52371909 0.52371909
[1393] 0.73131336 0.76418355 0.76418355 0.73131336 0.43135059 0.59024238
[1399] 0.45638962 0.17550010 0.78936295 0.96234471 0.43135059 0.78936295
[1405] 0.39067504 0.39067504 0.66409760 0.52371909 0.84769514 0.78936295
[1411] 0.22606643 0.51067938 0.27237616 0.35548122 0.43135059 0.90727881
[1417] 0.65365167 0.73131336 0.17550010 0.59024238 0.32877157 0.52371909
[1423] 0.45638962 0.83766553 0.66409760 0.73131336 0.66409760 0.28634532
[1429] 0.43135059 0.17968128 0.71205803 0.32877157 0.58954050 0.51067938
[1435] 0.43135059 0.17968128 0.73131336 0.94886834 0.73131336 0.51067938
[1441] 0.17968128 0.73131336 0.59024238 0.58954050 0.83766553 0.27237616
[1447] 0.76418355 0.35548122 0.66409760 0.71205803 0.87662882 0.45638962
[1453] 0.39067504 0.43135059 0.59024238 0.65365167 0.73131336 0.32877157
[1459] 0.52371909 0.22606643 0.51067938 0.59024238 0.32877157 0.27237616
[1465] 0.78936295 0.52371909 0.52371909 0.52371909 0.66409760 0.17968128
[1471] 0.51067938 0.80940851 0.17550010 0.78936295 0.39067504 0.28634532
[1477] 0.73131336 0.11398653 0.83766553 0.73131336 0.39067504 0.83766553
[1483] 0.39067504 0.94886834 0.45638962 0.52371909 0.28634532 0.71205803
[1489] 0.45638962 0.66409760 0.66409760 0.32877157 0.52371909 0.73131336
[1495] 0.58954050 0.39067504 0.45638962 0.78936295 0.66409760 0.58954050
[1501] 0.73131336 0.52371909 0.90727881 0.17968128 0.78936295 0.66409760
[1507] 0.22254275 0.52371909 0.17968128 0.52371909 0.27237616 0.45638962
[1513] 0.39067504 0.27237616 0.58954050 0.43135059 0.58954050 0.51067938
[1519] 0.14366447 0.73131336 0.45638962 0.65365167 0.51067938 0.78936295
[1525] 0.52371909 0.66409760 0.22606643 0.66409760 0.58954050 0.66409760
[1531] 0.43135059 0.76418355 0.73131336 0.45638962 0.32877157 0.93091619
[1537] 0.27237616 0.51067938 0.66409760 0.58954050 0.83766553 0.66409760
[1543] 0.22606643 0.39067504 0.83766553 0.83766553 0.32877157 0.66409760
[1549] 0.66409760 0.14366447 0.27237616 0.22254275 0.28634532 0.39067504
[1555] 0.45638962 0.32877157 0.59024238 0.22254275 0.65365167 0.35548122
[1561] 0.13443718 0.59024238 0.93091619 0.59024238 0.65365167 0.66409760
[1567] 0.51067938 0.93091619 0.14366447 0.45638962 0.78936295 0.65365167
[1573] 0.73131336 0.45638962 0.39067504 0.59024238 0.32877157 0.59024238
[1579] 0.59024238 0.83766553 0.22606643 0.39067504 0.80940851 0.14366447
[1585] 0.87662882 0.71205803 0.59024238 0.28634532 0.17968128 0.73131336
[1591] 0.73131336 0.35548122 0.59024238 0.27237616 0.59024238 0.52371909
[1597] 0.78936295 0.27237616 0.78936295 0.52371909 0.59024238 0.96234471
[1603] 0.10196231 0.39067504 0.66409760 0.73131336 0.39067504 0.39067504
[1609] 0.28634532 0.52371909 0.58954050 0.39067504 0.73131336 0.22606643
[1615] 0.87662882 0.58954050 0.52371909 0.27237616 0.45638962 0.17968128
[1621] 0.59024238 0.78936295 0.58954050 0.52371909 0.35548122 0.17550010
[1627] 0.66409760 0.73131336 0.87662882 0.73131336 0.58954050 0.43135059
[1633] 0.52371909 0.66409760 0.27237616 0.73131336 0.73131336 0.73131336
[1639] 0.32877157 0.52371909 0.87662882 0.66409760 0.43135059 0.66409760
[1645] 0.52371909 0.78936295 0.28634532 0.73131336 0.51067938 0.51067938
[1651] 0.32877157 0.78936295 0.32877157 0.52371909 0.45638962 0.58954050
[1657] 0.27237616 0.45638962 0.17968128 0.78936295 0.65365167 0.78936295
[1663] 0.93091619 0.52371909 0.28634532 0.52371909 0.59024238 0.83766553
[1669] 0.08992418 0.66409760 0.32877157 0.32877157 0.51067938 0.17550010
[1675] 0.43135059 0.51067938 0.73131336 0.52371909 0.52371909 0.73131336
[1681] 0.43135059 0.28634532 0.58954050 0.73131336 0.51067938 0.43135059
[1687] 0.27237616 0.27237616 0.22254275 0.71205803 0.39067504 0.58954050
[1693] 0.51067938 0.22606643 0.65365167 0.32877157 0.39067504 0.65365167
[1699] 0.45638962 0.45638962 0.11398653 0.08992418 0.58954050 0.51067938
[1705] 0.39067504 0.27237616 0.71205803 0.66409760 0.90727881 0.58954050
[1711] 0.17968128 0.35548122 0.27237616 0.58954050 0.32877157 0.45638962
[1717] 0.93091619 0.51067938 0.22254275 0.27237616 0.66409760 0.22254275
[1723] 0.73131336 0.39067504 0.52371909 0.65365167 0.59024238 0.22254275
[1729] 0.59024238 0.17968128 0.39067504 0.45638962 0.83766553 0.58954050
[1735] 0.66409760 0.52371909 0.14366447 0.65365167 0.27237616 0.52371909
[1741] 0.59024238 0.28634532 0.45638962 0.96234471 0.52371909 0.39067504
[1747] 0.27237616 0.32877157 0.83766553 0.14366447 0.43135059 0.73131336
[1753] 0.27237616 0.94886834 0.32877157 0.65365167 0.51067938 0.27237616
[1759] 0.32877157 0.71205803 0.83766553 0.22606643 0.32877157 0.51067938
[1765] 0.59024238 0.84769514 0.94886834 0.66409760 0.52371909 0.83766553
[1771] 0.35548122 0.28634532 0.78936295 0.59024238 0.13443718 0.87662882
[1777] 0.66409760 0.45638962 0.22254275 0.39067504 0.76418355 0.28634532
[1783] 0.27237616 0.52371909 0.17550010 0.14366447 0.39067504 0.65365167
[1789] 0.78936295 0.78936295 0.43135059 0.59024238 0.78936295 0.59024238
[1795] 0.93091619 0.65365167 0.39067504 0.78936295 0.59024238 0.58954050
[1801] 0.32877157 0.59024238 0.76418355 0.32877157 0.58954050 0.58954050
[1807] 0.35548122 0.51067938 0.45638962 0.58954050 0.43135059 0.87662882
[1813] 0.32877157 0.52371909 0.17550010 0.39067504 0.83766553 0.22254275
[1819] 0.66409760 0.22254275 0.39067504 0.90727881 0.45638962 0.32877157
[1825] 0.22254275 0.27237616 0.73131336 0.76418355 0.14366447 0.14366447
[1831] 0.58954050 0.52371909 0.66409760 0.39067504 0.22254275 0.28634532
[1837] 0.52371909 0.35548122 0.45638962 0.52371909 0.51067938 0.73131336
[1843] 0.76418355 0.39067504 0.51067938 0.76418355 0.66409760 0.14366447
[1849] 0.66409760 0.17968128 0.51067938 0.27237616 0.27237616 0.66409760
[1855] 0.59024238 0.83766553 0.22254275 0.32877157 0.58954050 0.45638962
[1861] 0.45638962 0.35548122 0.17550010 0.22254275 0.32877157 0.78936295
[1867] 0.78936295 0.45638962 0.27237616 0.59024238 0.65365167 0.58954050
[1873] 0.83766553 0.66409760 0.65365167 0.39067504 0.35548122 0.65365167
[1879] 0.66409760 0.78936295 0.87662882 0.58954050 0.39067504 0.28634532
[1885] 0.71205803 0.65365167 0.73131336 0.45638962 0.65365167 0.43135059
[1891] 0.14366447 0.51067938 0.17968128 0.52371909 0.43135059 0.51067938
[1897] 0.58954050 0.58954050 0.83766553 0.58954050 0.45638962 0.59024238
[1903] 0.66409760 0.32877157 0.73131336 0.71205803 0.28634532 0.73131336
[1909] 0.73131336 0.32877157 0.73131336 0.66409760 0.32877157 0.83766553
[1915] 0.39067504 0.51067938 0.71205803 0.78936295 0.32877157 0.73131336
[1921] 0.39067504 0.39067504 0.17968128 0.14366447 0.90727881 0.27237616
[1927] 0.58954050 0.35548122 0.65365167 0.43135059 0.22606643 0.52371909
[1933] 0.66409760 0.27237616 0.51067938 0.52371909 0.83766553 0.27237616
[1939] 0.22606643 0.58954050 0.45638962 0.52371909 0.66409760 0.22254275
[1945] 0.45638962 0.87662882 0.59024238 0.73131336 0.73131336 0.32877157
[1951] 0.65365167 0.87944015 0.28634532 0.71205803 0.51067938 0.43135059
[1957] 0.66409760 0.32877157 0.73131336 0.73131336 0.35548122 0.83766553
[1963] 0.52371909 0.59024238 0.58954050 0.35548122 0.65365167 0.71205803
[1969] 0.45638962 0.83766553 0.59024238 0.58954050 0.58954050 0.17968128
[1975] 0.58954050 0.73131336 0.51067938 0.43135059 0.32877157 0.11398653
[1981] 0.35548122 0.66409760 0.52371909 0.35548122 0.27237616 0.35548122
[1987] 0.45638962 0.73131336 0.28634532 0.80940851 0.32877157 0.66409760
[1993] 0.28634532 0.73131336 0.80940851 0.52371909 0.45638962 0.73131336
[1999] 0.73131336 0.71205803
attr(,"label")
[1] "Fitted values"
Code
residuals(fit_plf)
Output
[1] -0.45638962 0.23581645 0.12337118 -0.22254275 0.21063705 -0.28634532
[7] 0.47628091 0.56864941 0.21063705 0.23581645 0.16233447 0.28794197
[13] -0.45638962 -0.51067938 -0.73131336 -0.35548122 0.41045950 0.28794197
[19] -0.45638962 -0.32877157 0.56864941 0.19059149 0.12337118 0.16233447
[25] 0.33590240 0.48932062 0.23581645 -0.51067938 0.28794197 -0.27237616
[31] -0.51067938 -0.65365167 -0.78936295 -0.32877157 0.54361038 -0.52371909
[37] -0.66409760 0.16233447 0.48932062 -0.59024238 -0.27237616 0.48932062
[43] -0.51067938 0.21063705 0.21063705 -0.45638962 -0.32877157 0.48932062
[49] 0.77745725 -0.52371909 0.47628091 -0.27237616 0.85633553 -0.52371909
[55] 0.67122843 0.41045950 -0.32877157 0.47628091 -0.52371909 0.47628091
[61] 0.12055985 -0.66409760 0.67122843 -0.22254275 0.34634833 -0.73131336
[67] -0.22254275 0.26868664 -0.08992418 0.06908381 -0.43135059 -0.22254275
[73] 0.54361038 0.41045950 -0.51067938 0.77745725 0.34634833 -0.22606643
[79] -0.32877157 0.48932062 0.47628091 -0.58954050 -0.22254275 -0.35548122
[85] -0.51067938 -0.65365167 0.71365468 -0.35548122 -0.45638962 -0.73131336
[91] -0.28634532 0.28794197 -0.45638962 0.28794197 0.72762384 -0.22254275
[97] 0.60932496 0.16233447 -0.27237616 0.15230486 0.05113166 0.47628091
[103] 0.47628091 0.33590240 -0.39067504 -0.17550010 0.21063705 -0.78936295
[109] 0.33590240 -0.14366447 0.34634833 -0.45638962 0.60932496 0.16233447
[115] -0.32877157 -0.58954050 0.67122843 0.12337118 -0.22254275 0.54361038
[121] 0.23581645 -0.45638962 -0.27237616 0.16233447 -0.27237616 0.48932062
[127] 0.72762384 -0.22606643 -0.27237616 -0.28634532 0.54361038 -0.43135059
[133] -0.43135059 0.16233447 -0.39067504 -0.39067504 -0.13443718 0.40975762
[139] 0.26868664 0.16233447 -0.39067504 0.82031872 -0.28634532 0.21063705
[145] 0.48932062 -0.66409760 0.09272119 0.26868664 -0.22254275 0.67122843
[151] -0.27237616 -0.22254275 0.33590240 -0.45638962 0.16233447 -0.35548122
[157] -0.22254275 0.09272119 0.06908381 0.60932496 0.56864941 0.47628091
[163] -0.90727881 -0.14366447 0.56864941 -0.45638962 0.33590240 -0.90727881
[169] -0.27237616 0.21063705 -0.28634532 0.33590240 -0.59024238 0.41045950
[175] -0.73131336 0.56864941 -0.45638962 0.23581645 0.12337118 -0.17968128
[181] 0.60932496 0.12337118 0.09272119 0.19059149 -0.59024238 -0.51067938
[187] 0.12337118 -0.35548122 -0.11398653 0.26868664 -0.32877157 0.48932062
[193] 0.26868664 -0.14366447 0.09272119 0.41045950 -0.58954050 -0.66409760
[199] 0.21063705 0.54361038 -0.32877157 0.41045950 -0.22606643 0.21063705
[205] 0.12337118 -0.73131336 0.26868664 -0.45638962 0.21063705 -0.39067504
[211] -0.59024238 0.60932496 0.77393357 -0.52371909 -0.17968128 -0.28634532
[217] 0.26868664 0.21063705 0.06908381 0.26868664 0.40975762 -0.39067504
[223] -0.39067504 -0.73131336 -0.39067504 0.56864941 0.26868664 0.48932062
[229] 0.41045950 -0.52371909 0.64451878 0.09272119 0.12337118 0.64451878
[235] 0.16233447 -0.73131336 0.41045950 -0.93091619 -0.32877157 0.09272119
[241] 0.26868664 -0.65365167 0.33590240 0.54361038 0.48932062 -0.32877157
[247] -0.45638962 -0.58954050 0.40975762 -0.32877157 0.16233447 0.48932062
[253] 0.21063705 -0.66409760 -0.59024238 -0.59024238 0.33590240 0.54361038
[259] 0.28794197 0.21063705 -0.08992418 0.34634833 -0.35548122 -0.27237616
[265] 0.33590240 -0.58954050 0.16233447 -0.45638962 0.23581645 -0.14366447
[271] -0.45638962 -0.66409760 0.21063705 -0.35548122 0.09272119 -0.32877157
[277] -0.52371909 -0.17968128 0.64451878 -0.52371909 -0.27237616 0.26868664
[283] 0.41045950 -0.43135059 -0.59024238 -0.76418355 0.48932062 -0.78936295
[289] 0.06908381 -0.43135059 -0.43135059 -0.27237616 0.67122843 -0.58954050
[295] 0.54361038 0.16233447 0.40975762 -0.51067938 0.40975762 0.16233447
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[1477] -0.73131336 -0.11398653 0.16233447 0.26868664 0.60932496 -0.83766553
[1483] 0.60932496 0.05113166 0.54361038 -0.52371909 -0.28634532 0.28794197
[1489] 0.54361038 -0.66409760 0.33590240 -0.32877157 -0.52371909 0.26868664
[1495] -0.58954050 -0.39067504 -0.45638962 0.21063705 0.33590240 -0.58954050
[1501] 0.26868664 -0.52371909 0.09272119 0.82031872 0.21063705 -0.66409760
[1507] -0.22254275 -0.52371909 -0.17968128 -0.52371909 -0.27237616 -0.45638962
[1513] 0.60932496 -0.27237616 0.41045950 0.56864941 -0.58954050 0.48932062
[1519] -0.14366447 0.26868664 -0.45638962 0.34634833 0.48932062 0.21063705
[1525] -0.52371909 0.33590240 -0.22606643 0.33590240 -0.58954050 0.33590240
[1531] 0.56864941 0.23581645 0.26868664 -0.45638962 -0.32877157 0.06908381
[1537] -0.27237616 0.48932062 0.33590240 0.41045950 0.16233447 -0.66409760
[1543] -0.22606643 -0.39067504 0.16233447 0.16233447 -0.32877157 0.33590240
[1549] -0.66409760 -0.14366447 0.72762384 -0.22254275 -0.28634532 0.60932496
[1555] -0.45638962 -0.32877157 0.40975762 0.77745725 0.34634833 0.64451878
[1561] -0.13443718 0.40975762 -0.93091619 0.40975762 0.34634833 0.33590240
[1567] 0.48932062 -0.93091619 0.85633553 -0.45638962 0.21063705 0.34634833
[1573] 0.26868664 -0.45638962 -0.39067504 0.40975762 -0.32877157 -0.59024238
[1579] 0.40975762 -0.83766553 -0.22606643 -0.39067504 0.19059149 0.85633553
[1585] 0.12337118 0.28794197 -0.59024238 -0.28634532 -0.17968128 0.26868664
[1591] 0.26868664 -0.35548122 0.40975762 -0.27237616 -0.59024238 -0.52371909
[1597] -0.78936295 -0.27237616 0.21063705 -0.52371909 0.40975762 0.03765529
[1603] -0.10196231 -0.39067504 0.33590240 0.26868664 0.60932496 -0.39067504
[1609] -0.28634532 0.47628091 0.41045950 -0.39067504 0.26868664 0.77393357
[1615] 0.12337118 -0.58954050 0.47628091 -0.27237616 -0.45638962 -0.17968128
[1621] -0.59024238 0.21063705 0.41045950 0.47628091 -0.35548122 0.82449990
[1627] 0.33590240 0.26868664 0.12337118 -0.73131336 0.41045950 -0.43135059
[1633] 0.47628091 -0.66409760 -0.27237616 -0.73131336 0.26868664 -0.73131336
[1639] -0.32877157 0.47628091 0.12337118 -0.66409760 0.56864941 0.33590240
[1645] -0.52371909 0.21063705 0.71365468 -0.73131336 -0.51067938 0.48932062
[1651] 0.67122843 0.21063705 -0.32877157 -0.52371909 0.54361038 0.41045950
[1657] -0.27237616 0.54361038 -0.17968128 -0.78936295 -0.65365167 0.21063705
[1663] 0.06908381 -0.52371909 0.71365468 0.47628091 0.40975762 0.16233447
[1669] -0.08992418 0.33590240 -0.32877157 0.67122843 -0.51067938 0.82449990
[1675] -0.43135059 -0.51067938 -0.73131336 -0.52371909 0.47628091 0.26868664
[1681] -0.43135059 -0.28634532 -0.58954050 0.26868664 0.48932062 -0.43135059
[1687] 0.72762384 -0.27237616 0.77745725 0.28794197 -0.39067504 0.41045950
[1693] 0.48932062 -0.22606643 0.34634833 -0.32877157 0.60932496 0.34634833
[1699] -0.45638962 0.54361038 -0.11398653 -0.08992418 0.41045950 -0.51067938
[1705] -0.39067504 -0.27237616 0.28794197 0.33590240 -0.90727881 -0.58954050
[1711] -0.17968128 0.64451878 -0.27237616 -0.58954050 -0.32877157 -0.45638962
[1717] 0.06908381 -0.51067938 -0.22254275 -0.27237616 0.33590240 -0.22254275
[1723] -0.73131336 -0.39067504 0.47628091 0.34634833 0.40975762 -0.22254275
[1729] 0.40975762 -0.17968128 -0.39067504 0.54361038 0.16233447 0.41045950
[1735] 0.33590240 -0.52371909 -0.14366447 -0.65365167 -0.27237616 0.47628091
[1741] -0.59024238 -0.28634532 -0.45638962 0.03765529 0.47628091 -0.39067504
[1747] -0.27237616 -0.32877157 0.16233447 -0.14366447 -0.43135059 0.26868664
[1753] -0.27237616 0.05113166 0.67122843 0.34634833 -0.51067938 -0.27237616
[1759] -0.32877157 0.28794197 0.16233447 -0.22606643 -0.32877157 0.48932062
[1765] 0.40975762 0.15230486 0.05113166 0.33590240 -0.52371909 0.16233447
[1771] -0.35548122 -0.28634532 0.21063705 0.40975762 -0.13443718 0.12337118
[1777] -0.66409760 0.54361038 -0.22254275 0.60932496 0.23581645 -0.28634532
[1783] 0.72762384 0.47628091 -0.17550010 -0.14366447 -0.39067504 0.34634833
[1789] 0.21063705 0.21063705 -0.43135059 0.40975762 -0.78936295 0.40975762
[1795] 0.06908381 0.34634833 0.60932496 0.21063705 0.40975762 0.41045950
[1801] -0.32877157 -0.59024238 0.23581645 -0.32877157 -0.58954050 -0.58954050
[1807] 0.64451878 0.48932062 -0.45638962 -0.58954050 -0.43135059 0.12337118
[1813] -0.32877157 0.47628091 -0.17550010 -0.39067504 0.16233447 -0.22254275
[1819] 0.33590240 0.77745725 0.60932496 0.09272119 0.54361038 0.67122843
[1825] -0.22254275 -0.27237616 0.26868664 -0.76418355 0.85633553 -0.14366447
[1831] -0.58954050 0.47628091 0.33590240 -0.39067504 -0.22254275 -0.28634532
[1837] 0.47628091 -0.35548122 -0.45638962 -0.52371909 -0.51067938 0.26868664
[1843] 0.23581645 -0.39067504 0.48932062 0.23581645 0.33590240 -0.14366447
[1849] -0.66409760 -0.17968128 -0.51067938 -0.27237616 -0.27237616 0.33590240
[1855] -0.59024238 0.16233447 -0.22254275 -0.32877157 -0.58954050 0.54361038
[1861] -0.45638962 -0.35548122 -0.17550010 -0.22254275 0.67122843 0.21063705
[1867] 0.21063705 0.54361038 -0.27237616 -0.59024238 -0.65365167 -0.58954050
[1873] 0.16233447 -0.66409760 0.34634833 0.60932496 0.64451878 0.34634833
[1879] 0.33590240 0.21063705 0.12337118 -0.58954050 -0.39067504 -0.28634532
[1885] 0.28794197 -0.65365167 0.26868664 0.54361038 -0.65365167 0.56864941
[1891] -0.14366447 0.48932062 -0.17968128 0.47628091 0.56864941 -0.51067938
[1897] 0.41045950 -0.58954050 0.16233447 -0.58954050 -0.45638962 -0.59024238
[1903] 0.33590240 -0.32877157 0.26868664 -0.71205803 -0.28634532 0.26868664
[1909] 0.26868664 -0.32877157 0.26868664 0.33590240 -0.32877157 0.16233447
[1915] 0.60932496 -0.51067938 0.28794197 0.21063705 -0.32877157 0.26868664
[1921] -0.39067504 0.60932496 -0.17968128 -0.14366447 0.09272119 -0.27237616
[1927] 0.41045950 0.64451878 0.34634833 0.56864941 -0.22606643 0.47628091
[1933] 0.33590240 -0.27237616 -0.51067938 -0.52371909 0.16233447 0.72762384
[1939] -0.22606643 0.41045950 0.54361038 0.47628091 0.33590240 -0.22254275
[1945] -0.45638962 0.12337118 -0.59024238 0.26868664 0.26868664 -0.32877157
[1951] 0.34634833 0.12055985 0.71365468 0.28794197 -0.51067938 -0.43135059
[1957] 0.33590240 0.67122843 0.26868664 0.26868664 -0.35548122 0.16233447
[1963] -0.52371909 0.40975762 -0.58954050 0.64451878 0.34634833 0.28794197
[1969] -0.45638962 0.16233447 0.40975762 -0.58954050 0.41045950 -0.17968128
[1975] -0.58954050 0.26868664 -0.51067938 -0.43135059 -0.32877157 -0.11398653
[1981] -0.35548122 0.33590240 -0.52371909 0.64451878 -0.27237616 0.64451878
[1987] 0.54361038 0.26868664 0.71365468 0.19059149 0.67122843 0.33590240
[1993] -0.28634532 0.26868664 0.19059149 -0.52371909 -0.45638962 0.26868664
[1999] 0.26868664 0.28794197
attr(,"label")
[1] "Residuals"
Code
(fit_irls <- estimNLR(y = y, match = match, group = group, formula = M$M1$
formula, method = "irls"))
Output
Nonlinear regression model
Model: y ~ exp(x + g + x:g) / (1 + exp(x + g + x:g))
Coefficients:
(Intercept) x g x:g
0.5503 0.9941 -0.8388 -0.1536
Maximum likelihood estimation using the iteratively reweighted least squares algorithm
Converged after 4 iterations
Code
coef(fit_irls)
Output
(Intercept) x g x:g
0.5503440 0.9940975 -0.8387766 -0.1535927
Code
logLik(fit_irls)
Output
'log Lik.' -1192.331 (df=4)
Code
vcov(fit_irls)
Output
(Intercept) x g x:g
(Intercept) 0.005266250 0.001165077 -0.0052662505 -0.0011650775
x 0.001165077 0.007010056 -0.0011650775 -0.0070100558
g -0.005266250 -0.001165077 0.0100000836 0.0006504587
x:g -0.001165077 -0.007010056 0.0006504587 0.0130723680
Code
fitted(fit_irls)
Output
1 2 3 4 5 6 7
0.45487411 0.76352613 0.87628488 0.22037531 0.78877573 0.28435576 0.52239129
8 9 10 11 12 13 14
0.42976528 0.78877573 0.76352613 0.83721296 0.71125529 0.45487411 0.50931523
15 16 17 18 19 20 21
0.73056430 0.35368440 0.58839620 0.71125529 0.45487411 0.32690028 0.42976528
22 23 24 25 26 27 28
0.80887717 0.87628488 0.83721296 0.66316115 0.50931523 0.76352613 0.50931523
29 30 31 32 33 34 35
0.71125529 0.27034765 0.50931523 0.65268611 0.78877573 0.32690028 0.45487411
36 37 38 39 40 41 42
0.52239129 0.66316115 0.83721296 0.50931523 0.58910004 0.27034765 0.50931523
43 44 45 46 47 48 49
0.50931523 0.78877573 0.78877573 0.45487411 0.32690028 0.50931523 0.22037531
50 51 52 53 54 55 56
0.52239129 0.52239129 0.27034765 0.14127713 0.52239129 0.32690028 0.58839620
57 58 59 60 61 62 63
0.32690028 0.52239129 0.52239129 0.52239129 0.87910405 0.66316115 0.32690028
64 65 66 67 68 69 70
0.22037531 0.65268611 0.73056430 0.22037531 0.73056430 0.08738702 0.93072359
71 72 73 74 75 76 77
0.42976528 0.22037531 0.45487411 0.58839620 0.50931523 0.22037531 0.65268611
78 79 80 81 82 83 84
0.22390881 0.32690028 0.50931523 0.52239129 0.58839620 0.22037531 0.35368440
85 86 87 88 89 90 91
0.50931523 0.65268611 0.28435576 0.35368440 0.45487411 0.73056430 0.28435576
92 93 94 95 96 97 98
0.71125529 0.45487411 0.71125529 0.27034765 0.22037531 0.38897634 0.83721296
99 100 101 102 103 104 105
0.27034765 0.84727053 0.94872579 0.52239129 0.52239129 0.66316115 0.38897634
106 107 108 109 110 111 112
0.17320152 0.78877573 0.78877573 0.66316115 0.14127713 0.65268611 0.45487411
113 114 115 116 117 118 119
0.38897634 0.83721296 0.32690028 0.58839620 0.32690028 0.87628488 0.22037531
120 121 122 123 124 125 126
0.45487411 0.76352613 0.45487411 0.27034765 0.83721296 0.27034765 0.50931523
127 128 129 130 131 132 133
0.27034765 0.22390881 0.27034765 0.28435576 0.45487411 0.42976528 0.42976528
134 135 136 137 138 139 140
0.83721296 0.38897634 0.38897634 0.13202412 0.58910004 0.73056430 0.83721296
141 142 143 144 145 146 147
0.38897634 0.17739435 0.28435576 0.78877573 0.50931523 0.66316115 0.90702032
148 149 150 151 152 153 154
0.73056430 0.22037531 0.32690028 0.27034765 0.22037531 0.66316115 0.45487411
155 156 157 158 159 160 161
0.83721296 0.35368440 0.22037531 0.90702032 0.93072359 0.38897634 0.42976528
162 163 164 165 166 167 168
0.52239129 0.90702032 0.14127713 0.42976528 0.45487411 0.66316115 0.90702032
169 170 171 172 173 174 175
0.27034765 0.78877573 0.28435576 0.66316115 0.58910004 0.58839620 0.73056430
176 177 178 179 180 181 182
0.42976528 0.45487411 0.76352613 0.87628488 0.17739435 0.38897634 0.87628488
183 184 185 186 187 188 189
0.90702032 0.80887717 0.58910004 0.50931523 0.87628488 0.35368440 0.11151645
190 191 192 193 194 195 196
0.73056430 0.32690028 0.50931523 0.73056430 0.14127713 0.90702032 0.58839620
197 198 199 200 201 202 203
0.58839620 0.66316115 0.78877573 0.45487411 0.32690028 0.58839620 0.22390881
204 205 206 207 208 209 210
0.78877573 0.87628488 0.73056430 0.73056430 0.45487411 0.78877573 0.38897634
211 212 213 214 215 216 217
0.58910004 0.38897634 0.22390881 0.52239129 0.17739435 0.28435576 0.73056430
218 219 220 221 222 223 224
0.78877573 0.93072359 0.73056430 0.58910004 0.38897634 0.38897634 0.73056430
225 226 227 228 229 230 231
0.38897634 0.42976528 0.73056430 0.50931523 0.58839620 0.52239129 0.35368440
232 233 234 235 236 237 238
0.90702032 0.87628488 0.35368440 0.83721296 0.73056430 0.58839620 0.93072359
239 240 241 242 243 244 245
0.32690028 0.90702032 0.73056430 0.65268611 0.66316115 0.45487411 0.50931523
246 247 248 249 250 251 252
0.32690028 0.45487411 0.58839620 0.58910004 0.32690028 0.83721296 0.50931523
253 254 255 256 257 258 259
0.78877573 0.66316115 0.58910004 0.58910004 0.66316115 0.45487411 0.71125529
260 261 262 263 264 265 266
0.78877573 0.08738702 0.65268611 0.35368440 0.27034765 0.66316115 0.58839620
267 268 269 270 271 272 273
0.83721296 0.45487411 0.76352613 0.14127713 0.45487411 0.66316115 0.78877573
274 275 276 277 278 279 280
0.35368440 0.90702032 0.32690028 0.52239129 0.17739435 0.35368440 0.52239129
281 282 283 284 285 286 287
0.27034765 0.73056430 0.58839620 0.42976528 0.58910004 0.76352613 0.50931523
288 289 290 291 292 293 294
0.78877573 0.93072359 0.42976528 0.42976528 0.27034765 0.32690028 0.58839620
295 296 297 298 299 300 301
0.45487411 0.83721296 0.58910004 0.50931523 0.58910004 0.83721296 0.58910004
302 303 304 305 306 307 308
0.38897634 0.35368440 0.22390881 0.66316115 0.90702032 0.78877573 0.90702032
309 310 311 312 313 314 315
0.42976528 0.38897634 0.66316115 0.27034765 0.45487411 0.52239129 0.84727053
316 317 318 319 320 321 322
0.78877573 0.52239129 0.65268611 0.58839620 0.32690028 0.27034765 0.52239129
323 324 325 326 327 328 329
0.73056430 0.06807856 0.65268611 0.73056430 0.35368440 0.78877573 0.73056430
330 331 332 333 334 335 336
0.14127713 0.32690028 0.38897634 0.45487411 0.27034765 0.87628488 0.50931523
337 338 339 340 341 342 343
0.58839620 0.45487411 0.66316115 0.38897634 0.66316115 0.58910004 0.78877573
344 345 346 347 348 349 350
0.73056430 0.50931523 0.50931523 0.45487411 0.42976528 0.83721296 0.27034765
351 352 353 354 355 356 357
0.17739435 0.83721296 0.58839620 0.66316115 0.28435576 0.83721296 0.52239129
358 359 360 361 362 363 364
0.27034765 0.28435576 0.42976528 0.76352613 0.27034765 0.52239129 0.28435576
365 366 367 368 369 370 371
0.87628488 0.45487411 0.35368440 0.32690028 0.27034765 0.58910004 0.35368440
372 373 374 375 376 377 378
0.52239129 0.22037531 0.42976528 0.58839620 0.32690028 0.14127713 0.73056430
379 380 381 382 383 384 385
0.50931523 0.78877573 0.83721296 0.52239129 0.42976528 0.58839620 0.66316115
386 387 388 389 390 391 392
0.93072359 0.50931523 0.96223973 0.35368440 0.11151645 0.32690028 0.38897634
393 394 395 396 397 398 399
0.71125529 0.52239129 0.50931523 0.38897634 0.42976528 0.80887717 0.80887717
400 401 402 403 404 405 406
0.83721296 0.22390881 0.32690028 0.45487411 0.83721296 0.90702032 0.38897634
407 408 409 410 411 412 413
0.52239129 0.58910004 0.45487411 0.80887717 0.65268611 0.45487411 0.78877573
414 415 416 417 418 419 420
0.42976528 0.58839620 0.17739435 0.52239129 0.28435576 0.42976528 0.11151645
421 422 423 424 425 426 427
0.32690028 0.65268611 0.45487411 0.45487411 0.52239129 0.35368440 0.65268611
428 429 430 431 432 433 434
0.65268611 0.52239129 0.50931523 0.38897634 0.45487411 0.50931523 0.83721296
435 436 437 438 439 440 441
0.32690028 0.76352613 0.78877573 0.27034765 0.22390881 0.52239129 0.58910004
442 443 444 445 446 447 448
0.52239129 0.73056430 0.22037531 0.32690028 0.78877573 0.65268611 0.65268611
449 450 451 452 453 454 455
0.17739435 0.32690028 0.58910004 0.14127713 0.80887717 0.52239129 0.50931523
456 457 458 459 460 461 462
0.71125529 0.52239129 0.58910004 0.32690028 0.73056430 0.52239129 0.58910004
463 464 465 466 467 468 469
0.71125529 0.78877573 0.17320152 0.27034765 0.52239129 0.73056430 0.58910004
470 471 472 473 474 475 476
0.65268611 0.58839620 0.66316115 0.32690028 0.50931523 0.78877573 0.73056430
477 478 479 480 481 482 483
0.35368440 0.52239129 0.52239129 0.73056430 0.83721296 0.58910004 0.78877573
484 485 486 487 488 489 490
0.73056430 0.50931523 0.32690028 0.78877573 0.66316115 0.45487411 0.65268611
491 492 493 494 495 496 497
0.73056430 0.22037531 0.22037531 0.32690028 0.50931523 0.17739435 0.28435576
498 499 500 501 502 503 504
0.58910004 0.50931523 0.76352613 0.83721296 0.22390881 0.38897634 0.32690028
505 506 507 508 509 510 511
0.50931523 0.42976528 0.32690028 0.45487411 0.32690028 0.32690028 0.32690028
512 513 514 515 516 517 518
0.13202412 0.17320152 0.66316115 0.71125529 0.28435576 0.38897634 0.42976528
519 520 521 522 523 524 525
0.27034765 0.52239129 0.58839620 0.52239129 0.87910405 0.76352613 0.52239129
526 527 528 529 530 531 532
0.65268611 0.87628488 0.58910004 0.27034765 0.83721296 0.83721296 0.58910004
533 534 535 536 537 538 539
0.38897634 0.42976528 0.32690028 0.66316115 0.66316115 0.73056430 0.50931523
540 541 542 543 544 545 546
0.52239129 0.27034765 0.38897634 0.65268611 0.35368440 0.50931523 0.73056430
547 548 549 550 551 552 553
0.52239129 0.45487411 0.38897634 0.22037531 0.45487411 0.22037531 0.73056430
554 555 556 557 558 559 560
0.45487411 0.35368440 0.45487411 0.65268611 0.27034765 0.66316115 0.52239129
561 562 563 564 565 566 567
0.83721296 0.22390881 0.50931523 0.78877573 0.45487411 0.58910004 0.27034765
568 569 570 571 572 573 574
0.73056430 0.90702032 0.42976528 0.50931523 0.71125529 0.38897634 0.45487411
575 576 577 578 579 580 581
0.50931523 0.52239129 0.38897634 0.73056430 0.14127713 0.38897634 0.42976528
582 583 584 585 586 587 588
0.17739435 0.50931523 0.50931523 0.52239129 0.27034765 0.45487411 0.11151645
589 590 591 592 593 594 595
0.78877573 0.45487411 0.87628488 0.17320152 0.35368440 0.58839620 0.50931523
596 597 598 599 600 601 602
0.50931523 0.45487411 0.22037531 0.58910004 0.66316115 0.27034765 0.22390881
603 604 605 606 607 608 609
0.38897634 0.27034765 0.32690028 0.73056430 0.83721296 0.73056430 0.76352613
610 611 612 613 614 615 616
0.58910004 0.66316115 0.58910004 0.58839620 0.76352613 0.45487411 0.11151645
617 618 619 620 621 622 623
0.50931523 0.11151645 0.73056430 0.28435576 0.45487411 0.17739435 0.45487411
624 625 626 627 628 629 630
0.45487411 0.38897634 0.17739435 0.78877573 0.42976528 0.87628488 0.73056430
631 632 633 634 635 636 637
0.22037531 0.66316115 0.58839620 0.78877573 0.73056430 0.83721296 0.66316115
638 639 640 641 642 643 644
0.73056430 0.58839620 0.87628488 0.42976528 0.58839620 0.58839620 0.58910004
645 646 647 648 649 650 651
0.22037531 0.35368440 0.32690028 0.35368440 0.42976528 0.50931523 0.84727053
652 653 654 655 656 657 658
0.42976528 0.73056430 0.73056430 0.66316115 0.45487411 0.78877573 0.73056430
659 660 661 662 663 664 665
0.17739435 0.73056430 0.32690028 0.78877573 0.27034765 0.32690028 0.32690028
666 667 668 669 670 671 672
0.96223973 0.58839620 0.66316115 0.28435576 0.22037531 0.38897634 0.58910004
673 674 675 676 677 678 679
0.45487411 0.32690028 0.73056430 0.58910004 0.17739435 0.45487411 0.32690028
680 681 682 683 684 685 686
0.45487411 0.14127713 0.42976528 0.32690028 0.11151645 0.66316115 0.87628488
687 688 689 690 691 692 693
0.45487411 0.80887717 0.32690028 0.38897634 0.83721296 0.52239129 0.50931523
694 695 696 697 698 699 700
0.52239129 0.22390881 0.78877573 0.78877573 0.50931523 0.27034765 0.78877573
701 702 703 704 705 706 707
0.22390881 0.27034765 0.90702032 0.27034765 0.38897634 0.28435576 0.78877573
708 709 710 711 712 713 714
0.42976528 0.42976528 0.32690028 0.11151645 0.87628488 0.78877573 0.58839620
715 716 717 718 719 720 721
0.52239129 0.52239129 0.58839620 0.17739435 0.32690028 0.50931523 0.52239129
722 723 724 725 726 727 728
0.42976528 0.50931523 0.58839620 0.83721296 0.71125529 0.17739435 0.38897634
729 730 731 732 733 734 735
0.52239129 0.66316115 0.38897634 0.73056430 0.58839620 0.38897634 0.65268611
736 737 738 739 740 741 742
0.38897634 0.73056430 0.22037531 0.35368440 0.80887717 0.52239129 0.58910004
743 744 745 746 747 748 749
0.80887717 0.73056430 0.32690028 0.52239129 0.22390881 0.87628488 0.71125529
750 751 752 753 754 755 756
0.28435576 0.71125529 0.58910004 0.58910004 0.66316115 0.50931523 0.73056430
757 758 759 760 761 762 763
0.42976528 0.38897634 0.66316115 0.93072359 0.22037531 0.38897634 0.65268611
764 765 766 767 768 769 770
0.14127713 0.27034765 0.32690028 0.50931523 0.58839620 0.50931523 0.35368440
771 772 773 774 775 776 777
0.35368440 0.87628488 0.73056430 0.52239129 0.32690028 0.35368440 0.65268611
778 779 780 781 782 783 784
0.73056430 0.38897634 0.83721296 0.66316115 0.35368440 0.78877573 0.38897634
785 786 787 788 789 790 791
0.42976528 0.32690028 0.27034765 0.50931523 0.50931523 0.58910004 0.28435576
792 793 794 795 796 797 798
0.83721296 0.50931523 0.73056430 0.17739435 0.50931523 0.45487411 0.58839620
799 800 801 802 803 804 805
0.35368440 0.27034765 0.58839620 0.58839620 0.78877573 0.80887717 0.71125529
806 807 808 809 810 811 812
0.73056430 0.32690028 0.42976528 0.27034765 0.80887717 0.83721296 0.52239129
813 814 815 816 817 818 819
0.71125529 0.78877573 0.27034765 0.42976528 0.22037531 0.52239129 0.45487411
820 821 822 823 824 825 826
0.17739435 0.78877573 0.73056430 0.78877573 0.87628488 0.87628488 0.38897634
827 828 829 830 831 832 833
0.42976528 0.17739435 0.50931523 0.45487411 0.22037531 0.22390881 0.52239129
834 835 836 837 838 839 840
0.52239129 0.32690028 0.22037531 0.45487411 0.35368440 0.83721296 0.58910004
841 842 843 844 845 846 847
0.66316115 0.42976528 0.73056430 0.28435576 0.58910004 0.38897634 0.27034765
848 849 850 851 852 853 854
0.27034765 0.73056430 0.14127713 0.50931523 0.42976528 0.58839620 0.22390881
855 856 857 858 859 860 861
0.58839620 0.38897634 0.52239129 0.58839620 0.52239129 0.73056430 0.52239129
862 863 864 865 866 867 868
0.73056430 0.65268611 0.76352613 0.45487411 0.58910004 0.80887717 0.52239129
869 870 871 872 873 874 875
0.58839620 0.27034765 0.58839620 0.87628488 0.66316115 0.38897634 0.90702032
876 877 878 879 880 881 882
0.73056430 0.58839620 0.35368440 0.45487411 0.65268611 0.38897634 0.17739435
883 884 885 886 887 888 889
0.50931523 0.87628488 0.58839620 0.45487411 0.66316115 0.58839620 0.38897634
890 891 892 893 894 895 896
0.78877573 0.42976528 0.17739435 0.42976528 0.65268611 0.58910004 0.45487411
897 898 899 900 901 902 903
0.32690028 0.80887717 0.65268611 0.66316115 0.58839620 0.32690028 0.76352613
904 905 906 907 908 909 910
0.32690028 0.73056430 0.27034765 0.73056430 0.58910004 0.32690028 0.78877573
911 912 913 914 915 916 917
0.66316115 0.38897634 0.58910004 0.58839620 0.38897634 0.78877573 0.38897634
918 919 920 921 922 923 924
0.45487411 0.58910004 0.87628488 0.58910004 0.35368440 0.42976528 0.50931523
925 926 927 928 929 930 931
0.66316115 0.17739435 0.58839620 0.58910004 0.50931523 0.58910004 0.73056430
932 933 934 935 936 937 938
0.76352613 0.58839620 0.42976528 0.58839620 0.38897634 0.58910004 0.71125529
939 940 941 942 943 944 945
0.17739435 0.73056430 0.52239129 0.42976528 0.38897634 0.87628488 0.32690028
946 947 948 949 950 951 952
0.58910004 0.17739435 0.22390881 0.58839620 0.50931523 0.58910004 0.52239129
953 954 955 956 957 958 959
0.38897634 0.87628488 0.66316115 0.17739435 0.50931523 0.52239129 0.22037531
960 961 962 963 964 965 966
0.83721296 0.76352613 0.27034765 0.17739435 0.66316115 0.22037531 0.22037531
967 968 969 970 971 972 973
0.45487411 0.65268611 0.45487411 0.27034765 0.38897634 0.14127713 0.58839620
974 975 976 977 978 979 980
0.71125529 0.38897634 0.66316115 0.71125529 0.71125529 0.66316115 0.73056430
981 982 983 984 985 986 987
0.65268611 0.90702032 0.58839620 0.78877573 0.22037531 0.66316115 0.58839620
988 989 990 991 992 993 994
0.27034765 0.52239129 0.58910004 0.06807856 0.58910004 0.52239129 0.38897634
995 996 997 998 999 1000 1001
0.73056430 0.35368440 0.90702032 0.38897634 0.87628488 0.66316115 0.58839620
1002 1003 1004 1005 1006 1007 1008
0.35368440 0.22037531 0.42976528 0.73056430 0.28435576 0.94872579 0.66316115
1009 1010 1011 1012 1013 1014 1015
0.58910004 0.50931523 0.22037531 0.66316115 0.09945871 0.45487411 0.58839620
1016 1017 1018 1019 1020 1021 1022
0.27034765 0.14127713 0.73056430 0.35368440 0.58839620 0.73056430 0.42976528
1023 1024 1025 1026 1027 1028 1029
0.90702032 0.42976528 0.65268611 0.45487411 0.66316115 0.22037531 0.32690028
1030 1031 1032 1033 1034 1035 1036
0.66316115 0.42976528 0.58910004 0.52239129 0.17739435 0.71125529 0.58839620
1037 1038 1039 1040 1041 1042 1043
0.11151645 0.42976528 0.73056430 0.13202412 0.66316115 0.38897634 0.42976528
1044 1045 1046 1047 1048 1049 1050
0.65268611 0.65268611 0.66316115 0.32690028 0.35368440 0.38897634 0.78877573
1051 1052 1053 1054 1055 1056 1057
0.27034765 0.32690028 0.66316115 0.42976528 0.52239129 0.45487411 0.22390881
1058 1059 1060 1061 1062 1063 1064
0.45487411 0.38897634 0.38897634 0.28435576 0.35368440 0.58910004 0.50931523
1065 1066 1067 1068 1069 1070 1071
0.73056430 0.73056430 0.78877573 0.83721296 0.35368440 0.66316115 0.45487411
1072 1073 1074 1075 1076 1077 1078
0.42976528 0.45487411 0.11151645 0.78877573 0.78877573 0.08738702 0.22037531
1079 1080 1081 1082 1083 1084 1085
0.50931523 0.27034765 0.42976528 0.22037531 0.93072359 0.14127713 0.50931523
1086 1087 1088 1089 1090 1091 1092
0.27034765 0.22390881 0.50931523 0.17320152 0.42976528 0.58910004 0.78877573
1093 1094 1095 1096 1097 1098 1099
0.87628488 0.78877573 0.66316115 0.52239129 0.58910004 0.17739435 0.32690028
1100 1101 1102 1103 1104 1105 1106
0.32690028 0.93072359 0.22390881 0.73056430 0.27034765 0.71125529 0.58910004
1107 1108 1109 1110 1111 1112 1113
0.32690028 0.42976528 0.52239129 0.42976528 0.58910004 0.45487411 0.38897634
1114 1115 1116 1117 1118 1119 1120
0.22390881 0.73056430 0.65268611 0.50931523 0.66316115 0.52239129 0.78877573
1121 1122 1123 1124 1125 1126 1127
0.87628488 0.73056430 0.50931523 0.66316115 0.58839620 0.58839620 0.35368440
1128 1129 1130 1131 1132 1133 1134
0.38897634 0.42976528 0.66316115 0.14127713 0.38897634 0.80887717 0.42976528
1135 1136 1137 1138 1139 1140 1141
0.87628488 0.42976528 0.28435576 0.50931523 0.22390881 0.58839620 0.38897634
1142 1143 1144 1145 1146 1147 1148
0.14127713 0.38897634 0.38897634 0.58910004 0.58910004 0.78877573 0.52239129
1149 1150 1151 1152 1153 1154 1155
0.38897634 0.45487411 0.66316115 0.22390881 0.22390881 0.22037531 0.78877573
1156 1157 1158 1159 1160 1161 1162
0.90702032 0.87628488 0.45487411 0.90702032 0.73056430 0.17320152 0.22037531
1163 1164 1165 1166 1167 1168 1169
0.50931523 0.71125529 0.73056430 0.17320152 0.50931523 0.22037531 0.50931523
1170 1171 1172 1173 1174 1175 1176
0.73056430 0.42976528 0.42976528 0.28435576 0.87910405 0.93072359 0.71125529
1177 1178 1179 1180 1181 1182 1183
0.78877573 0.52239129 0.11151645 0.58839620 0.78877573 0.50931523 0.50931523
1184 1185 1186 1187 1188 1189 1190
0.66316115 0.45487411 0.58839620 0.32690028 0.58910004 0.52239129 0.42976528
1191 1192 1193 1194 1195 1196 1197
0.66316115 0.84727053 0.76352613 0.52239129 0.78877573 0.32690028 0.78877573
1198 1199 1200 1201 1202 1203 1204
0.45487411 0.22390881 0.76352613 0.65268611 0.58910004 0.35368440 0.66316115
1205 1206 1207 1208 1209 1210 1211
0.42976528 0.87628488 0.90702032 0.27034765 0.90702032 0.32690028 0.32690028
1212 1213 1214 1215 1216 1217 1218
0.66316115 0.38897634 0.93072359 0.38897634 0.45487411 0.65268611 0.65268611
1219 1220 1221 1222 1223 1224 1225
0.80887717 0.14127713 0.52239129 0.78877573 0.45487411 0.58839620 0.32690028
1226 1227 1228 1229 1230 1231 1232
0.78877573 0.38897634 0.71125529 0.73056430 0.45487411 0.52239129 0.78877573
1233 1234 1235 1236 1237 1238 1239
0.52239129 0.73056430 0.90702032 0.35368440 0.78877573 0.42976528 0.73056430
1240 1241 1242 1243 1244 1245 1246
0.32690028 0.58839620 0.66316115 0.58839620 0.73056430 0.71125529 0.50931523
1247 1248 1249 1250 1251 1252 1253
0.71125529 0.58839620 0.93072359 0.32690028 0.32690028 0.32690028 0.45487411
1254 1255 1256 1257 1258 1259 1260
0.52239129 0.38897634 0.22037531 0.52239129 0.73056430 0.50931523 0.58839620
1261 1262 1263 1264 1265 1266 1267
0.52239129 0.17739435 0.32690028 0.66316115 0.58839620 0.14127713 0.50931523
1268 1269 1270 1271 1272 1273 1274
0.66316115 0.50931523 0.28435576 0.28435576 0.52239129 0.71125529 0.35368440
1275 1276 1277 1278 1279 1280 1281
0.76352613 0.73056430 0.32690028 0.83721296 0.45487411 0.65268611 0.32690028
1282 1283 1284 1285 1286 1287 1288
0.90702032 0.14127713 0.58910004 0.58910004 0.22390881 0.50931523 0.93072359
1289 1290 1291 1292 1293 1294 1295
0.14127713 0.52239129 0.83721296 0.14127713 0.58910004 0.65268611 0.66316115
1296 1297 1298 1299 1300 1301 1302
0.45487411 0.65268611 0.83721296 0.38897634 0.58910004 0.78877573 0.14127713
1303 1304 1305 1306 1307 1308 1309
0.78877573 0.32690028 0.76352613 0.66316115 0.27034765 0.58839620 0.50931523
1310 1311 1312 1313 1314 1315 1316
0.83721296 0.83721296 0.42976528 0.38897634 0.22037531 0.52239129 0.73056430
1317 1318 1319 1320 1321 1322 1323
0.78877573 0.87628488 0.71125529 0.66316115 0.58910004 0.38897634 0.50931523
1324 1325 1326 1327 1328 1329 1330
0.78877573 0.65268611 0.27034765 0.32690028 0.52239129 0.83721296 0.28435576
1331 1332 1333 1334 1335 1336 1337
0.65268611 0.50931523 0.73056430 0.38897634 0.50931523 0.78877573 0.27034765
1338 1339 1340 1341 1342 1343 1344
0.58839620 0.78877573 0.27034765 0.32690028 0.90702032 0.58839620 0.28435576
1345 1346 1347 1348 1349 1350 1351
0.58839620 0.45487411 0.50931523 0.22037531 0.32690028 0.52239129 0.38897634
1352 1353 1354 1355 1356 1357 1358
0.50931523 0.87628488 0.76352613 0.35368440 0.58910004 0.52239129 0.58839620
1359 1360 1361 1362 1363 1364 1365
0.76352613 0.83721296 0.27034765 0.66316115 0.58839620 0.22037531 0.52239129
1366 1367 1368 1369 1370 1371 1372
0.66316115 0.90702032 0.38897634 0.66316115 0.90702032 0.65268611 0.66316115
1373 1374 1375 1376 1377 1378 1379
0.87910405 0.32690028 0.45487411 0.52239129 0.78877573 0.45487411 0.58839620
1380 1381 1382 1383 1384 1385 1386
0.42976528 0.22037531 0.50931523 0.58839620 0.17739435 0.78877573 0.32690028
1387 1388 1389 1390 1391 1392 1393
0.38897634 0.17739435 0.11151645 0.78877573 0.52239129 0.52239129 0.73056430
1394 1395 1396 1397 1398 1399 1400
0.76352613 0.76352613 0.73056430 0.42976528 0.58910004 0.45487411 0.17320152
1401 1402 1403 1404 1405 1406 1407
0.78877573 0.96223973 0.42976528 0.78877573 0.38897634 0.38897634 0.66316115
1408 1409 1410 1411 1412 1413 1414
0.52239129 0.84727053 0.78877573 0.22390881 0.50931523 0.27034765 0.35368440
1415 1416 1417 1418 1419 1420 1421
0.42976528 0.90702032 0.65268611 0.73056430 0.17320152 0.58910004 0.32690028
1422 1423 1424 1425 1426 1427 1428
0.52239129 0.45487411 0.83721296 0.66316115 0.73056430 0.66316115 0.28435576
1429 1430 1431 1432 1433 1434 1435
0.42976528 0.17739435 0.71125529 0.32690028 0.58839620 0.50931523 0.42976528
1436 1437 1438 1439 1440 1441 1442
0.17739435 0.73056430 0.94872579 0.73056430 0.50931523 0.17739435 0.73056430
1443 1444 1445 1446 1447 1448 1449
0.58910004 0.58839620 0.83721296 0.27034765 0.76352613 0.35368440 0.66316115
1450 1451 1452 1453 1454 1455 1456
0.71125529 0.87628488 0.45487411 0.38897634 0.42976528 0.58910004 0.65268611
1457 1458 1459 1460 1461 1462 1463
0.73056430 0.32690028 0.52239129 0.22390881 0.50931523 0.58910004 0.32690028
1464 1465 1466 1467 1468 1469 1470
0.27034765 0.78877573 0.52239129 0.52239129 0.52239129 0.66316115 0.17739435
1471 1472 1473 1474 1475 1476 1477
0.50931523 0.80887717 0.17320152 0.78877573 0.38897634 0.28435576 0.73056430
1478 1479 1480 1481 1482 1483 1484
0.11151645 0.83721296 0.73056430 0.38897634 0.83721296 0.38897634 0.94872579
1485 1486 1487 1488 1489 1490 1491
0.45487411 0.52239129 0.28435576 0.71125529 0.45487411 0.66316115 0.66316115
1492 1493 1494 1495 1496 1497 1498
0.32690028 0.52239129 0.73056430 0.58839620 0.38897634 0.45487411 0.78877573
1499 1500 1501 1502 1503 1504 1505
0.66316115 0.58839620 0.73056430 0.52239129 0.90702032 0.17739435 0.78877573
1506 1507 1508 1509 1510 1511 1512
0.66316115 0.22037531 0.52239129 0.17739435 0.52239129 0.27034765 0.45487411
1513 1514 1515 1516 1517 1518 1519
0.38897634 0.27034765 0.58839620 0.42976528 0.58839620 0.50931523 0.14127713
1520 1521 1522 1523 1524 1525 1526
0.73056430 0.45487411 0.65268611 0.50931523 0.78877573 0.52239129 0.66316115
1527 1528 1529 1530 1531 1532 1533
0.22390881 0.66316115 0.58839620 0.66316115 0.42976528 0.76352613 0.73056430
1534 1535 1536 1537 1538 1539 1540
0.45487411 0.32690028 0.93072359 0.27034765 0.50931523 0.66316115 0.58839620
1541 1542 1543 1544 1545 1546 1547
0.83721296 0.66316115 0.22390881 0.38897634 0.83721296 0.83721296 0.32690028
1548 1549 1550 1551 1552 1553 1554
0.66316115 0.66316115 0.14127713 0.27034765 0.22037531 0.28435576 0.38897634
1555 1556 1557 1558 1559 1560 1561
0.45487411 0.32690028 0.58910004 0.22037531 0.65268611 0.35368440 0.13202412
1562 1563 1564 1565 1566 1567 1568
0.58910004 0.93072359 0.58910004 0.65268611 0.66316115 0.50931523 0.93072359
1569 1570 1571 1572 1573 1574 1575
0.14127713 0.45487411 0.78877573 0.65268611 0.73056430 0.45487411 0.38897634
1576 1577 1578 1579 1580 1581 1582
0.58910004 0.32690028 0.58910004 0.58910004 0.83721296 0.22390881 0.38897634
1583 1584 1585 1586 1587 1588 1589
0.80887717 0.14127713 0.87628488 0.71125529 0.58910004 0.28435576 0.17739435
1590 1591 1592 1593 1594 1595 1596
0.73056430 0.73056430 0.35368440 0.58910004 0.27034765 0.58910004 0.52239129
1597 1598 1599 1600 1601 1602 1603
0.78877573 0.27034765 0.78877573 0.52239129 0.58910004 0.96223973 0.09945871
1604 1605 1606 1607 1608 1609 1610
0.38897634 0.66316115 0.73056430 0.38897634 0.38897634 0.28435576 0.52239129
1611 1612 1613 1614 1615 1616 1617
0.58839620 0.38897634 0.73056430 0.22390881 0.87628488 0.58839620 0.52239129
1618 1619 1620 1621 1622 1623 1624
0.27034765 0.45487411 0.17739435 0.58910004 0.78877573 0.58839620 0.52239129
1625 1626 1627 1628 1629 1630 1631
0.35368440 0.17320152 0.66316115 0.73056430 0.87628488 0.73056430 0.58839620
1632 1633 1634 1635 1636 1637 1638
0.42976528 0.52239129 0.66316115 0.27034765 0.73056430 0.73056430 0.73056430
1639 1640 1641 1642 1643 1644 1645
0.32690028 0.52239129 0.87628488 0.66316115 0.42976528 0.66316115 0.52239129
1646 1647 1648 1649 1650 1651 1652
0.78877573 0.28435576 0.73056430 0.50931523 0.50931523 0.32690028 0.78877573
1653 1654 1655 1656 1657 1658 1659
0.32690028 0.52239129 0.45487411 0.58839620 0.27034765 0.45487411 0.17739435
1660 1661 1662 1663 1664 1665 1666
0.78877573 0.65268611 0.78877573 0.93072359 0.52239129 0.28435576 0.52239129
1667 1668 1669 1670 1671 1672 1673
0.58910004 0.83721296 0.08738702 0.66316115 0.32690028 0.32690028 0.50931523
1674 1675 1676 1677 1678 1679 1680
0.17320152 0.42976528 0.50931523 0.73056430 0.52239129 0.52239129 0.73056430
1681 1682 1683 1684 1685 1686 1687
0.42976528 0.28435576 0.58839620 0.73056430 0.50931523 0.42976528 0.27034765
1688 1689 1690 1691 1692 1693 1694
0.27034765 0.22037531 0.71125529 0.38897634 0.58839620 0.50931523 0.22390881
1695 1696 1697 1698 1699 1700 1701
0.65268611 0.32690028 0.38897634 0.65268611 0.45487411 0.45487411 0.11151645
1702 1703 1704 1705 1706 1707 1708
0.08738702 0.58839620 0.50931523 0.38897634 0.27034765 0.71125529 0.66316115
1709 1710 1711 1712 1713 1714 1715
0.90702032 0.58839620 0.17739435 0.35368440 0.27034765 0.58839620 0.32690028
1716 1717 1718 1719 1720 1721 1722
0.45487411 0.93072359 0.50931523 0.22037531 0.27034765 0.66316115 0.22037531
1723 1724 1725 1726 1727 1728 1729
0.73056430 0.38897634 0.52239129 0.65268611 0.58910004 0.22037531 0.58910004
1730 1731 1732 1733 1734 1735 1736
0.17739435 0.38897634 0.45487411 0.83721296 0.58839620 0.66316115 0.52239129
1737 1738 1739 1740 1741 1742 1743
0.14127713 0.65268611 0.27034765 0.52239129 0.58910004 0.28435576 0.45487411
1744 1745 1746 1747 1748 1749 1750
0.96223973 0.52239129 0.38897634 0.27034765 0.32690028 0.83721296 0.14127713
1751 1752 1753 1754 1755 1756 1757
0.42976528 0.73056430 0.27034765 0.94872579 0.32690028 0.65268611 0.50931523
1758 1759 1760 1761 1762 1763 1764
0.27034765 0.32690028 0.71125529 0.83721296 0.22390881 0.32690028 0.50931523
1765 1766 1767 1768 1769 1770 1771
0.58910004 0.84727053 0.94872579 0.66316115 0.52239129 0.83721296 0.35368440
1772 1773 1774 1775 1776 1777 1778
0.28435576 0.78877573 0.58910004 0.13202412 0.87628488 0.66316115 0.45487411
1779 1780 1781 1782 1783 1784 1785
0.22037531 0.38897634 0.76352613 0.28435576 0.27034765 0.52239129 0.17320152
1786 1787 1788 1789 1790 1791 1792
0.14127713 0.38897634 0.65268611 0.78877573 0.78877573 0.42976528 0.58910004
1793 1794 1795 1796 1797 1798 1799
0.78877573 0.58910004 0.93072359 0.65268611 0.38897634 0.78877573 0.58910004
1800 1801 1802 1803 1804 1805 1806
0.58839620 0.32690028 0.58910004 0.76352613 0.32690028 0.58839620 0.58839620
1807 1808 1809 1810 1811 1812 1813
0.35368440 0.50931523 0.45487411 0.58839620 0.42976528 0.87628488 0.32690028
1814 1815 1816 1817 1818 1819 1820
0.52239129 0.17320152 0.38897634 0.83721296 0.22037531 0.66316115 0.22037531
1821 1822 1823 1824 1825 1826 1827
0.38897634 0.90702032 0.45487411 0.32690028 0.22037531 0.27034765 0.73056430
1828 1829 1830 1831 1832 1833 1834
0.76352613 0.14127713 0.14127713 0.58839620 0.52239129 0.66316115 0.38897634
1835 1836 1837 1838 1839 1840 1841
0.22037531 0.28435576 0.52239129 0.35368440 0.45487411 0.52239129 0.50931523
1842 1843 1844 1845 1846 1847 1848
0.73056430 0.76352613 0.38897634 0.50931523 0.76352613 0.66316115 0.14127713
1849 1850 1851 1852 1853 1854 1855
0.66316115 0.17739435 0.50931523 0.27034765 0.27034765 0.66316115 0.58910004
1856 1857 1858 1859 1860 1861 1862
0.83721296 0.22037531 0.32690028 0.58839620 0.45487411 0.45487411 0.35368440
1863 1864 1865 1866 1867 1868 1869
0.17320152 0.22037531 0.32690028 0.78877573 0.78877573 0.45487411 0.27034765
1870 1871 1872 1873 1874 1875 1876
0.58910004 0.65268611 0.58839620 0.83721296 0.66316115 0.65268611 0.38897634
1877 1878 1879 1880 1881 1882 1883
0.35368440 0.65268611 0.66316115 0.78877573 0.87628488 0.58839620 0.38897634
1884 1885 1886 1887 1888 1889 1890
0.28435576 0.71125529 0.65268611 0.73056430 0.45487411 0.65268611 0.42976528
1891 1892 1893 1894 1895 1896 1897
0.14127713 0.50931523 0.17739435 0.52239129 0.42976528 0.50931523 0.58839620
1898 1899 1900 1901 1902 1903 1904
0.58839620 0.83721296 0.58839620 0.45487411 0.58910004 0.66316115 0.32690028
1905 1906 1907 1908 1909 1910 1911
0.73056430 0.71125529 0.28435576 0.73056430 0.73056430 0.32690028 0.73056430
1912 1913 1914 1915 1916 1917 1918
0.66316115 0.32690028 0.83721296 0.38897634 0.50931523 0.71125529 0.78877573
1919 1920 1921 1922 1923 1924 1925
0.32690028 0.73056430 0.38897634 0.38897634 0.17739435 0.14127713 0.90702032
1926 1927 1928 1929 1930 1931 1932
0.27034765 0.58839620 0.35368440 0.65268611 0.42976528 0.22390881 0.52239129
1933 1934 1935 1936 1937 1938 1939
0.66316115 0.27034765 0.50931523 0.52239129 0.83721296 0.27034765 0.22390881
1940 1941 1942 1943 1944 1945 1946
0.58839620 0.45487411 0.52239129 0.66316115 0.22037531 0.45487411 0.87628488
1947 1948 1949 1950 1951 1952 1953
0.58910004 0.73056430 0.73056430 0.32690028 0.65268611 0.87910405 0.28435576
1954 1955 1956 1957 1958 1959 1960
0.71125529 0.50931523 0.42976528 0.66316115 0.32690028 0.73056430 0.73056430
1961 1962 1963 1964 1965 1966 1967
0.35368440 0.83721296 0.52239129 0.58910004 0.58839620 0.35368440 0.65268611
1968 1969 1970 1971 1972 1973 1974
0.71125529 0.45487411 0.83721296 0.58910004 0.58839620 0.58839620 0.17739435
1975 1976 1977 1978 1979 1980 1981
0.58839620 0.73056430 0.50931523 0.42976528 0.32690028 0.11151645 0.35368440
1982 1983 1984 1985 1986 1987 1988
0.66316115 0.52239129 0.35368440 0.27034765 0.35368440 0.45487411 0.73056430
1989 1990 1991 1992 1993 1994 1995
0.28435576 0.80887717 0.32690028 0.66316115 0.28435576 0.73056430 0.80887717
1996 1997 1998 1999 2000
0.52239129 0.45487411 0.73056430 0.73056430 0.71125529
attr(,"label")
[1] "Fitted values"
Code
residuals(fit_irls)
Output
1 2 3 4 5 6 7
-1.834439 1.309713 1.141181 -1.282668 1.267787 -1.397342 1.914274
8 9 10 11 12 13 14
2.326852 1.267787 1.309713 1.194439 1.405965 -1.834439 -2.037968
15 16 17 18 19 20 21
-3.711461 -1.547232 1.699535 1.405965 -1.834439 -1.485664 2.326852
22 23 24 25 26 27 28
1.236282 1.141181 1.194439 1.507929 1.963421 1.309713 -2.037968
29 30 31 32 33 34 35
1.405965 -1.370516 -2.037968 -2.879240 -4.734304 -1.485664 2.198410
36 37 38 39 40 41 42
-2.093764 -2.968779 1.194439 1.963421 -2.433682 -1.370516 1.963421
43 44 45 46 47 48 49
-2.037968 1.267787 1.267787 -1.834439 -1.485664 1.963421 4.537713
50 51 52 53 54 55 56
-2.093764 1.914274 -1.370516 7.078287 -2.093764 3.059037 1.699535
57 58 59 60 61 62 63
-1.485664 1.914274 -2.093764 1.914274 1.137522 -2.968779 3.059037
64 65 66 67 68 69 70
-1.282668 1.532130 -3.711461 -1.282668 1.368805 -1.095755 1.074433
71 72 73 74 75 76 77
-1.753664 -1.282668 2.198410 1.699535 -2.037968 4.537713 1.532130
78 79 80 81 82 83 84
-1.288508 -1.485664 1.963421 1.914274 -2.429521 -1.282668 -1.547232
85 86 87 88 89 90 91
-2.037968 -2.879240 3.516721 -1.547232 -1.834439 -3.711461 -1.397342
92 93 94 95 96 97 98
1.405965 -1.834439 1.405965 3.698941 -1.282668 2.570850 1.194439
99 100 101 102 103 104 105
-1.370516 1.180261 1.054045 1.914274 1.914274 1.507929 -1.636598
106 107 108 109 110 111 112
-1.209485 1.267787 -4.734304 1.507929 -1.164520 1.532130 -1.834439
113 114 115 116 117 118 119
2.570850 1.194439 -1.485664 -2.429521 3.059037 1.141181 -1.282668
120 121 122 123 124 125 126
2.198410 1.309713 -1.834439 -1.370516 1.194439 -1.370516 1.963421
127 128 129 130 131 132 133
3.698941 -1.288508 -1.370516 -1.397342 2.198410 -1.753664 -1.753664
134 135 136 137 138 139 140
1.194439 -1.636598 -1.636598 -1.152106 1.697505 1.368805 1.194439
141 142 143 144 145 146 147
-1.636598 5.637158 -1.397342 1.267787 1.963421 -2.968779 1.102511
148 149 150 151 152 153 154
1.368805 -1.282668 3.059037 -1.370516 -1.282668 1.507929 -1.834439
155 156 157 158 159 160 161
1.194439 -1.547232 -1.282668 1.102511 1.074433 2.570850 2.326852
162 163 164 165 166 167 168
1.914274 -10.755038 -1.164520 2.326852 -1.834439 1.507929 -10.755038
169 170 171 172 173 174 175
-1.370516 1.267787 -1.397342 1.507929 -2.433682 1.699535 -3.711461
176 177 178 179 180 181 182
2.326852 -1.834439 1.309713 1.141181 -1.215649 2.570850 1.141181
183 184 185 186 187 188 189
1.102511 1.236282 -2.433682 -2.037968 1.141181 -1.547232 -1.125513
190 191 192 193 194 195 196
1.368805 -1.485664 1.963421 1.368805 -1.164520 1.102511 1.699535
197 198 199 200 201 202 203
-2.429521 -2.968779 1.267787 2.198410 -1.485664 1.699535 -1.288508
204 205 206 207 208 209 210
1.267787 1.141181 -3.711461 1.368805 -1.834439 1.267787 -1.636598
211 212 213 214 215 216 217
-2.433682 2.570850 4.466104 -2.093764 -1.215649 -1.397342 1.368805
218 219 220 221 222 223 224
1.267787 1.074433 1.368805 1.697505 -1.636598 -1.636598 -3.711461
225 226 227 228 229 230 231
-1.636598 2.326852 1.368805 1.963421 1.699535 -2.093764 2.827379
232 233 234 235 236 237 238
1.102511 1.141181 2.827379 1.194439 -3.711461 1.699535 -14.434929
239 240 241 242 243 244 245
-1.485664 1.102511 1.368805 -2.879240 1.507929 2.198410 1.963421
246 247 248 249 250 251 252
-1.485664 -1.834439 -2.429521 1.697505 -1.485664 1.194439 1.963421
253 254 255 256 257 258 259
1.267787 -2.968779 -2.433682 -2.433682 1.507929 2.198410 1.405965
260 261 262 263 264 265 266
1.267787 -1.095755 1.532130 -1.547232 -1.370516 1.507929 -2.429521
267 268 269 270 271 272 273
1.194439 -1.834439 1.309713 -1.164520 -1.834439 -2.968779 1.267787
274 275 276 277 278 279 280
-1.547232 1.102511 -1.485664 -2.093764 -1.215649 2.827379 -2.093764
281 282 283 284 285 286 287
-1.370516 1.368805 1.699535 -1.753664 -2.433682 -4.228797 1.963421
288 289 290 291 292 293 294
-4.734304 1.074433 -1.753664 -1.753664 -1.370516 3.059037 -2.429521
295 296 297 298 299 300 301
2.198410 1.194439 1.697505 -2.037968 1.697505 1.194439 1.697505
302 303 304 305 306 307 308
-1.636598 -1.547232 -1.288508 -2.968779 1.102511 1.267787 1.102511
309 310 311 312 313 314 315
2.326852 -1.636598 -2.968779 -1.370516 -1.834439 -2.093764 1.180261
316 317 318 319 320 321 322
1.267787 -2.093764 -2.879240 1.699535 -1.485664 3.698941 1.914274
323 324 325 326 327 328 329
1.368805 -1.073052 1.532130 1.368805 -1.547232 1.267787 1.368805
330 331 332 333 334 335 336
-1.164520 -1.485664 -1.636598 -1.834439 3.698941 1.141181 1.963421
337 338 339 340 341 342 343
-2.429521 2.198410 1.507929 -1.636598 -2.968779 1.697505 1.267787
344 345 346 347 348 349 350
-3.711461 1.963421 1.963421 2.198410 2.326852 1.194439 -1.370516
351 352 353 354 355 356 357
-1.215649 1.194439 -2.429521 1.507929 -1.397342 1.194439 -2.093764
358 359 360 361 362 363 364
-1.370516 -1.397342 2.326852 1.309713 3.698941 -2.093764 -1.397342
365 366 367 368 369 370 371
1.141181 -1.834439 -1.547232 -1.485664 -1.370516 -2.433682 -1.547232
372 373 374 375 376 377 378
-2.093764 4.537713 -1.753664 1.699535 3.059037 -1.164520 -3.711461
379 380 381 382 383 384 385
1.963421 1.267787 1.194439 -2.093764 2.326852 -2.429521 -2.968779
386 387 388 389 390 391 392
1.074433 -2.037968 1.039242 -1.547232 -1.125513 -1.485664 -1.636598
393 394 395 396 397 398 399
1.405965 -2.093764 -2.037968 2.570850 -1.753664 1.236282 -5.232237
400 401 402 403 404 405 406
1.194439 -1.288508 -1.485664 -1.834439 -6.142995 1.102511 -1.636598
407 408 409 410 411 412 413
1.914274 1.697505 2.198410 1.236282 1.532130 2.198410 1.267787
414 415 416 417 418 419 420
-1.753664 -2.429521 -1.215649 1.914274 -1.397342 2.326852 8.967286
421 422 423 424 425 426 427
-1.485664 1.532130 -1.834439 -1.834439 1.914274 -1.547232 -2.879240
428 429 430 431 432 433 434
1.532130 -2.093764 1.963421 -1.636598 2.198410 1.963421 1.194439
435 436 437 438 439 440 441
-1.485664 1.309713 1.267787 3.698941 4.466104 -2.093764 1.697505
442 443 444 445 446 447 448
1.914274 1.368805 -1.282668 -1.485664 1.267787 -2.879240 -2.879240
449 450 451 452 453 454 455
-1.215649 -1.485664 1.697505 -1.164520 1.236282 1.914274 1.963421
456 457 458 459 460 461 462
1.405965 1.914274 1.697505 3.059037 1.368805 1.914274 1.697505
463 464 465 466 467 468 469
-3.463267 -4.734304 5.773621 3.698941 -2.093764 1.368805 -2.433682
470 471 472 473 474 475 476
1.532130 -2.429521 1.507929 -1.485664 -2.037968 1.267787 1.368805
477 478 479 480 481 482 483
-1.547232 -2.093764 -2.093764 1.368805 1.194439 -2.433682 1.267787
484 485 486 487 488 489 490
1.368805 1.963421 -1.485664 1.267787 -2.968779 -1.834439 1.532130
491 492 493 494 495 496 497
-3.711461 -1.282668 4.537713 -1.485664 -2.037968 5.637158 3.516721
498 499 500 501 502 503 504
1.697505 -2.037968 1.309713 -6.142995 -1.288508 -1.636598 3.059037
505 506 507 508 509 510 511
-2.037968 2.326852 3.059037 -1.834439 3.059037 3.059037 -1.485664
512 513 514 515 516 517 518
-1.152106 -1.209485 1.507929 -3.463267 -1.397342 -1.636598 2.326852
519 520 521 522 523 524 525
-1.370516 1.914274 1.699535 1.914274 1.137522 -4.228797 1.914274
526 527 528 529 530 531 532
1.532130 1.141181 -2.433682 -1.370516 -6.142995 1.194439 -2.433682
533 534 535 536 537 538 539
-1.636598 2.326852 3.059037 1.507929 1.507929 1.368805 1.963421
540 541 542 543 544 545 546
1.914274 -1.370516 -1.636598 1.532130 -1.547232 1.963421 1.368805
547 548 549 550 551 552 553
-2.093764 -1.834439 -1.636598 4.537713 -1.834439 -1.282668 1.368805
554 555 556 557 558 559 560
2.198410 2.827379 -1.834439 1.532130 -1.370516 1.507929 1.914274
561 562 563 564 565 566 567
1.194439 -1.288508 1.963421 1.267787 2.198410 1.697505 -1.370516
568 569 570 571 572 573 574
-3.711461 1.102511 2.326852 -2.037968 -3.463267 -1.636598 2.198410
575 576 577 578 579 580 581
1.963421 -2.093764 -1.636598 1.368805 7.078287 -1.636598 2.326852
582 583 584 585 586 587 588
-1.215649 1.963421 -2.037968 1.914274 -1.370516 -1.834439 -1.125513
589 590 591 592 593 594 595
-4.734304 2.198410 1.141181 -1.209485 2.827379 1.699535 -2.037968
596 597 598 599 600 601 602
1.963421 2.198410 -1.282668 1.697505 -2.968779 3.698941 -1.288508
603 604 605 606 607 608 609
2.570850 3.698941 -1.485664 1.368805 -6.142995 -3.711461 1.309713
610 611 612 613 614 615 616
1.697505 1.507929 -2.433682 -2.429521 1.309713 2.198410 -1.125513
617 618 619 620 621 622 623
-2.037968 -1.125513 -3.711461 -1.397342 -1.834439 5.637158 -1.834439
624 625 626 627 628 629 630
-1.834439 -1.636598 -1.215649 -4.734304 2.326852 1.141181 1.368805
631 632 633 634 635 636 637
-1.282668 -2.968779 1.699535 1.267787 1.368805 1.194439 1.507929
638 639 640 641 642 643 644
1.368805 1.699535 1.141181 -1.753664 -2.429521 1.699535 -2.433682
645 646 647 648 649 650 651
4.537713 -1.547232 3.059037 2.827379 -1.753664 1.963421 -6.547525
652 653 654 655 656 657 658
-1.753664 1.368805 1.368805 -2.968779 -1.834439 -4.734304 1.368805
659 660 661 662 663 664 665
-1.215649 1.368805 -1.485664 1.267787 -1.370516 -1.485664 3.059037
666 667 668 669 670 671 672
1.039242 -2.429521 1.507929 3.516721 -1.282668 -1.636598 1.697505
673 674 675 676 677 678 679
-1.834439 -1.485664 1.368805 -2.433682 -1.215649 -1.834439 -1.485664
680 681 682 683 684 685 686
2.198410 -1.164520 -1.753664 -1.485664 -1.125513 1.507929 -8.083086
687 688 689 690 691 692 693
-1.834439 1.236282 -1.485664 2.570850 1.194439 -2.093764 1.963421
694 695 696 697 698 699 700
-2.093764 -1.288508 1.267787 1.267787 1.963421 3.698941 1.267787
701 702 703 704 705 706 707
4.466104 3.698941 1.102511 -1.370516 2.570850 3.516721 -4.734304
708 709 710 711 712 713 714
-1.753664 2.326852 3.059037 8.967286 1.141181 1.267787 1.699535
715 716 717 718 719 720 721
-2.093764 -2.093764 1.699535 -1.215649 -1.485664 -2.037968 1.914274
722 723 724 725 726 727 728
2.326852 -2.037968 -2.429521 -6.142995 -3.463267 -1.215649 -1.636598
729 730 731 732 733 734 735
-2.093764 1.507929 -1.636598 -3.711461 -2.429521 2.570850 -2.879240
736 737 738 739 740 741 742
2.570850 1.368805 -1.282668 -1.547232 1.236282 -2.093764 -2.433682
743 744 745 746 747 748 749
1.236282 1.368805 -1.485664 1.914274 -1.288508 -8.083086 1.405965
750 751 752 753 754 755 756
-1.397342 1.405965 -2.433682 -2.433682 1.507929 -2.037968 1.368805
757 758 759 760 761 762 763
-1.753664 2.570850 -2.968779 1.074433 -1.282668 2.570850 1.532130
764 765 766 767 768 769 770
-1.164520 3.698941 -1.485664 -2.037968 -2.429521 -2.037968 -1.547232
771 772 773 774 775 776 777
-1.547232 1.141181 1.368805 -2.093764 -1.485664 -1.547232 1.532130
778 779 780 781 782 783 784
1.368805 -1.636598 1.194439 1.507929 2.827379 1.267787 -1.636598
785 786 787 788 789 790 791
-1.753664 3.059037 -1.370516 1.963421 1.963421 1.697505 3.516721
792 793 794 795 796 797 798
1.194439 -2.037968 1.368805 -1.215649 1.963421 2.198410 -2.429521
799 800 801 802 803 804 805
-1.547232 -1.370516 1.699535 -2.429521 1.267787 1.236282 1.405965
806 807 808 809 810 811 812
-3.711461 -1.485664 -1.753664 -1.370516 1.236282 1.194439 -2.093764
813 814 815 816 817 818 819
-3.463267 1.267787 -1.370516 -1.753664 -1.282668 -2.093764 -1.834439
820 821 822 823 824 825 826
-1.215649 -4.734304 1.368805 1.267787 1.141181 1.141181 2.570850
827 828 829 830 831 832 833
2.326852 -1.215649 -2.037968 -1.834439 -1.282668 -1.288508 -2.093764
834 835 836 837 838 839 840
1.914274 -1.485664 -1.282668 2.198410 -1.547232 -6.142995 1.697505
841 842 843 844 845 846 847
1.507929 2.326852 -3.711461 -1.397342 -2.433682 -1.636598 -1.370516
848 849 850 851 852 853 854
-1.370516 1.368805 -1.164520 -2.037968 2.326852 -2.429521 -1.288508
855 856 857 858 859 860 861
1.699535 -1.636598 -2.093764 1.699535 1.914274 -3.711461 1.914274
862 863 864 865 866 867 868
1.368805 -2.879240 1.309713 2.198410 -2.433682 1.236282 1.914274
869 870 871 872 873 874 875
1.699535 -1.370516 1.699535 1.141181 1.507929 2.570850 1.102511
876 877 878 879 880 881 882
1.368805 1.699535 2.827379 2.198410 1.532130 -1.636598 -1.215649
883 884 885 886 887 888 889
1.963421 1.141181 1.699535 2.198410 1.507929 1.699535 -1.636598
890 891 892 893 894 895 896
1.267787 2.326852 -1.215649 2.326852 1.532130 1.697505 2.198410
897 898 899 900 901 902 903
-1.485664 1.236282 -2.879240 1.507929 -2.429521 -1.485664 1.309713
904 905 906 907 908 909 910
3.059037 1.368805 -1.370516 1.368805 1.697505 3.059037 1.267787
911 912 913 914 915 916 917
1.507929 -1.636598 -2.433682 1.699535 -1.636598 1.267787 2.570850
918 919 920 921 922 923 924
2.198410 1.697505 1.141181 -2.433682 2.827379 -1.753664 -2.037968
925 926 927 928 929 930 931
1.507929 -1.215649 1.699535 1.697505 1.963421 -2.433682 1.368805
932 933 934 935 936 937 938
1.309713 1.699535 -1.753664 -2.429521 -1.636598 -2.433682 -3.463267
939 940 941 942 943 944 945
-1.215649 -3.711461 -2.093764 -1.753664 -1.636598 1.141181 -1.485664
946 947 948 949 950 951 952
-2.433682 -1.215649 -1.288508 1.699535 1.963421 1.697505 1.914274
953 954 955 956 957 958 959
-1.636598 1.141181 1.507929 5.637158 -2.037968 -2.093764 4.537713
960 961 962 963 964 965 966
1.194439 1.309713 -1.370516 5.637158 -2.968779 -1.282668 -1.282668
967 968 969 970 971 972 973
-1.834439 1.532130 2.198410 3.698941 2.570850 -1.164520 -2.429521
974 975 976 977 978 979 980
-3.463267 -1.636598 1.507929 -3.463267 1.405965 1.507929 -3.711461
981 982 983 984 985 986 987
1.532130 1.102511 -2.429521 -4.734304 4.537713 -2.968779 -2.429521
988 989 990 991 992 993 994
-1.370516 1.914274 1.697505 -1.073052 1.697505 1.914274 -1.636598
995 996 997 998 999 1000 1001
1.368805 -1.547232 -10.755038 -1.636598 1.141181 1.507929 1.699535
1002 1003 1004 1005 1006 1007 1008
2.827379 -1.282668 2.326852 1.368805 -1.397342 1.054045 -2.968779
1009 1010 1011 1012 1013 1014 1015
1.697505 1.963421 -1.282668 -2.968779 -1.110443 2.198410 1.699535
1016 1017 1018 1019 1020 1021 1022
3.698941 7.078287 1.368805 -1.547232 1.699535 1.368805 -1.753664
1023 1024 1025 1026 1027 1028 1029
1.102511 2.326852 1.532130 2.198410 1.507929 4.537713 -1.485664
1030 1031 1032 1033 1034 1035 1036
1.507929 -1.753664 1.697505 1.914274 -1.215649 1.405965 -2.429521
1037 1038 1039 1040 1041 1042 1043
-1.125513 -1.753664 -3.711461 -1.152106 1.507929 2.570850 -1.753664
1044 1045 1046 1047 1048 1049 1050
-2.879240 1.532130 -2.968779 -1.485664 2.827379 -1.636598 1.267787
1051 1052 1053 1054 1055 1056 1057
-1.370516 3.059037 -2.968779 -1.753664 1.914274 -1.834439 4.466104
1058 1059 1060 1061 1062 1063 1064
2.198410 -1.636598 2.570850 -1.397342 2.827379 1.697505 1.963421
1065 1066 1067 1068 1069 1070 1071
1.368805 1.368805 1.267787 1.194439 -1.547232 -2.968779 -1.834439
1072 1073 1074 1075 1076 1077 1078
-1.753664 -1.834439 -1.125513 1.267787 1.267787 -1.095755 4.537713
1079 1080 1081 1082 1083 1084 1085
-2.037968 -1.370516 2.326852 4.537713 1.074433 -1.164520 1.963421
1086 1087 1088 1089 1090 1091 1092
3.698941 -1.288508 1.963421 -1.209485 2.326852 1.697505 1.267787
1093 1094 1095 1096 1097 1098 1099
-8.083086 1.267787 -2.968779 -2.093764 -2.433682 5.637158 3.059037
1100 1101 1102 1103 1104 1105 1106
3.059037 1.074433 -1.288508 1.368805 3.698941 -3.463267 -2.433682
1107 1108 1109 1110 1111 1112 1113
-1.485664 2.326852 1.914274 2.326852 1.697505 -1.834439 -1.636598
1114 1115 1116 1117 1118 1119 1120
-1.288508 -3.711461 1.532130 1.963421 1.507929 1.914274 1.267787
1121 1122 1123 1124 1125 1126 1127
1.141181 1.368805 1.963421 1.507929 1.699535 1.699535 -1.547232
1128 1129 1130 1131 1132 1133 1134
2.570850 2.326852 1.507929 -1.164520 -1.636598 1.236282 -1.753664
1135 1136 1137 1138 1139 1140 1141
1.141181 2.326852 -1.397342 -2.037968 4.466104 1.699535 -1.636598
1142 1143 1144 1145 1146 1147 1148
-1.164520 -1.636598 2.570850 1.697505 -2.433682 1.267787 -2.093764
1149 1150 1151 1152 1153 1154 1155
-1.636598 -1.834439 1.507929 -1.288508 -1.288508 -1.282668 -4.734304
1156 1157 1158 1159 1160 1161 1162
1.102511 1.141181 -1.834439 1.102511 -3.711461 -1.209485 -1.282668
1163 1164 1165 1166 1167 1168 1169
1.963421 1.405965 1.368805 -1.209485 -2.037968 4.537713 1.963421
1170 1171 1172 1173 1174 1175 1176
-3.711461 2.326852 -1.753664 3.516721 1.137522 1.074433 -3.463267
1177 1178 1179 1180 1181 1182 1183
-4.734304 1.914274 -1.125513 1.699535 1.267787 -2.037968 1.963421
1184 1185 1186 1187 1188 1189 1190
-2.968779 -1.834439 -2.429521 -1.485664 1.697505 -2.093764 2.326852
1191 1192 1193 1194 1195 1196 1197
1.507929 1.180261 -4.228797 1.914274 1.267787 3.059037 -4.734304
1198 1199 1200 1201 1202 1203 1204
2.198410 4.466104 1.309713 1.532130 1.697505 -1.547232 1.507929
1205 1206 1207 1208 1209 1210 1211
-1.753664 1.141181 1.102511 -1.370516 1.102511 3.059037 3.059037
1212 1213 1214 1215 1216 1217 1218
-2.968779 -1.636598 1.074433 2.570850 2.198410 -2.879240 -2.879240
1219 1220 1221 1222 1223 1224 1225
-5.232237 -1.164520 -2.093764 1.267787 2.198410 -2.429521 -1.485664
1226 1227 1228 1229 1230 1231 1232
1.267787 2.570850 -3.463267 1.368805 2.198410 1.914274 -4.734304
1233 1234 1235 1236 1237 1238 1239
-2.093764 -3.711461 1.102511 -1.547232 1.267787 -1.753664 -3.711461
1240 1241 1242 1243 1244 1245 1246
-1.485664 1.699535 1.507929 1.699535 1.368805 -3.463267 -2.037968
1247 1248 1249 1250 1251 1252 1253
1.405965 -2.429521 1.074433 -1.485664 3.059037 -1.485664 2.198410
1254 1255 1256 1257 1258 1259 1260
-2.093764 2.570850 -1.282668 -2.093764 -3.711461 1.963421 -2.429521
1261 1262 1263 1264 1265 1266 1267
1.914274 -1.215649 -1.485664 1.507929 -2.429521 -1.164520 -2.037968
1268 1269 1270 1271 1272 1273 1274
1.507929 1.963421 -1.397342 3.516721 -2.093764 1.405965 -1.547232
1275 1276 1277 1278 1279 1280 1281
1.309713 1.368805 3.059037 1.194439 -1.834439 -2.879240 -1.485664
1282 1283 1284 1285 1286 1287 1288
1.102511 -1.164520 1.697505 1.697505 -1.288508 1.963421 1.074433
1289 1290 1291 1292 1293 1294 1295
-1.164520 -2.093764 -6.142995 -1.164520 1.697505 1.532130 -2.968779
1296 1297 1298 1299 1300 1301 1302
-1.834439 1.532130 1.194439 2.570850 -2.433682 1.267787 -1.164520
1303 1304 1305 1306 1307 1308 1309
1.267787 -1.485664 1.309713 -2.968779 -1.370516 -2.429521 -2.037968
1310 1311 1312 1313 1314 1315 1316
1.194439 1.194439 2.326852 -1.636598 4.537713 -2.093764 -3.711461
1317 1318 1319 1320 1321 1322 1323
1.267787 1.141181 1.405965 1.507929 1.697505 2.570850 -2.037968
1324 1325 1326 1327 1328 1329 1330
1.267787 -2.879240 -1.370516 3.059037 1.914274 1.194439 3.516721
1331 1332 1333 1334 1335 1336 1337
1.532130 -2.037968 -3.711461 2.570850 -2.037968 1.267787 3.698941
1338 1339 1340 1341 1342 1343 1344
1.699535 1.267787 3.698941 3.059037 1.102511 1.699535 -1.397342
1345 1346 1347 1348 1349 1350 1351
1.699535 -1.834439 -2.037968 4.537713 -1.485664 1.914274 2.570850
1352 1353 1354 1355 1356 1357 1358
-2.037968 1.141181 1.309713 -1.547232 1.697505 -2.093764 1.699535
1359 1360 1361 1362 1363 1364 1365
1.309713 1.194439 -1.370516 1.507929 1.699535 4.537713 1.914274
1366 1367 1368 1369 1370 1371 1372
1.507929 1.102511 2.570850 1.507929 1.102511 1.532130 1.507929
1373 1374 1375 1376 1377 1378 1379
1.137522 -1.485664 2.198410 1.914274 1.267787 -1.834439 -2.429521
1380 1381 1382 1383 1384 1385 1386
-1.753664 -1.282668 -2.037968 -2.429521 -1.215649 1.267787 -1.485664
1387 1388 1389 1390 1391 1392 1393
-1.636598 -1.215649 -1.125513 1.267787 1.914274 -2.093764 1.368805
1394 1395 1396 1397 1398 1399 1400
1.309713 1.309713 1.368805 -1.753664 1.697505 -1.834439 -1.209485
1401 1402 1403 1404 1405 1406 1407
1.267787 1.039242 -1.753664 1.267787 -1.636598 2.570850 -2.968779
1408 1409 1410 1411 1412 1413 1414
-2.093764 1.180261 1.267787 -1.288508 1.963421 -1.370516 -1.547232
1415 1416 1417 1418 1419 1420 1421
-1.753664 -10.755038 1.532130 -3.711461 -1.209485 -2.433682 -1.485664
1422 1423 1424 1425 1426 1427 1428
1.914274 2.198410 1.194439 1.507929 1.368805 1.507929 -1.397342
1429 1430 1431 1432 1433 1434 1435
-1.753664 -1.215649 -3.463267 -1.485664 1.699535 1.963421 -1.753664
1436 1437 1438 1439 1440 1441 1442
5.637158 -3.711461 1.054045 1.368805 1.963421 5.637158 -3.711461
1443 1444 1445 1446 1447 1448 1449
-2.433682 1.699535 1.194439 -1.370516 1.309713 2.827379 1.507929
1450 1451 1452 1453 1454 1455 1456
1.405965 -8.083086 -1.834439 -1.636598 2.326852 1.697505 1.532130
1457 1458 1459 1460 1461 1462 1463
-3.711461 -1.485664 1.914274 -1.288508 1.963421 -2.433682 3.059037
1464 1465 1466 1467 1468 1469 1470
3.698941 1.267787 1.914274 1.914274 -2.093764 -2.968779 5.637158
1471 1472 1473 1474 1475 1476 1477
-2.037968 1.236282 -1.209485 1.267787 -1.636598 -1.397342 -3.711461
1478 1479 1480 1481 1482 1483 1484
-1.125513 1.194439 1.368805 2.570850 -6.142995 2.570850 1.054045
1485 1486 1487 1488 1489 1490 1491
2.198410 -2.093764 -1.397342 1.405965 2.198410 -2.968779 1.507929
1492 1493 1494 1495 1496 1497 1498
-1.485664 -2.093764 1.368805 -2.429521 -1.636598 -1.834439 1.267787
1499 1500 1501 1502 1503 1504 1505
1.507929 -2.429521 1.368805 -2.093764 1.102511 5.637158 1.267787
1506 1507 1508 1509 1510 1511 1512
-2.968779 -1.282668 -2.093764 -1.215649 -2.093764 -1.370516 -1.834439
1513 1514 1515 1516 1517 1518 1519
2.570850 -1.370516 1.699535 2.326852 -2.429521 1.963421 -1.164520
1520 1521 1522 1523 1524 1525 1526
1.368805 -1.834439 1.532130 1.963421 1.267787 -2.093764 1.507929
1527 1528 1529 1530 1531 1532 1533
-1.288508 1.507929 -2.429521 1.507929 2.326852 1.309713 1.368805
1534 1535 1536 1537 1538 1539 1540
-1.834439 -1.485664 1.074433 -1.370516 1.963421 1.507929 1.699535
1541 1542 1543 1544 1545 1546 1547
1.194439 -2.968779 -1.288508 -1.636598 1.194439 1.194439 -1.485664
1548 1549 1550 1551 1552 1553 1554
1.507929 -2.968779 -1.164520 3.698941 -1.282668 -1.397342 2.570850
1555 1556 1557 1558 1559 1560 1561
-1.834439 -1.485664 1.697505 4.537713 1.532130 2.827379 -1.152106
1562 1563 1564 1565 1566 1567 1568
1.697505 -14.434929 1.697505 1.532130 1.507929 1.963421 -14.434929
1569 1570 1571 1572 1573 1574 1575
7.078287 -1.834439 1.267787 1.532130 1.368805 -1.834439 -1.636598
1576 1577 1578 1579 1580 1581 1582
1.697505 -1.485664 -2.433682 1.697505 -6.142995 -1.288508 -1.636598
1583 1584 1585 1586 1587 1588 1589
1.236282 7.078287 1.141181 1.405965 -2.433682 -1.397342 -1.215649
1590 1591 1592 1593 1594 1595 1596
1.368805 1.368805 -1.547232 1.697505 -1.370516 -2.433682 -2.093764
1597 1598 1599 1600 1601 1602 1603
-4.734304 -1.370516 1.267787 -2.093764 1.697505 1.039242 -1.110443
1604 1605 1606 1607 1608 1609 1610
-1.636598 1.507929 1.368805 2.570850 -1.636598 -1.397342 1.914274
1611 1612 1613 1614 1615 1616 1617
1.699535 -1.636598 1.368805 4.466104 1.141181 -2.429521 1.914274
1618 1619 1620 1621 1622 1623 1624
-1.370516 -1.834439 -1.215649 -2.433682 1.267787 1.699535 1.914274
1625 1626 1627 1628 1629 1630 1631
-1.547232 5.773621 1.507929 1.368805 1.141181 -3.711461 1.699535
1632 1633 1634 1635 1636 1637 1638
-1.753664 1.914274 -2.968779 -1.370516 -3.711461 1.368805 -3.711461
1639 1640 1641 1642 1643 1644 1645
-1.485664 1.914274 1.141181 -2.968779 2.326852 1.507929 -2.093764
1646 1647 1648 1649 1650 1651 1652
1.267787 3.516721 -3.711461 -2.037968 1.963421 3.059037 1.267787
1653 1654 1655 1656 1657 1658 1659
-1.485664 -2.093764 2.198410 1.699535 -1.370516 2.198410 -1.215649
1660 1661 1662 1663 1664 1665 1666
-4.734304 -2.879240 1.267787 1.074433 -2.093764 3.516721 1.914274
1667 1668 1669 1670 1671 1672 1673
1.697505 1.194439 -1.095755 1.507929 -1.485664 3.059037 -2.037968
1674 1675 1676 1677 1678 1679 1680
5.773621 -1.753664 -2.037968 -3.711461 -2.093764 1.914274 1.368805
1681 1682 1683 1684 1685 1686 1687
-1.753664 -1.397342 -2.429521 1.368805 1.963421 -1.753664 3.698941
1688 1689 1690 1691 1692 1693 1694
-1.370516 4.537713 1.405965 -1.636598 1.699535 1.963421 -1.288508
1695 1696 1697 1698 1699 1700 1701
1.532130 -1.485664 2.570850 1.532130 -1.834439 2.198410 -1.125513
1702 1703 1704 1705 1706 1707 1708
-1.095755 1.699535 -2.037968 -1.636598 -1.370516 1.405965 1.507929
1709 1710 1711 1712 1713 1714 1715
-10.755038 -2.429521 -1.215649 2.827379 -1.370516 -2.429521 -1.485664
1716 1717 1718 1719 1720 1721 1722
-1.834439 1.074433 -2.037968 -1.282668 -1.370516 1.507929 -1.282668
1723 1724 1725 1726 1727 1728 1729
-3.711461 -1.636598 1.914274 1.532130 1.697505 -1.282668 1.697505
1730 1731 1732 1733 1734 1735 1736
-1.215649 -1.636598 2.198410 1.194439 1.699535 1.507929 -2.093764
1737 1738 1739 1740 1741 1742 1743
-1.164520 -2.879240 -1.370516 1.914274 -2.433682 -1.397342 -1.834439
1744 1745 1746 1747 1748 1749 1750
1.039242 1.914274 -1.636598 -1.370516 -1.485664 1.194439 -1.164520
1751 1752 1753 1754 1755 1756 1757
-1.753664 1.368805 -1.370516 1.054045 3.059037 1.532130 -2.037968
1758 1759 1760 1761 1762 1763 1764
-1.370516 -1.485664 1.405965 1.194439 -1.288508 -1.485664 1.963421
1765 1766 1767 1768 1769 1770 1771
1.697505 1.180261 1.054045 1.507929 -2.093764 1.194439 -1.547232
1772 1773 1774 1775 1776 1777 1778
-1.397342 1.267787 1.697505 -1.152106 1.141181 -2.968779 2.198410
1779 1780 1781 1782 1783 1784 1785
-1.282668 2.570850 1.309713 -1.397342 3.698941 1.914274 -1.209485
1786 1787 1788 1789 1790 1791 1792
-1.164520 -1.636598 1.532130 1.267787 1.267787 -1.753664 1.697505
1793 1794 1795 1796 1797 1798 1799
-4.734304 1.697505 1.074433 1.532130 2.570850 1.267787 1.697505
1800 1801 1802 1803 1804 1805 1806
1.699535 -1.485664 -2.433682 1.309713 -1.485664 -2.429521 -2.429521
1807 1808 1809 1810 1811 1812 1813
2.827379 1.963421 -1.834439 -2.429521 -1.753664 1.141181 -1.485664
1814 1815 1816 1817 1818 1819 1820
1.914274 -1.209485 -1.636598 1.194439 -1.282668 1.507929 4.537713
1821 1822 1823 1824 1825 1826 1827
2.570850 1.102511 2.198410 3.059037 -1.282668 -1.370516 1.368805
1828 1829 1830 1831 1832 1833 1834
-4.228797 7.078287 -1.164520 -2.429521 1.914274 1.507929 -1.636598
1835 1836 1837 1838 1839 1840 1841
-1.282668 -1.397342 1.914274 -1.547232 -1.834439 -2.093764 -2.037968
1842 1843 1844 1845 1846 1847 1848
1.368805 1.309713 -1.636598 1.963421 1.309713 1.507929 -1.164520
1849 1850 1851 1852 1853 1854 1855
-2.968779 -1.215649 -2.037968 -1.370516 -1.370516 1.507929 -2.433682
1856 1857 1858 1859 1860 1861 1862
1.194439 -1.282668 -1.485664 -2.429521 2.198410 -1.834439 -1.547232
1863 1864 1865 1866 1867 1868 1869
-1.209485 -1.282668 3.059037 1.267787 1.267787 2.198410 -1.370516
1870 1871 1872 1873 1874 1875 1876
-2.433682 -2.879240 -2.429521 1.194439 -2.968779 1.532130 2.570850
1877 1878 1879 1880 1881 1882 1883
2.827379 1.532130 1.507929 1.267787 1.141181 -2.429521 -1.636598
1884 1885 1886 1887 1888 1889 1890
-1.397342 1.405965 -2.879240 1.368805 2.198410 -2.879240 2.326852
1891 1892 1893 1894 1895 1896 1897
-1.164520 1.963421 -1.215649 1.914274 2.326852 -2.037968 1.699535
1898 1899 1900 1901 1902 1903 1904
-2.429521 1.194439 -2.429521 -1.834439 -2.433682 1.507929 -1.485664
1905 1906 1907 1908 1909 1910 1911
1.368805 -3.463267 -1.397342 1.368805 1.368805 -1.485664 1.368805
1912 1913 1914 1915 1916 1917 1918
1.507929 -1.485664 1.194439 2.570850 -2.037968 1.405965 1.267787
1919 1920 1921 1922 1923 1924 1925
-1.485664 1.368805 -1.636598 2.570850 -1.215649 -1.164520 1.102511
1926 1927 1928 1929 1930 1931 1932
-1.370516 1.699535 2.827379 1.532130 2.326852 -1.288508 1.914274
1933 1934 1935 1936 1937 1938 1939
1.507929 -1.370516 -2.037968 -2.093764 1.194439 3.698941 -1.288508
1940 1941 1942 1943 1944 1945 1946
1.699535 2.198410 1.914274 1.507929 -1.282668 -1.834439 1.141181
1947 1948 1949 1950 1951 1952 1953
-2.433682 1.368805 1.368805 -1.485664 1.532130 1.137522 3.516721
1954 1955 1956 1957 1958 1959 1960
1.405965 -2.037968 -1.753664 1.507929 3.059037 1.368805 1.368805
1961 1962 1963 1964 1965 1966 1967
-1.547232 1.194439 -2.093764 1.697505 -2.429521 2.827379 1.532130
1968 1969 1970 1971 1972 1973 1974
1.405965 -1.834439 1.194439 1.697505 -2.429521 1.699535 -1.215649
1975 1976 1977 1978 1979 1980 1981
-2.429521 1.368805 -2.037968 -1.753664 -1.485664 -1.125513 -1.547232
1982 1983 1984 1985 1986 1987 1988
1.507929 -2.093764 2.827379 -1.370516 2.827379 2.198410 1.368805
1989 1990 1991 1992 1993 1994 1995
3.516721 1.236282 3.059037 1.507929 -1.397342 1.368805 1.236282
1996 1997 1998 1999 2000
-2.093764 -1.834439 1.368805 1.368805 1.405965
attr(,"label")
[1] "Residuals"
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