ex1Old.Rout-N-save
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> #### OOps! Running this in 'CMD check' or in *R* __for the first time__
> #### ===== gives a wrong result (at the end) than when run a 2nd time
> ####-- problem disappears with introduction of if (psw) call ... in Fortran
>
> library(cobs)
> options(digits = 6)
> postscript("ex1Old.ps")
>
> cobs <- cobsOld
> ###############
>
> summaryCobs <- function(x, ...)
+ {
+ ## Purpose: something like print(summary( cobs.result ))
+ ## ----------------------------------------------------------------------
+ ## Arguments: x: result of cobs()
+ ## ----------------------------------------------------------------------
+ ## Author: Martin Maechler, Date: 15 Feb 2002, 16:55
+ str(x, ...)
+ print(as.data.frame(x[c("cb.lo", "ci.lo", "fit", "ci.up", "cb.up")]), ...)
+ cat("knots :\n"); print(x$knots, ...)
+ cat("coef :\n"); print(x$coef, ...)
+ if(!is.null(x$sic)) {
+ print(cbind(lambda = x$pp.lambda, SIC = x$sic), ...)
+ }
+ }
>
>
> ## Simple example from example(cobs)
> set.seed(908)
> x <- seq(-1,1, len = 50)
> f.true <- pnorm(2*x)
> y <- f.true + rnorm(50)/10
> ## specify constraints (boundary conditions)
> con <- rbind(c( 1,min(x),0),
+ c(-1,max(x),1),
+ c( 0, 0, 0.5))
> ## obtain the median regression B-spline using automatically selected knots
> coR <- cobs(x,y,constraint = "increase", pointwise = con)
Performing general knot selection ...
N[rq,L1]= (50, 0); ([ei]qc= 1,4, vars=3) _fixed_ (tau,lam)= (0.5, 1):
N[rq,L1]= (50, 0); ([ei]qc= 1,5, vars=4) _fixed_ (tau,lam)= (0.5, 1):
N[rq,L1]= (50, 0); ([ei]qc= 1,6, vars=5) _fixed_ (tau,lam)= (0.5, 1):
N[rq,L1]= (50, 0); ([ei]qc= 1,7, vars=6) _fixed_ (tau,lam)= (0.5, 1):
N[rq,L1]= (50, 0); ([ei]qc= 1,8, vars=7) _fixed_ (tau,lam)= (0.5, 1):
Deleting unnecessary knots ...
N[rq,L1]= (50, 0); ([ei]qc= 1,5, vars=4) _fixed_ (tau,lam)= (0.5, 1):
N[rq,L1]= (50, 0); ([ei]qc= 1,5, vars=4) _fixed_ (tau,lam)= (0.5, 1):
N[rq,L1]= (50, 0); ([ei]qc= 1,4, vars=3) _fixed_ (tau,lam)= (0.5, 1):
Computing the final fit ...
N[rq,L1]= (50, 0); ([ei]qc= 1,5, vars=4) _fixed_ (tau,lam)= (0.5, 1):
> summaryCobs(coR)
List of 15
$ coef : num [1:4] -7.11e-07 1.40e-01 1.00e+00 1.00e+00
$ fit : num [1:100] -6.82e-07 4.89e-03 1.00e-02 1.53e-02 2.09e-02 ...
$ resid : num [1:50] -0.1080 -0.0241 0.1721 0.0717 -0.0195 ...
$ z : num [1:100] -1.00 -0.98 -0.96 -0.94 -0.92 ...
$ knots : num [1:3] -1.000 0.184 1.000
$ ifl : int 1
$ icyc : Named int [1:2] 6 6
..- attr(*, "names")= chr [1:2] "icyc" "tot.cyc"
$ k : num 4
$ lambda : num 0
$ pp.lambda: NULL
$ sic : NULL
$ cb.lo : num [1:100] -0.1347 -0.1252 -0.1157 -0.1062 -0.0968 ...
$ cb.up : num [1:100] 0.135 0.135 0.136 0.137 0.138 ...
$ ci.lo : num [1:100] -0.0810 -0.0734 -0.0656 -0.0578 -0.0499 ...
$ ci.up : num [1:100] 0.0810 0.0832 0.0856 0.0885 0.0917 ...
cb.lo ci.lo fit ci.up cb.up
1 -0.13465792 -0.08104422 -6.82296e-07 0.0810429 0.134657
2 -0.12516510 -0.07338317 4.89142e-03 0.0831660 0.134948
3 -0.11568695 -0.06564542 9.99833e-03 0.0856421 0.135684
4 -0.10622510 -0.05783197 1.53200e-02 0.0884720 0.136865
5 -0.09678076 -0.04994353 2.08565e-02 0.0916566 0.138494
6 -0.08735452 -0.04198047 2.66079e-02 0.0951962 0.140570
7 -0.07794633 -0.03394274 3.25740e-02 0.0990907 0.143094
8 -0.06855531 -0.02582982 3.87549e-02 0.1033396 0.146065
9 -0.05917968 -0.01764064 4.51506e-02 0.1079418 0.149481
10 -0.04981663 -0.00937351 5.17611e-02 0.1128957 0.153339
11 -0.04046225 -0.00102608 5.85864e-02 0.1181989 0.157635
12 -0.03111148 0.00740470 6.56265e-02 0.1238483 0.162365
13 -0.02175801 0.01592263 7.28814e-02 0.1298402 0.167521
14 -0.01239434 0.02453223 8.03512e-02 0.1361701 0.173097
15 -0.00301179 0.03323871 8.80357e-02 0.1428326 0.179083
16 0.00639947 0.04204798 9.59350e-02 0.1498220 0.185471
17 0.01585023 0.05096656 1.04049e-01 0.1571316 0.192248
18 0.02535220 0.06000148 1.12378e-01 0.1647546 0.199404
19 0.03491778 0.06916021 1.20922e-01 0.1726833 0.206926
20 0.04455992 0.07845054 1.29680e-01 0.1809100 0.214801
21 0.05429190 0.08788045 1.38654e-01 0.1894267 0.223015
22 0.06412716 0.09745806 1.47842e-01 0.1982253 0.231556
23 0.07407912 0.10719141 1.57245e-01 0.2072978 0.240410
24 0.08416097 0.11708848 1.66862e-01 0.2166362 0.249564
25 0.09438559 0.12715698 1.76695e-01 0.2262327 0.259004
26 0.10476534 0.13740438 1.86742e-01 0.2360800 0.268719
27 0.11531199 0.14783774 1.97004e-01 0.2461709 0.278697
28 0.12603661 0.15846375 2.07481e-01 0.2564987 0.288926
29 0.13694954 0.16928860 2.18173e-01 0.2670573 0.299396
30 0.14806026 0.18031802 2.29079e-01 0.2778410 0.310099
31 0.15937745 0.19155723 2.40201e-01 0.2888444 0.321024
32 0.17090888 0.20301090 2.51537e-01 0.3000630 0.332165
33 0.18266144 0.21468318 2.63088e-01 0.3114926 0.343514
34 0.19464114 0.22657769 2.74854e-01 0.3231295 0.355066
35 0.20685305 0.23869747 2.86834e-01 0.3349708 0.366815
36 0.21930137 0.25104506 2.99029e-01 0.3470139 0.378758
37 0.23198936 0.26362243 3.11440e-01 0.3592568 0.390890
38 0.24491939 0.27643098 3.24065e-01 0.3716981 0.403210
39 0.25809289 0.28947160 3.36904e-01 0.3843369 0.415716
40 0.27151037 0.30274457 3.49959e-01 0.3971730 0.428407
41 0.28517137 0.31624963 3.63228e-01 0.4102066 0.441285
42 0.29907446 0.32998591 3.76712e-01 0.4234386 0.454350
43 0.31321719 0.34395195 3.90411e-01 0.4368705 0.467605
44 0.32759610 0.35814565 4.04325e-01 0.4505042 0.481054
45 0.34220660 0.37256425 4.18453e-01 0.4643427 0.494700
46 0.35704301 0.38720435 4.32797e-01 0.4783893 0.508551
47 0.37209845 0.40206179 4.47355e-01 0.4926481 0.522611
48 0.38736483 0.41713170 4.62128e-01 0.5071241 0.536891
49 0.40283279 0.43240846 4.77116e-01 0.5218228 0.551398
50 0.41849170 0.44788567 4.92318e-01 0.5367507 0.566145
51 0.43432960 0.46355612 5.07736e-01 0.5519149 0.581141
52 0.45033324 0.47941186 5.23368e-01 0.5673235 0.596402
53 0.46648813 0.49544414 5.39215e-01 0.5829851 0.611941
54 0.48277859 0.51164354 5.55276e-01 0.5989092 0.627774
55 0.49918791 0.52799999 5.71553e-01 0.6151058 0.643918
56 0.51569849 0.54450291 5.88044e-01 0.6315856 0.660390
57 0.53229217 0.56114137 6.04750e-01 0.6483594 0.677209
58 0.54895046 0.57790423 6.21671e-01 0.6654384 0.694392
59 0.56565492 0.59478041 6.38807e-01 0.6828338 0.711959
60 0.58233981 0.61170895 6.56104e-01 0.7004989 0.729868
61 0.59857867 0.62824284 6.73084e-01 0.7179247 0.747589
62 0.61429839 0.64429314 6.89634e-01 0.7349744 0.764969
63 0.62952596 0.65987608 7.05754e-01 0.7516317 0.781982
64 0.64428503 0.67500590 7.21444e-01 0.7678824 0.798603
65 0.65859593 0.68969483 7.36705e-01 0.7837143 0.814813
66 0.67247576 0.70395318 7.51535e-01 0.7991170 0.830594
67 0.68593864 0.71778943 7.65936e-01 0.8140820 0.845933
68 0.69899580 0.73121035 7.79906e-01 0.8286026 0.860817
69 0.71165582 0.74422109 7.93447e-01 0.8426737 0.875239
70 0.72392479 0.75682533 8.06558e-01 0.8562915 0.889192
71 0.73580648 0.76902533 8.19240e-01 0.8694539 0.902673
72 0.74730245 0.78082204 8.31491e-01 0.8821598 0.915679
73 0.75841220 0.79221514 8.43312e-01 0.8944095 0.928212
74 0.76913319 0.80320312 8.54704e-01 0.9062047 0.940275
75 0.77946101 0.81378331 8.65666e-01 0.9175478 0.951870
76 0.78938934 0.82395191 8.76197e-01 0.9284429 0.963005
77 0.79891004 0.83370404 8.86299e-01 0.9388946 0.973689
78 0.80801320 0.84303371 8.95971e-01 0.9489091 0.983930
79 0.81668716 0.85193392 9.05214e-01 0.9584933 0.993740
80 0.82491854 0.86039661 9.14026e-01 0.9676553 1.003133
81 0.83269236 0.86841276 9.22408e-01 0.9764041 1.012124
82 0.83999206 0.87597241 9.30361e-01 0.9847496 1.020730
83 0.84679967 0.88306474 9.37884e-01 0.9927027 1.028968
84 0.85309596 0.88967818 9.44977e-01 1.0002750 1.036857
85 0.85886059 0.89580050 9.51640e-01 1.0074787 1.044419
86 0.86407244 0.90141896 9.57873e-01 1.0143265 1.051673
87 0.86870981 0.90652053 9.63676e-01 1.0208314 1.058642
88 0.87275083 0.91109202 9.69049e-01 1.0270066 1.065348
89 0.87617375 0.91512036 9.73993e-01 1.0328653 1.071812
90 0.87895737 0.91859279 9.78506e-01 1.0384202 1.078056
91 0.88108139 0.92149708 9.82590e-01 1.0436834 1.084099
92 0.88252678 0.92382179 9.86244e-01 1.0486665 1.089962
93 0.88327606 0.92555639 9.89468e-01 1.0533799 1.095660
94 0.88331359 0.92669147 9.92262e-01 1.0578332 1.101211
95 0.88262572 0.92721881 9.94627e-01 1.0620344 1.106628
96 0.88120092 0.92713149 9.96561e-01 1.0659906 1.111921
97 0.87902978 0.92642381 9.98066e-01 1.0697073 1.117101
98 0.87610494 0.92509138 9.99140e-01 1.0731891 1.122176
99 0.87242104 0.92313095 9.99785e-01 1.0764392 1.127149
100 0.86797447 0.92054036 1.00000e+00 1.0794596 1.132026
knots :
[1] -1.000003 0.183673 1.000003
coef :
[1] -7.10529e-07 1.40172e-01 1.00000e+00 1.00000e+00
>
> ## compute the median smoothing B-spline using automatically chosen lambda
> coS <- cobs(x,y,constraint = "increase", pointwise = con,
+ lambda = -1, lstart = 7872)
Searching for optimal lambda. This may take a while.
While you are waiting, here is something you can consider
to speed up the process:
(a) Use a smaller number of knots;
(b) Increase `factor' to 2 or 3;
(c) Set lambda==0 to exclude the penalty term.
N[rq,L1]= (50, 1); ([ei]qc= 1,60, vars=22)
LAMBDA will be updated; (tau,lam)= (0.5, -1):
> summaryCobs(coS)
List of 15
$ coef : num [1:22] -1.04e-07 4.25e-03 2.30e-02 5.39e-02 9.30e-02 ...
$ fit : num [1:100] -9.17e-08 2.30e-03 5.00e-03 8.10e-03 1.16e-02 ...
$ resid : num [1:50] -0.10795 -0.01908 0.18141 0.08462 -0.00386 ...
$ z : num [1:100] -1.00 -0.98 -0.96 -0.94 -0.92 ...
$ knots : num [1:20] -1.000 -0.918 -0.796 -0.714 -0.592 ...
$ ifl : num 1
$ icyc : Named int [1:2] 9 1274
..- attr(*, "names")= chr [1:2] "icyc" "tot.cyc"
$ k : num 4
$ lambda : num 0.352
$ pp.lambda: num [1:61] 7872.00 5.46 2.33 2.32 2.30 ...
$ sic : num [1:61] -2.22 -2.18 -2.18 -2.18 -2.15 ...
$ cb.lo : num [1:100] -0.0900 -0.0864 -0.0825 -0.0782 -0.0735 ...
$ cb.up : num [1:100] 0.0900 0.0910 0.0925 0.0944 0.0967 ...
$ ci.lo : num [1:100] -0.0542 -0.0511 -0.0477 -0.0438 -0.0396 ...
$ ci.up : num [1:100] 0.0542 0.0557 0.0577 0.0601 0.0628 ...
cb.lo ci.lo fit ci.up cb.up
1 -0.08997610 -0.05415220 -9.17084e-08 0.0541520 0.0899759
2 -0.08642766 -0.05109981 2.30247e-03 0.0557047 0.0910326
3 -0.08250687 -0.04766475 5.00328e-03 0.0576713 0.0925134
4 -0.07821367 -0.04384700 8.10233e-03 0.0600517 0.0944183
5 -0.07354849 -0.03964681 1.15996e-02 0.0628461 0.0967478
6 -0.06851198 -0.03506457 1.54952e-02 0.0660549 0.0995023
7 -0.06310339 -0.03009984 1.97890e-02 0.0696778 0.1026814
8 -0.05732175 -0.02475202 2.44810e-02 0.0737141 0.1062838
9 -0.05116651 -0.01902079 2.95713e-02 0.0781634 0.1103091
10 -0.04463763 -0.01290612 3.50598e-02 0.0830258 0.1147573
11 -0.03773556 -0.00640829 4.09466e-02 0.0883016 0.1196288
12 -0.03046145 0.00047202 4.72317e-02 0.0939913 0.1249248
13 -0.02281570 0.00773456 5.39149e-02 0.1000953 0.1306456
14 -0.01479823 0.01537939 6.09965e-02 0.1066135 0.1367912
15 -0.00640946 0.02340624 6.84762e-02 0.1135462 0.1433619
16 0.00235038 0.03181498 7.63542e-02 0.1208935 0.1503581
17 0.01148288 0.04060657 8.46305e-02 0.1286545 0.1577781
18 0.02098913 0.04978166 9.33050e-02 0.1368284 0.1656209
19 0.03086970 0.05934060 1.02378e-01 0.1454150 0.1738859
20 0.04112460 0.06928340 1.11849e-01 0.1544142 0.1825730
21 0.05175329 0.07960971 1.21718e-01 0.1638264 0.1916828
22 0.06275414 0.09031858 1.31986e-01 0.1736525 0.2012169
23 0.07412584 0.10140921 1.42651e-01 0.1838934 0.2111767
24 0.08586853 0.11288167 1.53715e-01 0.1945489 0.2215620
25 0.09798179 0.12473573 1.65178e-01 0.2056193 0.2323732
26 0.11046561 0.13697136 1.77038e-01 0.2171046 0.2436104
27 0.12332247 0.14959008 1.89297e-01 0.2290034 0.2552710
28 0.13655362 0.16259262 2.01954e-01 0.2413148 0.2673538
29 0.15015965 0.17597935 2.15009e-01 0.2540385 0.2798582
30 0.16414056 0.18975027 2.28462e-01 0.2671745 0.2927842
31 0.17849571 0.20390497 2.42314e-01 0.2807233 0.3061325
32 0.19315768 0.21837649 2.56498e-01 0.2946190 0.3198378
33 0.20793065 0.23296881 2.70817e-01 0.3086652 0.3337033
34 0.22280297 0.24766977 2.85259e-01 0.3228481 0.3477149
35 0.23777529 0.26247977 2.99824e-01 0.3371673 0.3618718
36 0.25284762 0.27739881 3.14511e-01 0.3516229 0.3761741
37 0.26801934 0.29242651 3.29321e-01 0.3662152 0.3906224
38 0.28318428 0.30745747 3.44149e-01 0.3808412 0.4051144
39 0.29795803 0.32210844 3.58615e-01 0.3951209 0.4192713
40 0.31230565 0.33634437 3.72682e-01 0.4090192 0.4330579
41 0.32622691 0.35016514 3.86351e-01 0.4225361 0.4464744
42 0.33972178 0.36357072 3.99621e-01 0.4356718 0.4595207
43 0.35279374 0.37656321 4.12494e-01 0.4484240 0.4721935
44 0.36544440 0.38914359 4.24968e-01 0.4607919 0.4844911
45 0.37767444 0.40131224 4.37044e-01 0.4727750 0.4964128
46 0.38948384 0.41306918 4.48721e-01 0.4843733 0.5079587
47 0.40087193 0.42441399 4.60001e-01 0.4955873 0.5191293
48 0.41194895 0.43545766 4.70994e-01 0.5065301 0.5300388
49 0.42330803 0.44679471 4.82298e-01 0.5178006 0.5412873
50 0.43503705 0.45851297 4.94000e-01 0.5294863 0.5529623
51 0.44713596 0.47061242 5.06100e-01 0.5415874 0.5650639
52 0.45960464 0.48309298 5.18598e-01 0.5541038 0.5775922
53 0.47244660 0.49595675 5.31495e-01 0.5670336 0.5905437
54 0.48566367 0.50920484 5.44790e-01 0.5803755 0.6039166
55 0.49925649 0.52283765 5.58483e-01 0.5941291 0.6177103
56 0.51322505 0.53685515 5.72575e-01 0.6082946 0.6319247
57 0.52756863 0.55125693 5.87065e-01 0.6228723 0.6465606
58 0.54228556 0.56604196 6.01953e-01 0.6378632 0.6616196
59 0.55737231 0.58120813 6.17239e-01 0.6532695 0.6771053
60 0.57282892 0.59675546 6.32923e-01 0.6690911 0.6930177
61 0.58865554 0.61268405 6.49006e-01 0.6853280 0.7093565
62 0.60479211 0.62893390 6.65427e-01 0.7019203 0.7260621
63 0.62065424 0.64491945 6.81599e-01 0.7182790 0.7425442
64 0.63609458 0.66049259 6.97373e-01 0.7342536 0.7586516
65 0.65111372 0.67565366 7.12749e-01 0.7498438 0.7743837
66 0.66571164 0.69040266 7.27726e-01 0.7650495 0.7897406
67 0.67988764 0.70473917 7.42305e-01 0.7798713 0.8047228
68 0.69364044 0.71866241 7.56486e-01 0.7943098 0.8193318
69 0.70696957 0.73217210 7.70269e-01 0.8083654 0.8335679
70 0.71987611 0.74526889 7.83653e-01 0.8220374 0.8474302
71 0.73236069 0.75795317 7.96639e-01 0.8353254 0.8609179
72 0.74442331 0.77022493 8.09227e-01 0.8482294 0.8740310
73 0.75606333 0.78208379 8.21417e-01 0.8607499 0.8867703
74 0.76727946 0.79352896 8.33208e-01 0.8728875 0.8991370
75 0.77806906 0.80455887 8.44601e-01 0.8846439 0.9111337
76 0.78843215 0.81517351 8.55596e-01 0.8960191 0.9227604
77 0.79836911 0.82537313 8.66193e-01 0.9070128 0.9340168
78 0.80787978 0.83515763 8.76391e-01 0.9176251 0.9449030
79 0.81696563 0.84452788 8.86192e-01 0.9278552 0.9554174
80 0.82562829 0.85348488 8.95593e-01 0.9377020 0.9655586
81 0.83386831 0.86202895 9.04597e-01 0.9471653 0.9753259
82 0.84168568 0.87016008 9.13203e-01 0.9562450 0.9847194
83 0.84907978 0.87787791 9.21410e-01 0.9649416 0.9937397
84 0.85604949 0.88518176 9.29219e-01 0.9732556 1.0023879
85 0.86259310 0.89207060 9.36629e-01 0.9811881 1.0106656
86 0.86871079 0.89854453 9.43642e-01 0.9887391 1.0185728
87 0.87440300 0.90460383 9.50256e-01 0.9959082 1.0261090
88 0.87966962 0.91024842 9.56472e-01 1.0026955 1.0332743
89 0.88451114 0.91547860 9.62290e-01 1.0091007 1.0400681
90 0.88892870 0.92029507 9.67709e-01 1.0151231 1.0464895
91 0.89292280 0.92469811 9.72730e-01 1.0207625 1.0525378
92 0.89649335 0.92868768 9.77353e-01 1.0260188 1.0582132
93 0.89963982 0.93226345 9.81578e-01 1.0308925 1.0635161
94 0.90236119 0.93542481 9.85404e-01 1.0353841 1.0684477
95 0.90465693 0.93817145 9.88833e-01 1.0394939 1.0730084
96 0.90652788 0.94050387 9.91863e-01 1.0432214 1.0771974
97 0.90797452 0.94242234 9.94494e-01 1.0465664 1.0810142
98 0.90899680 0.94392686 9.96728e-01 1.0495288 1.0844589
99 0.90959425 0.94501714 9.98563e-01 1.0521090 1.0875319
100 0.90976596 0.94569261 1.00000e+00 1.0543075 1.0902341
knots :
[1] -1.0000010 -0.9183673 -0.7959184 -0.7142857 -0.5918367 -0.5102041
[7] -0.3877551 -0.2653061 -0.1836735 -0.0612245 0.0204082 0.1428571
[13] 0.2244898 0.3469388 0.4693878 0.5510204 0.6734694 0.7551020
[19] 0.8775510 1.0000010
coef :
[1] -1.04120e-07 4.24974e-03 2.30027e-02 5.39481e-02 9.30217e-02
[6] 1.44288e-01 2.03682e-01 2.89586e-01 3.64930e-01 4.32144e-01
[11] 4.87167e-01 5.50317e-01 6.25660e-01 7.09132e-01 7.94667e-01
[16] 8.53753e-01 9.04711e-01 9.43477e-01 9.74114e-01 9.96249e-01
[21] 1.00000e+00 9.75802e-01
lambda SIC
[1,] 7.87200e+03 -2.21969
[2,] 5.46064e+00 -2.18057
[3,] 2.32535e+00 -2.18057
[4,] 2.32072e+00 -2.18057
[5,] 2.30400e+00 -2.15445
[6,] 2.21972e+00 -2.15445
[7,] 2.21600e+00 -2.15445
[8,] 2.13138e+00 -2.16115
[9,] 1.88757e+00 -2.21154
[10,] 1.66141e+00 -2.29999
[11,] 1.55739e+00 -2.30305
[12,] 1.41624e+00 -2.34173
[13,] 1.16762e+00 -2.35445
[14,] 1.06027e+00 -2.35943
[15,] 8.27539e-01 -2.35943
[16,] 8.13243e-01 -2.36145
[17,] 7.24233e-01 -2.37605
[18,] 6.32081e-01 -2.37605
[19,] 6.31288e-01 -2.39142
[20,] 6.25400e-01 -2.39728
[21,] 6.11903e-01 -2.40713
[22,] 4.63673e-01 -2.40806
[23,] 3.66160e-01 -2.37415
[24,] 3.61513e-01 -2.37696
[25,] 3.51770e-01 -2.41619
[26,] 3.36334e-01 -2.38706
[27,] 3.22082e-01 -2.35305
[28,] 2.73977e-01 -2.36245
[29,] 2.68749e-01 -2.33772
[30,] 1.93486e-01 -2.33772
[31,] 1.65585e-01 -2.34686
[32,] 1.28074e-01 -2.34686
[33,] 1.24329e-01 -2.30924
[34,] 1.16829e-01 -2.27610
[35,] 9.00873e-02 -2.23761
[36,] 7.51277e-02 -2.25415
[37,] 7.40383e-02 -2.25659
[38,] 7.04440e-02 -2.26193
[39,] 5.85751e-02 -2.26396
[40,] 4.80565e-02 -2.30458
[41,] 4.06270e-02 -2.27431
[42,] 4.00143e-02 -2.24024
[43,] 3.70310e-02 -2.20241
[44,] 3.32533e-02 -2.20979
[45,] 3.10426e-02 -2.20979
[46,] 3.06161e-02 -2.17578
[47,] 2.82092e-02 -2.17766
[48,] 2.69037e-02 -2.18125
[49,] 2.59043e-02 -2.15095
[50,] 2.07721e-02 -2.15190
[51,] 2.06979e-02 -2.11315
[52,] 2.03230e-02 -2.11398
[53,] 1.80693e-02 -2.11881
[54,] 1.58609e-02 -2.08140
[55,] 1.47006e-02 -2.04537
[56,] 1.24575e-02 -2.01479
[57,] 8.62573e-03 -2.01896
[58,] 8.30925e-03 -2.05808
[59,] 7.66616e-03 -2.01896
[60,] 2.30578e-03 -1.95160
[61,] 1.59017e-03 -1.95160
>
> ##-- real data example (still n = 50)
> data(cars)
> attach(cars)
> summaryCobs(co1 <- cobs(speed, dist, "increase"))
Performing general knot selection ...
N[rq,L1]= (50, 0); ([ei]qc= 0,2, vars=3) _fixed_ (tau,lam)= (0.5, 1):
N[rq,L1]= (50, 0); ([ei]qc= 0,3, vars=4) _fixed_ (tau,lam)= (0.5, 1):
N[rq,L1]= (50, 0); ([ei]qc= 0,4, vars=5) _fixed_ (tau,lam)= (0.5, 1):
N[rq,L1]= (50, 0); ([ei]qc= 0,5, vars=6) _fixed_ (tau,lam)= (0.5, 1):
N[rq,L1]= (50, 0); ([ei]qc= 0,6, vars=7) _fixed_ (tau,lam)= (0.5, 1):
Deleting unnecessary knots ...
Computing the final fit ...
N[rq,L1]= (50, 0); ([ei]qc= 0,2, vars=3) _fixed_ (tau,lam)= (0.5, 1):
List of 15
$ coef : num [1:3] 10.0 16.8 85.0
$ fit : num [1:100] 10.0 10.1 10.3 10.5 10.6 ...
$ resid : num [1:50] -8.00 0.00 -9.19 8.81 1.19 ...
$ z : num [1:100] 4.00 4.21 4.42 4.64 4.85 ...
$ knots : num [1:2] 4 25
$ ifl : int 1
$ icyc : Named int [1:2] 5 5
..- attr(*, "names")= chr [1:2] "icyc" "tot.cyc"
$ k : num 3
$ lambda : num 0
$ pp.lambda: NULL
$ sic : NULL
$ cb.lo : num [1:100] -9.13 -8.31 -7.50 -6.69 -5.89 ...
$ cb.up : num [1:100] 29.1 28.6 28.1 27.6 27.2 ...
$ ci.lo : num [1:100] -2.84 -2.24 -1.65 -1.05 -0.45 ...
$ ci.up : num [1:100] 22.8 22.5 22.2 22.0 21.7 ...
cb.lo ci.lo fit ci.up cb.up
1 -9.126882 -2.835982 9.99999 22.8360 29.1269
2 -8.311241 -2.241447 10.14337 22.5282 28.5980
3 -7.499627 -1.645493 10.29930 22.2441 28.0982
4 -6.692220 -1.048239 10.46775 21.9837 27.6277
5 -5.889217 -0.449818 10.64874 21.7473 27.1867
6 -5.090823 0.149632 10.84227 21.5349 26.7754
7 -4.297262 0.749962 11.04833 21.3467 26.3939
8 -3.508768 1.351014 11.26692 21.1828 26.0426
9 -2.725589 1.952621 11.49805 21.0435 25.7217
10 -1.947987 2.554608 11.74171 20.9288 25.4314
11 -1.176238 3.156791 11.99791 20.8390 25.1721
12 -0.410625 3.758978 12.26664 20.7743 24.9439
13 0.348557 4.360971 12.54791 20.7349 24.7473
14 1.101005 4.962569 12.84171 20.7209 24.5824
15 1.846418 5.563568 13.14805 20.7325 24.4497
16 2.584494 6.163765 13.46692 20.7701 24.3493
17 3.314939 6.762965 13.79832 20.8337 24.2817
18 4.037478 7.360981 14.14226 20.9235 24.2470
19 4.751858 7.957644 14.49874 21.0398 24.2456
20 5.457863 8.552809 14.86774 21.1827 24.2776
21 6.155324 9.146363 15.24929 21.3522 24.3433
22 6.844133 9.738234 15.64336 21.5485 24.4426
23 7.524256 10.328398 16.04998 21.7716 24.5757
24 8.195748 10.916893 16.46912 22.0214 24.7425
25 8.858765 11.503823 16.90080 22.2978 24.9428
26 9.513581 12.089371 17.34502 22.6007 25.1765
27 10.160589 12.673802 17.80177 22.9297 25.4429
28 10.800318 13.257471 18.27105 23.2846 25.7418
29 11.433428 13.840821 18.75287 23.6649 26.0723
30 12.060712 14.424383 19.24722 24.0701 26.4337
31 12.683086 15.008774 19.75411 24.4994 26.8251
32 13.301583 15.594684 20.27353 24.9524 27.2455
33 13.917329 16.182872 20.80549 25.4281 27.6937
34 14.531532 16.774146 21.34998 25.9258 28.1684
35 15.145456 17.369356 21.90701 26.4447 28.6686
36 15.760400 17.969373 22.47657 26.9838 29.1927
37 16.377675 18.575077 23.05866 27.5422 29.7396
38 16.998586 19.187344 23.65329 28.1192 30.3080
39 17.624408 19.807029 24.26045 28.7139 30.8965
40 18.256376 20.434961 24.88015 29.3253 31.5039
41 18.895664 21.071929 25.51238 29.9528 32.1291
42 19.543380 21.718675 26.15715 30.5956 32.7709
43 20.200555 22.375891 26.81445 31.2530 33.4284
44 20.868138 23.044215 27.48429 31.9244 34.1004
45 21.546992 23.724226 28.16666 32.6091 34.7863
46 22.237891 24.416443 28.86156 33.3067 35.4852
47 22.941521 25.121326 29.56900 34.0167 36.1965
48 23.658479 25.839276 30.28898 34.7387 36.9195
49 24.389274 26.570634 31.02149 35.4723 37.6537
50 25.134325 27.315682 31.76653 36.2174 38.3987
51 25.893969 28.074647 32.52411 36.9736 39.1542
52 26.668456 28.847694 33.29422 37.7407 39.9200
53 27.457949 29.634935 34.07686 38.5188 40.6958
54 28.262530 30.436425 34.87204 39.3077 41.4816
55 29.082195 31.252159 35.67976 40.1074 42.2773
56 29.916855 32.082080 36.50001 40.9179 43.0832
57 30.766335 32.926068 37.33279 41.7395 43.8993
58 31.630372 33.783949 38.17811 42.5723 44.7259
59 32.508614 34.655485 39.03597 43.4164 45.5633
60 33.400616 35.540378 39.90635 44.2723 46.4121
61 34.305839 36.438267 40.78928 45.1403 47.2727
62 35.223648 37.348724 41.68473 46.0207 48.1458
63 36.153308 38.271257 42.59272 46.9142 49.0321
64 37.093985 39.205306 43.51325 47.8212 49.9325
65 38.044743 40.150243 44.44631 48.7424 50.8479
66 39.004550 41.105376 45.39190 49.6784 51.7793
67 39.972277 42.069945 46.35003 50.6301 52.7278
68 40.946705 43.043136 47.32070 51.5983 53.6947
69 41.926537 44.024075 48.30389 52.5837 54.6813
70 42.910409 45.011848 49.29963 53.5874 55.6888
71 43.896906 46.005505 50.30789 54.6103 56.7189
72 44.884585 47.004078 51.32870 55.6533 57.7728
73 45.871998 48.006596 52.36203 56.7175 58.8521
74 46.857718 49.012099 53.40790 57.8037 59.9581
75 47.840369 50.019666 54.46631 58.9129 61.0922
76 48.818654 51.028425 55.53725 60.0461 62.2558
77 49.791378 52.037575 56.62072 61.2039 63.4501
78 50.757477 53.046402 57.71673 62.3871 64.6760
79 51.716032 54.054288 58.82527 63.5963 65.9345
80 52.666280 55.060723 59.94635 64.8320 67.2264
81 53.607621 56.065303 61.07996 66.0946 68.5523
82 54.539617 57.067734 62.22611 67.3845 69.9126
83 55.461983 58.067824 63.38479 68.7018 71.3076
84 56.374571 59.065477 64.55601 70.0465 72.7374
85 57.277364 60.060677 65.73975 71.4188 74.2021
86 58.170448 61.053485 66.93604 72.8186 75.7016
87 59.053997 62.044017 68.14486 74.2457 77.2357
88 59.928259 63.032438 69.36621 75.7000 78.8042
89 60.793530 64.018948 70.60010 77.1813 80.4067
90 61.650147 65.003774 71.84652 78.6893 82.0429
91 62.498470 65.987156 73.10548 80.2238 83.7125
92 63.338873 66.969346 74.37697 81.7846 85.4151
93 64.171733 67.950596 75.66100 83.3714 87.1503
94 64.997425 68.931158 76.95756 84.9840 88.9177
95 65.816315 69.911279 78.26665 86.6220 90.7170
96 66.628757 70.891194 79.58828 88.2854 92.5478
97 67.435088 71.871131 80.92244 89.9738 94.4098
98 68.235631 72.851307 82.26914 91.6870 96.3027
99 69.030688 73.831924 83.62837 93.4248 98.2261
100 69.820546 74.813174 85.00014 95.1871 100.1797
knots :
[1] 3.99998 25.00002
coef :
[1] 9.99999 16.78744 85.00014
> summaryCobs(co1.1 <- cobs(speed, dist, "increase", knots.add = TRUE))
Performing general knot selection ...
N[rq,L1]= (50, 0); ([ei]qc= 0,2, vars=3) _fixed_ (tau,lam)= (0.5, 1):
N[rq,L1]= (50, 0); ([ei]qc= 0,3, vars=4) _fixed_ (tau,lam)= (0.5, 1):
N[rq,L1]= (50, 0); ([ei]qc= 0,4, vars=5) _fixed_ (tau,lam)= (0.5, 1):
N[rq,L1]= (50, 0); ([ei]qc= 0,5, vars=6) _fixed_ (tau,lam)= (0.5, 1):
N[rq,L1]= (50, 0); ([ei]qc= 0,6, vars=7) _fixed_ (tau,lam)= (0.5, 1):
Deleting unnecessary knots ...
Searching for missing knots ...
N[rq,L1]= (50, 0); ([ei]qc= 0,3, vars=4) _fixed_ (tau,lam)= (0.5, 1):
Computing the final fit ...
N[rq,L1]= (50, 0); ([ei]qc= 0,2, vars=3) _fixed_ (tau,lam)= (0.5, 1):
List of 15
$ coef : num [1:3] 10.0 16.8 85.0
$ fit : num [1:100] 10.0 10.1 10.3 10.5 10.6 ...
$ resid : num [1:50] -8.00 0.00 -9.19 8.81 1.19 ...
$ z : num [1:100] 4.00 4.21 4.42 4.64 4.85 ...
$ knots : num [1:2] 4 25
$ ifl : int 1
$ icyc : Named int [1:2] 7 7
..- attr(*, "names")= chr [1:2] "icyc" "tot.cyc"
$ k : num 3
$ lambda : num 0
$ pp.lambda: NULL
$ sic : NULL
$ cb.lo : num [1:100] -9.13 -8.31 -7.50 -6.69 -5.89 ...
$ cb.up : num [1:100] 29.1 28.6 28.1 27.6 27.2 ...
$ ci.lo : num [1:100] -2.84 -2.24 -1.65 -1.05 -0.45 ...
$ ci.up : num [1:100] 22.8 22.5 22.2 22.0 21.7 ...
cb.lo ci.lo fit ci.up cb.up
1 -9.126882 -2.835982 9.99999 22.8360 29.1269
2 -8.311241 -2.241447 10.14337 22.5282 28.5980
3 -7.499627 -1.645493 10.29930 22.2441 28.0982
4 -6.692220 -1.048239 10.46775 21.9837 27.6277
5 -5.889217 -0.449818 10.64874 21.7473 27.1867
6 -5.090823 0.149632 10.84227 21.5349 26.7754
7 -4.297262 0.749962 11.04833 21.3467 26.3939
8 -3.508768 1.351014 11.26692 21.1828 26.0426
9 -2.725589 1.952621 11.49805 21.0435 25.7217
10 -1.947987 2.554608 11.74171 20.9288 25.4314
11 -1.176238 3.156791 11.99791 20.8390 25.1721
12 -0.410625 3.758978 12.26664 20.7743 24.9439
13 0.348557 4.360971 12.54791 20.7349 24.7473
14 1.101005 4.962569 12.84171 20.7209 24.5824
15 1.846418 5.563568 13.14805 20.7325 24.4497
16 2.584494 6.163765 13.46692 20.7701 24.3493
17 3.314939 6.762965 13.79832 20.8337 24.2817
18 4.037478 7.360981 14.14226 20.9235 24.2470
19 4.751858 7.957644 14.49874 21.0398 24.2456
20 5.457863 8.552809 14.86774 21.1827 24.2776
21 6.155324 9.146363 15.24929 21.3522 24.3433
22 6.844133 9.738234 15.64336 21.5485 24.4426
23 7.524256 10.328398 16.04998 21.7716 24.5757
24 8.195748 10.916893 16.46912 22.0214 24.7425
25 8.858765 11.503823 16.90080 22.2978 24.9428
26 9.513581 12.089371 17.34502 22.6007 25.1765
27 10.160589 12.673802 17.80177 22.9297 25.4429
28 10.800318 13.257471 18.27105 23.2846 25.7418
29 11.433428 13.840821 18.75287 23.6649 26.0723
30 12.060712 14.424383 19.24722 24.0701 26.4337
31 12.683086 15.008774 19.75411 24.4994 26.8251
32 13.301583 15.594684 20.27353 24.9524 27.2455
33 13.917329 16.182872 20.80549 25.4281 27.6937
34 14.531532 16.774146 21.34998 25.9258 28.1684
35 15.145456 17.369356 21.90701 26.4447 28.6686
36 15.760400 17.969373 22.47657 26.9838 29.1927
37 16.377675 18.575077 23.05866 27.5422 29.7396
38 16.998586 19.187344 23.65329 28.1192 30.3080
39 17.624408 19.807029 24.26045 28.7139 30.8965
40 18.256376 20.434961 24.88015 29.3253 31.5039
41 18.895664 21.071929 25.51238 29.9528 32.1291
42 19.543380 21.718675 26.15715 30.5956 32.7709
43 20.200555 22.375891 26.81445 31.2530 33.4284
44 20.868138 23.044215 27.48429 31.9244 34.1004
45 21.546992 23.724226 28.16666 32.6091 34.7863
46 22.237891 24.416443 28.86156 33.3067 35.4852
47 22.941521 25.121326 29.56900 34.0167 36.1965
48 23.658479 25.839276 30.28898 34.7387 36.9195
49 24.389274 26.570634 31.02149 35.4723 37.6537
50 25.134325 27.315682 31.76653 36.2174 38.3987
51 25.893969 28.074647 32.52411 36.9736 39.1542
52 26.668456 28.847694 33.29422 37.7407 39.9200
53 27.457949 29.634935 34.07686 38.5188 40.6958
54 28.262530 30.436425 34.87204 39.3077 41.4816
55 29.082195 31.252159 35.67976 40.1074 42.2773
56 29.916855 32.082080 36.50001 40.9179 43.0832
57 30.766335 32.926068 37.33279 41.7395 43.8993
58 31.630372 33.783949 38.17811 42.5723 44.7259
59 32.508614 34.655485 39.03597 43.4164 45.5633
60 33.400616 35.540378 39.90635 44.2723 46.4121
61 34.305839 36.438267 40.78928 45.1403 47.2727
62 35.223648 37.348724 41.68473 46.0207 48.1458
63 36.153308 38.271257 42.59272 46.9142 49.0321
64 37.093985 39.205306 43.51325 47.8212 49.9325
65 38.044743 40.150243 44.44631 48.7424 50.8479
66 39.004550 41.105376 45.39190 49.6784 51.7793
67 39.972277 42.069945 46.35003 50.6301 52.7278
68 40.946705 43.043136 47.32070 51.5983 53.6947
69 41.926537 44.024075 48.30389 52.5837 54.6813
70 42.910409 45.011848 49.29963 53.5874 55.6888
71 43.896906 46.005505 50.30789 54.6103 56.7189
72 44.884585 47.004078 51.32870 55.6533 57.7728
73 45.871998 48.006596 52.36203 56.7175 58.8521
74 46.857718 49.012099 53.40790 57.8037 59.9581
75 47.840369 50.019666 54.46631 58.9129 61.0922
76 48.818654 51.028425 55.53725 60.0461 62.2558
77 49.791378 52.037575 56.62072 61.2039 63.4501
78 50.757477 53.046402 57.71673 62.3871 64.6760
79 51.716032 54.054288 58.82527 63.5963 65.9345
80 52.666280 55.060723 59.94635 64.8320 67.2264
81 53.607621 56.065303 61.07996 66.0946 68.5523
82 54.539617 57.067734 62.22611 67.3845 69.9126
83 55.461983 58.067824 63.38479 68.7018 71.3076
84 56.374571 59.065477 64.55601 70.0465 72.7374
85 57.277364 60.060677 65.73975 71.4188 74.2021
86 58.170448 61.053485 66.93604 72.8186 75.7016
87 59.053997 62.044017 68.14486 74.2457 77.2357
88 59.928259 63.032438 69.36621 75.7000 78.8042
89 60.793530 64.018948 70.60010 77.1813 80.4067
90 61.650147 65.003774 71.84652 78.6893 82.0429
91 62.498470 65.987156 73.10548 80.2238 83.7125
92 63.338873 66.969346 74.37697 81.7846 85.4151
93 64.171733 67.950596 75.66100 83.3714 87.1503
94 64.997425 68.931158 76.95756 84.9840 88.9177
95 65.816315 69.911279 78.26665 86.6220 90.7170
96 66.628757 70.891194 79.58828 88.2854 92.5478
97 67.435088 71.871131 80.92244 89.9738 94.4098
98 68.235631 72.851307 82.26914 91.6870 96.3027
99 69.030688 73.831924 83.62837 93.4248 98.2261
100 69.820546 74.813174 85.00014 95.1871 100.1797
knots :
[1] 3.99998 25.00002
coef :
[1] 9.99999 16.78744 85.00014
> 1 - sum(co1 $ resid ^2) / sum((dist - mean(dist))^2) # R^2 = 64.2%
[1] 0.642288
>
> summaryCobs(co2 <- cobs(speed, dist, "increase", lambda = -1, lstart = 7872))# warning
WARNING! It looks like you are using 19 knots instead of the
default number of 20 knots.
Searching for optimal lambda. This may take a while.
While you are waiting, here is something you can consider
to speed up the process:
(a) Use a smaller number of knots;
(b) Increase `factor' to 2 or 3;
(c) Set lambda==0 to exclude the penalty term.
N[rq,L1]= (50, 1); ([ei]qc= 0,55, vars=21)
LAMBDA will be updated; (tau,lam)= (0.5, -1):
List of 15
$ coef : num [1:21] 9.75 11.16 14.91 17.09 19.59 ...
$ fit : num [1:100] 9.75 9.96 10.18 10.41 10.66 ...
$ resid : num [1:50] -7.75e+00 2.50e-01 -9.97e+00 8.03e+00 1.78e-15 ...
$ z : num [1:100] 4.00 4.21 4.42 4.64 4.85 ...
$ knots : num [1:19] 4 7 8 9 10 ...
$ ifl : num 1
$ icyc : Named int [1:2] 16 1428
..- attr(*, "names")= chr [1:2] "icyc" "tot.cyc"
$ k : num 3
$ lambda : num 52.4
$ pp.lambda: num [1:36] 7872 259 249 214 199 ...
$ sic : num [1:36] 2.50 2.50 2.50 2.50 2.54 ...
$ cb.lo : num [1:100] -17.3 -15.4 -14.4 -13.9 -13.8 ...
$ cb.up : num [1:100] 36.8 35.3 34.7 34.7 35.2 ...
$ ci.lo : num [1:100] -8.40 -7.08 -6.30 -5.92 -5.78 ...
$ ci.up : num [1:100] 27.9 27.0 26.7 26.7 27.1 ...
cb.lo ci.lo fit ci.up cb.up
1 -17.302723 -8.4049786 9.7500 27.9050 36.8027
2 -15.434406 -7.0834388 9.9559 26.9952 35.3462
3 -14.379667 -6.3032631 10.1758 26.6550 34.7314
4 -13.925767 -5.9216839 10.4099 26.7414 34.7455
5 -13.835757 -5.7796851 10.6579 27.0956 35.1516
6 -13.893692 -5.7323464 10.9201 27.5725 35.7339
7 -13.928088 -5.6645862 11.1963 28.0571 36.3206
8 -13.815787 -5.4937538 11.4865 28.4668 36.7889
9 -13.476703 -5.1661031 11.7909 28.7478 37.0584
10 -12.867438 -4.6525108 12.1092 28.8710 37.0859
11 -11.977709 -3.9460746 12.4417 28.8295 36.8611
12 -10.831314 -3.0627671 12.7882 28.6392 36.4077
13 -9.492833 -2.0459258 13.1488 28.3434 35.7904
14 -8.080849 -0.9751327 13.5234 28.0219 35.1276
15 -6.785976 0.0216923 13.9121 27.8025 34.6101
16 -5.822689 0.8006162 14.3148 27.8290 34.4523
17 -5.061027 1.4488552 14.7316 28.0144 34.5243
18 -4.304749 2.0981058 15.1625 28.2269 34.6298
19 -3.503943 2.7818638 15.6074 28.4330 34.7188
20 -2.769563 3.4256679 16.0664 28.7072 34.9024
21 -2.187913 3.9716001 16.5395 29.1074 35.2669
22 -1.538072 4.5679203 17.0266 29.4853 35.5913
23 -0.686020 5.3045682 17.5278 29.7510 35.7416
24 0.345017 6.1659567 18.0430 29.9201 35.7410
25 1.357961 7.0198280 18.5723 30.1248 35.7867
26 2.236904 7.7883960 19.1157 30.4429 35.9944
27 3.175977 8.6019424 19.6731 30.7442 36.1702
28 4.254873 9.5139477 20.2446 30.9752 36.2343
29 5.379534 10.4612907 20.8301 31.1989 36.2807
30 6.293984 11.2721868 21.4297 31.5873 36.5655
31 7.058279 11.9869392 22.0434 32.0998 37.0285
32 7.907202 12.7631095 22.6711 32.5791 37.4350
33 8.901562 13.6415070 23.3129 32.9843 37.7242
34 9.908667 14.5330820 23.9687 33.4044 38.0288
35 10.716746 15.2957167 24.6387 33.9816 38.5606
36 11.520664 16.0601832 25.3226 34.5851 39.1246
37 12.495399 16.9439095 26.0207 35.0974 39.5459
38 13.621804 17.9340455 26.7328 35.5315 39.8437
39 14.664966 18.8725646 27.4578 36.0430 40.2506
40 15.436175 19.6263120 28.1759 36.7254 40.9156
41 16.188216 20.3625711 28.8799 37.3973 41.5717
42 17.054148 21.1706377 29.5699 37.9692 42.0857
43 17.955376 21.9977662 30.2459 38.4940 42.5364
44 18.619281 22.6610033 30.9077 39.1545 43.1962
45 19.086448 23.1875858 31.5556 39.9235 44.0247
46 19.620949 23.7547306 32.1893 40.6239 44.7577
47 20.277781 24.3993471 32.8090 41.2187 45.3402
48 20.898123 25.0148499 33.4146 41.8144 45.9311
49 21.238565 25.4412863 34.0165 42.5918 46.7945
50 21.519745 25.8324832 34.6322 43.4319 47.7447
51 21.946265 26.3258410 35.2619 44.1980 48.5776
52 22.508593 26.9149641 35.9057 44.8965 49.3029
53 23.000249 27.4612841 36.5636 45.6659 50.1269
54 23.304287 27.8863199 37.2355 46.5847 51.1667
55 23.700752 28.3780070 37.9215 47.4650 52.1422
56 24.327037 29.0285500 38.6215 48.2145 52.9160
57 25.127658 29.8007145 39.3356 48.8705 53.5436
58 25.867651 30.5368163 40.0638 49.5908 54.2599
59 26.511293 31.2128821 40.8060 50.3991 55.1007
60 27.303673 31.9933906 41.5623 51.1312 55.8209
61 28.325039 32.9321946 42.3326 51.7331 56.3403
62 29.464402 33.9548113 43.1171 52.2793 56.7697
63 30.437619 34.8705526 43.9155 52.9605 57.3934
64 31.290623 35.7102441 44.7280 53.7459 58.1655
65 32.248345 36.6248364 45.5546 54.4844 58.8609
66 33.344296 37.6368177 46.3953 55.1538 59.4463
67 34.404143 38.6291953 47.2500 55.8708 60.0959
68 35.202556 39.4507501 48.1188 56.7868 61.0350
69 35.976969 40.2608229 49.0016 57.7424 62.0262
70 36.915254 41.1854949 49.8985 58.6115 62.8818
71 37.994215 42.2091984 50.8095 59.4097 63.6247
72 38.978886 43.1742491 51.7345 60.2947 64.4901
73 39.732973 43.9891807 52.6736 61.3579 65.6141
74 40.476926 44.8019356 53.6267 62.4515 66.7765
75 41.259946 45.6455335 54.5939 63.5423 67.9278
76 41.912682 46.4063228 55.5752 64.7440 69.2376
77 42.122773 46.8746794 56.5705 66.2663 71.0182
78 42.001836 47.1255096 57.5799 68.0342 73.1579
79 41.883713 47.3828523 58.6033 69.8238 75.3229
80 41.960324 47.7755054 59.6408 71.5061 77.3213
81 42.322747 48.3645905 60.6924 73.0202 79.0620
82 42.995539 49.1665879 61.7580 74.3494 80.5205
83 43.952129 50.1636655 62.8377 75.5117 81.7233
84 45.116517 51.3048208 63.9314 76.5581 82.7464
85 46.356485 52.5013215 65.0393 77.5772 83.7220
86 47.477830 53.6228403 66.1611 78.6994 84.8444
87 48.502548 54.6841371 67.2971 79.9100 86.0916
88 49.710454 55.8729957 68.4471 81.0211 87.1837
89 51.217220 57.2670429 69.6111 81.9552 88.0050
90 52.981163 58.8383057 70.7892 82.7402 88.5973
91 54.777935 60.4362242 71.9814 83.5266 89.1849
92 56.403675 61.9239882 73.1876 84.4513 89.9716
93 57.975717 63.3803408 74.4079 85.4356 90.8402
94 59.485437 64.7994946 75.6423 86.4851 91.7992
95 60.729951 66.0452938 76.8907 87.7362 93.0515
96 61.376660 66.8945330 78.1532 89.4119 94.9298
97 61.445153 67.3603586 79.4298 91.4992 97.4144
98 61.058932 67.5256520 80.7204 93.9151 100.3818
99 60.175583 67.3619500 82.0250 96.6881 103.8745
100 58.650594 66.7722699 83.3438 99.9152 108.0369
knots :
[1] 4 7 8 9 10 11 12 13 14 15 16 17 18 19 20 22 23 24 25
coef :
[1] 9.7500 11.1562 14.9062 17.0938 19.5938 22.4062 25.5312 28.9688 32.0937
[10] 34.9062 38.0312 41.4687 45.2187 49.2812 53.6563 60.6875 68.6562 74.2812
[19] 80.2188 83.3438 0.3125
lambda SIC
[1,] 7872.000000 2.50092
[2,] 259.000000 2.50092
[3,] 249.000000 2.50092
[4,] 213.900000 2.50092
[5,] 199.000000 2.53562
[6,] 175.000000 2.52975
[7,] 127.000000 2.52293
[8,] 107.000000 2.50962
[9,] 83.000000 2.50034
[10,] 57.545455 2.49538
[11,] 53.000000 2.48954
[12,] 52.428571 2.48795
[13,] 50.600000 2.52510
[14,] 48.200000 2.52510
[15,] 45.628571 2.52069
[16,] 40.280000 2.55855
[17,] 30.920000 2.55596
[18,] 26.060000 2.55421
[19,] 17.726667 2.55405
[20,] 12.509524 2.55057
[21,] 9.342857 2.58239
[22,] 7.830769 2.57905
[23,] 6.850000 2.57392
[24,] 5.766667 2.61237
[25,] 5.416667 2.61162
[26,] 4.250000 2.63657
[27,] 3.613636 2.67569
[28,] 3.250000 2.71481
[29,] 2.750000 2.75124
[30,] 2.645833 2.75124
[31,] 1.166667 2.88750
[32,] 0.791667 2.92132
[33,] 0.541667 2.92088
[34,] 0.437500 2.96000
[35,] 0.333334 3.03582
[36,] 0.166667 3.03582
> 1 - sum(co2 $ resid ^2) / sum((dist - mean(dist))^2) # R^2 = 65.8%
[1] 0.657599
>
> summaryCobs(co3 <- cobs(speed, dist, "convex", lambda = -1, lstart = 7872))# warning
WARNING! It looks like you are using 19 knots instead of the
default number of 20 knots.
Searching for optimal lambda. This may take a while.
While you are waiting, here is something you can consider
to speed up the process:
(a) Use a smaller number of knots;
(b) Increase `factor' to 2 or 3;
(c) Set lambda==0 to exclude the penalty term.
N[rq,L1]= (50, 1); ([ei]qc= 0,54, vars=21)
LAMBDA will be updated; (tau,lam)= (0.5, -1):
List of 15
$ coef : num [1:21] 8.57 10.79 14.88 17.12 19.55 ...
$ fit : num [1:100] 8.57 8.89 9.21 9.55 9.89 ...
$ resid : num [1:50] -6.57 1.43 -9.86 8.14 0.00 ...
$ z : num [1:100] 4.00 4.21 4.42 4.64 4.85 ...
$ knots : num [1:19] 4 7 8 9 10 ...
$ ifl : num 1
$ icyc : Named int [1:2] 3 227
..- attr(*, "names")= chr [1:2] "icyc" "tot.cyc"
$ k : num 3
$ lambda : num 83
$ pp.lambda: num [1:29] 7872 162 127 107 83 ...
$ sic : num [1:29] 2.62 2.53 2.52 2.51 2.50 ...
$ cb.lo : num [1:100] -17.5 -15.1 -13.9 -13.6 -13.9 ...
$ cb.up : num [1:100] 34.7 32.9 32.4 32.7 33.7 ...
$ ci.lo : num [1:100] -8.96 -7.24 -6.32 -6.01 -6.07 ...
$ ci.up : num [1:100] 26.1 25.0 24.8 25.1 25.9 ...
cb.lo ci.lo fit ci.up cb.up
1 -17.546703 -8.956349 8.57143 26.0992 34.6896
2 -15.144024 -7.239521 8.88884 25.0172 32.9217
3 -13.934859 -6.320836 9.21483 24.7505 32.3645
4 -13.637336 -6.011133 9.54939 25.1099 32.7361
5 -13.894415 -6.070801 9.89252 25.8558 33.6794
6 -14.376772 -6.278834 10.24422 26.7673 34.8652
7 -14.832966 -6.466490 10.60449 27.6755 36.0419
8 -15.091168 -6.518456 10.97333 28.4651 37.0378
9 -15.042701 -6.361798 11.35074 29.0633 37.7442
10 -14.625791 -5.955060 11.73672 29.4285 38.0992
11 -13.815320 -5.281387 12.13127 29.5439 38.0779
12 -12.619516 -4.346299 12.53439 29.4151 37.6883
13 -11.084088 -3.180472 12.94608 29.0726 36.9763
14 -9.305535 -1.848666 13.36635 28.5814 36.0382
15 -7.456281 -0.466594 13.79518 28.0570 35.0466
16 -5.854088 0.752496 14.23258 27.7127 34.3193
17 -4.588525 1.748493 14.67856 27.6086 33.9456
18 -3.497796 2.629979 15.13310 27.6362 33.7640
19 -2.510411 3.444930 15.59622 27.7475 33.7029
20 -1.672344 4.162493 16.06791 27.9733 33.8082
21 -1.011787 4.763749 16.54816 28.3326 34.1081
22 -0.337101 5.377305 17.03699 28.6967 34.4111
23 0.472547 6.084253 17.53439 28.9845 34.5962
24 1.415538 6.883506 18.04036 29.1972 34.6652
25 2.354758 7.683047 18.55490 29.4268 34.7550
26 3.197105 8.420395 19.07801 29.7356 34.9589
27 4.087056 9.192510 19.60969 30.0269 35.1323
28 5.086079 10.040641 20.14994 30.2592 35.2138
29 6.125758 10.918875 20.69876 30.4786 35.2718
30 7.012178 11.697076 21.25615 30.8152 35.5001
31 7.776958 12.396465 21.82212 31.2478 35.8673
32 8.595706 13.134890 22.39665 31.6584 36.1976
33 9.516507 13.944621 22.97975 32.0149 36.4430
34 10.442573 14.760704 23.57143 32.3822 36.7003
35 11.212620 15.474903 24.17167 32.8684 37.1307
36 11.969507 16.183088 24.78049 33.3779 37.5915
37 12.847322 16.975247 25.39787 33.8205 37.9484
38 13.833943 17.843244 26.02383 34.2044 38.2137
39 14.755326 18.670279 26.65836 34.6464 38.5614
40 15.480321 19.368338 27.30146 35.2346 39.1226
41 16.201493 20.066649 27.95312 35.8396 39.7048
42 17.019122 20.832513 28.61336 36.3942 40.2076
43 17.874074 21.626241 29.28217 36.9381 40.6903
44 18.561400 22.310296 29.95955 37.6088 41.3577
45 19.110203 22.904208 30.64550 38.3868 42.1808
46 19.719121 23.541281 31.34002 39.1388 42.9609
47 20.430001 24.249599 32.04311 39.8366 43.6562
48 21.123381 24.948992 32.75478 40.5606 44.3862
49 21.611292 25.513314 33.47501 41.4367 45.3387
50 22.049483 26.047089 34.20381 42.3605 46.3581
51 22.592224 26.653846 34.94119 43.2285 47.2901
52 23.233162 27.329321 35.68713 44.0449 48.1411
53 23.818519 27.970314 36.44165 44.9130 49.0648
54 24.266451 28.521901 37.20473 45.8876 50.1430
55 24.789860 29.126960 37.97639 46.8258 51.1629
56 25.492546 29.855149 38.75661 47.6581 52.0207
57 26.333063 30.678655 39.54541 48.4122 52.7578
58 27.135508 31.479431 40.34278 49.2061 53.5500
59 27.872962 32.239409 41.14872 50.0580 54.4245
60 28.727984 33.081106 41.96323 50.8453 55.1985
61 29.759629 34.044153 42.78631 51.5285 55.8130
62 30.882980 35.071562 43.61796 52.1643 56.3529
63 31.883319 36.019238 44.45818 52.8971 57.0330
64 32.791481 36.907873 45.30697 53.7061 57.8225
65 33.775215 37.850042 46.16433 54.4786 58.5534
66 34.859771 38.862692 47.03026 55.1978 59.2007
67 35.915198 39.858612 47.90476 55.9509 59.8943
68 36.775631 40.726492 48.78784 56.8492 60.8000
69 37.618782 41.585592 49.67948 57.7734 61.7402
70 38.582692 42.528552 50.57969 58.6308 62.5767
71 39.644661 43.540139 51.48848 59.4368 63.3323
72 40.618853 44.495637 52.40583 60.3160 64.1928
73 41.385708 45.314811 53.33176 61.3487 65.2778
74 42.088184 46.093599 54.26626 62.4389 66.4443
75 42.738521 46.840216 55.20932 63.5784 67.6801
76 43.186419 47.453796 56.16096 64.8681 69.1355
77 43.206584 47.783145 57.12117 66.4592 71.0358
78 42.982255 47.951234 58.08995 68.2287 73.1976
79 42.804087 48.153120 59.06730 69.9815 75.3305
80 42.829623 48.494530 60.05322 71.6119 77.2768
81 43.132489 49.024874 61.04771 73.0705 78.9629
82 43.732005 49.757118 62.05077 74.3444 80.3695
83 44.605988 50.676373 63.06240 75.4484 81.5188
84 45.692209 51.740881 64.08260 76.4243 82.4730
85 46.882581 52.878102 65.11138 77.3447 83.3402
86 48.016428 53.980208 66.14872 78.3172 84.2810
87 49.087202 55.042806 67.19463 79.3465 85.3021
88 50.302439 56.205171 68.24912 80.2931 86.1958
89 51.755409 57.529896 69.31217 81.0944 86.8689
90 53.419311 58.998996 70.38380 81.7686 87.3483
91 55.128975 60.501626 71.46399 82.4264 87.7990
92 56.736103 61.938263 72.55276 83.1673 88.3694
93 58.288105 63.340724 73.65010 83.9595 89.0121
94 59.713935 64.661330 74.75601 84.8507 89.7981
95 60.777824 65.741858 75.87048 85.9991 90.9631
96 61.146972 66.358967 76.99353 87.6281 92.8401
97 60.785048 66.488275 78.12515 89.7620 95.4653
98 59.774826 66.185332 79.26534 92.3454 98.7559
99 58.108618 65.444978 80.41410 95.3832 102.7196
100 55.726443 64.226960 81.57143 98.9159 107.4164
knots :
[1] 4 7 8 9 10 11 12 13 14 15 16 17 18 19 20 22 23 24 25
coef :
[1] 8.571427 10.785713 14.880952 17.119048 19.547619 22.166667 24.976190
[8] 27.976190 31.166667 34.547619 38.119048 41.880952 45.833333 49.976190
[15] 54.309524 61.095238 68.452381 73.547619 78.833336 81.571434 0.190476
lambda SIC
[1,] 7872.000000 2.61828
[2,] 161.900000 2.52975
[3,] 127.000000 2.52293
[4,] 107.000000 2.50962
[5,] 83.000000 2.50034
[6,] 57.545455 2.53725
[7,] 52.444444 2.57437
[8,] 51.714286 2.60980
[9,] 49.600000 2.64805
[10,] 44.833333 2.68243
[11,] 42.576923 2.68029
[12,] 40.785714 2.71817
[13,] 23.700000 2.75637
[14,] 19.433333 2.75497
[15,] 17.000000 2.79390
[16,] 14.882353 2.83302
[17,] 14.136364 2.87165
[18,] 6.015152 2.91004
[19,] 5.125000 2.90983
[20,] 4.789474 2.90983
[21,] 3.000000 2.90958
[22,] 2.590909 2.98583
[23,] 2.071429 3.06103
[24,] 1.900000 3.06103
[25,] 1.500000 3.06103
[26,] 1.214286 3.06103
[27,] 0.400000 3.06063
[28,] 0.347826 3.13758
[29,] 0.000001 3.13758
> 1 - sum(co3 $ resid ^2) / sum((dist - mean(dist))^2) # R^2 = 65.2%
[1] 0.652047
>
> detach(cars)
>
> ##-- another larger example using "random" x
> x <- round(sort(rnorm(500)), 3) # rounding -> multiple values
> sum(duplicated(x)) # 32
[1] 32
> y <- (fx <- exp(-x)) + rt(500,4)/4
> summaryCobs(cxy <- cobs(x,y, "decrease"))
Performing general knot selection ...
N[rq,L1]= (500, 0); ([ei]qc= 0,2, vars=3) _fixed_ (tau,lam)= (0.5, 1):
N[rq,L1]= (500, 0); ([ei]qc= 0,3, vars=4) _fixed_ (tau,lam)= (0.5, 1):
N[rq,L1]= (500, 0); ([ei]qc= 0,4, vars=5) _fixed_ (tau,lam)= (0.5, 1):
N[rq,L1]= (500, 0); ([ei]qc= 0,5, vars=6) _fixed_ (tau,lam)= (0.5, 1):
N[rq,L1]= (500, 0); ([ei]qc= 0,6, vars=7) _fixed_ (tau,lam)= (0.5, 1):
Deleting unnecessary knots ...
N[rq,L1]= (500, 0); ([ei]qc= 0,3, vars=4) _fixed_ (tau,lam)= (0.5, 1):
N[rq,L1]= (500, 0); ([ei]qc= 0,3, vars=4) _fixed_ (tau,lam)= (0.5, 1):
Computing the final fit ...
N[rq,L1]= (500, 0); ([ei]qc= 0,4, vars=5) _fixed_ (tau,lam)= (0.5, 1):
List of 15
$ coef : num [1:5] 16.2163 4.2823 1.0168 0.0442 0.0442
$ fit : num [1:100] 16.2 15.6 14.9 14.3 13.7 ...
$ resid : num [1:500] 2.458 0.978 0.380 0.737 -0.433 ...
$ z : num [1:100] -2.94 -2.89 -2.83 -2.77 -2.71 ...
$ knots : num [1:4] -2.944 -0.818 0.433 2.784
$ ifl : int 1
$ icyc : Named int [1:2] 16 16
..- attr(*, "names")= chr [1:2] "icyc" "tot.cyc"
$ k : num 5
$ lambda : num 0
$ pp.lambda: NULL
$ sic : NULL
$ cb.lo : num [1:100] 15.7 15.1 14.5 13.9 13.3 ...
$ cb.up : num [1:100] 16.7 16.1 15.4 14.8 14.1 ...
$ ci.lo : num [1:100] 15.9 15.3 14.7 14.1 13.5 ...
$ ci.up : num [1:100] 16.5 15.8 15.2 14.6 14.0 ...
cb.lo ci.lo fit ci.up cb.up
1 15.68949711 15.93065424 16.2163155 16.501977 16.743134
2 15.07966789 15.30598483 15.5740673 15.842150 16.068467
3 14.48319527 14.69525608 14.9464515 15.197647 15.409708
4 13.90006630 14.09846097 14.3334682 14.568476 14.766870
5 13.33026648 13.51559163 13.7351175 13.954643 14.139968
6 12.77377965 12.94663930 13.1513992 13.356159 13.529019
7 12.23058792 12.39159428 12.5823134 12.773033 12.934039
8 11.70067168 11.85044594 12.0278602 12.205274 12.355049
9 11.18400973 11.32318278 11.4880394 11.652896 11.792069
10 10.68057960 10.80979262 10.9628512 11.115910 11.245123
11 10.19035825 10.31026296 10.4522954 10.594328 10.714233
12 9.71332304 9.82458153 9.9563721 10.088163 10.199421
13 9.24945348 9.35273722 9.4750814 9.597426 9.700709
14 8.79873350 8.89472131 9.0084231 9.122125 9.218113
15 8.36115472 8.45052927 8.5563974 8.662265 8.751640
16 7.93672047 8.02016288 8.1190041 8.217845 8.301288
17 7.52545040 7.60363282 7.6962434 7.788854 7.867036
18 7.12738536 7.20096123 7.2881151 7.375269 7.448845
19 6.74259148 6.81218397 6.8946193 6.977055 7.046647
20 6.37116266 6.43735195 6.5157561 6.594160 6.660350
21 6.01322047 6.07653110 6.1515253 6.226520 6.289830
22 5.66891103 5.72980064 5.8019271 5.874054 5.934943
23 5.33839888 5.39724981 5.4669613 5.536673 5.595524
24 5.02185898 5.07897345 5.1466281 5.214283 5.271397
25 4.71946787 4.77506732 4.8409273 4.906787 4.962387
26 4.43139546 4.48562353 4.5498591 4.614095 4.668323
27 4.15779812 4.21072688 4.2734233 4.336120 4.389049
28 3.89881356 3.95045203 4.0116201 4.072788 4.124427
29 3.65455719 3.70486157 3.7644493 3.824037 3.874341
30 3.42511944 3.47400453 3.5319111 3.589818 3.638703
31 3.21056339 3.25791512 3.3140053 3.370096 3.417447
32 3.01092181 3.05661110 3.1107321 3.164853 3.210542
33 2.82619270 2.87009140 2.9220913 2.974091 3.017990
34 2.65633238 2.69833232 2.7480831 2.797834 2.839834
35 2.50124498 2.54128188 2.5887074 2.636133 2.676170
36 2.36076751 2.39885170 2.4439641 2.489077 2.527161
37 2.23465124 2.27090692 2.3138534 2.356800 2.393056
38 2.12217435 2.15689360 2.1980201 2.239147 2.273866
39 2.01523539 2.04897489 2.0889408 2.128907 2.162646
40 1.91084316 1.94414463 1.9835917 2.023039 2.056340
41 1.80925692 1.84254342 1.8819728 1.921402 1.954689
42 1.71074874 1.74431878 1.7840840 1.823849 1.857419
43 1.61557494 1.64960969 1.6899254 1.730241 1.764276
44 1.52395864 1.55853714 1.5994969 1.640457 1.675035
45 1.43608327 1.47120059 1.5127986 1.554397 1.589514
46 1.35209317 1.38767830 1.4298305 1.471983 1.507568
47 1.27209770 1.30802959 1.3505925 1.393155 1.429087
48 1.19617620 1.23229747 1.2750847 1.317872 1.353993
49 1.12438230 1.16051101 1.2033071 1.246103 1.282232
50 1.05674706 1.09268707 1.1352596 1.177832 1.213772
51 0.99328060 1.02883111 1.0709423 1.113053 1.148604
52 0.93397206 0.96893728 1.0103551 1.051773 1.086738
53 0.87878787 0.91298735 0.9534981 0.994009 1.028208
54 0.82766783 0.86094868 0.9003713 0.939794 0.973075
55 0.78051899 0.81277087 0.8509747 0.889178 0.921430
56 0.73720709 0.76838114 0.8053082 0.842235 0.873409
57 0.69754645 0.72767877 0.7633718 0.799065 0.829197
58 0.66129075 0.69053022 0.7251657 0.759801 0.789041
59 0.62813121 0.65676805 0.6906897 0.724611 0.753248
60 0.59712443 0.62560866 0.6593495 0.693090 0.721575
61 0.56604547 0.59485310 0.6289770 0.663101 0.691909
62 0.53496513 0.56444878 0.5993735 0.634298 0.663782
63 0.50414665 0.53453844 0.5705389 0.606539 0.636931
64 0.47381208 0.50524247 0.5424732 0.579704 0.611134
65 0.44413502 0.47665502 0.5151764 0.553698 0.586218
66 0.41524285 0.44884514 0.4886485 0.528452 0.562054
67 0.38722280 0.42186014 0.4628896 0.503919 0.538556
68 0.36012850 0.39572911 0.4378996 0.480070 0.515671
69 0.33398550 0.37046589 0.4136785 0.456891 0.493372
70 0.30879541 0.34607136 0.3902264 0.434381 0.471657
71 0.28453869 0.32253492 0.3675431 0.412551 0.450548
72 0.26117642 0.29983547 0.3456288 0.391422 0.430081
73 0.23865150 0.27794205 0.3244834 0.371025 0.410315
74 0.21688960 0.25681435 0.3041070 0.351400 0.391324
75 0.19580024 0.23640331 0.2844994 0.332596 0.373199
76 0.17527870 0.21665214 0.2656608 0.314669 0.356043
77 0.15520886 0.19749789 0.2475911 0.297684 0.339973
78 0.13546751 0.17887375 0.2302904 0.281707 0.325113
79 0.11592987 0.16071204 0.2137585 0.266805 0.311587
80 0.09647594 0.14294771 0.1979956 0.253043 0.299515
81 0.07699693 0.12552176 0.1830016 0.240481 0.289006
82 0.05740052 0.10838414 0.1687765 0.229169 0.280152
83 0.03761427 0.09149556 0.1553203 0.219145 0.273026
84 0.01758664 0.07482808 0.1426331 0.210438 0.267680
85 -0.00271421 0.05836444 0.1307148 0.203065 0.264144
86 -0.02330321 0.04209653 0.1195654 0.197034 0.262434
87 -0.04418201 0.02602346 0.1091849 0.192346 0.262552
88 -0.06534264 0.01014955 0.0995734 0.188997 0.264489
89 -0.08677087 -0.00551747 0.0907308 0.186979 0.268232
90 -0.10844882 -0.02096792 0.0826571 0.186282 0.273763
91 -0.13035703 -0.03619124 0.0753523 0.186896 0.281062
92 -0.15247579 -0.05117674 0.0688165 0.188810 0.290109
93 -0.17478603 -0.06591409 0.0630495 0.192013 0.300885
94 -0.19726991 -0.08039361 0.0580515 0.196497 0.313373
95 -0.21991098 -0.09460638 0.0538225 0.202251 0.327556
96 -0.24269437 -0.10854434 0.0503623 0.209269 0.343419
97 -0.26560672 -0.12220025 0.0476711 0.217542 0.360949
98 -0.28863612 -0.13556763 0.0457488 0.227065 0.380134
99 -0.31177197 -0.14864076 0.0445954 0.237832 0.400963
100 -0.33500490 -0.16141454 0.0442109 0.249836 0.423427
knots :
[1] -2.94401 -0.81800 0.43300 2.78401
coef :
[1] 16.2163169 4.2822591 1.0167648 0.0442109 0.0442109
> 1 - sum(cxy $ resid ^ 2) / sum((y - mean(y))^2) # R^2 = 95.9%
[1] 0.959178
>
> ## Interpolation
> if(FALSE) { ##-- since it takes too long here!
+ system.time(cxyI <- cobs(x,y, "decrease", knots = unique(x)))[1]
+ ## takes very long : 1864.46 sec. (Pent. III, 700 MHz)
+ summaryCobs(cxyI)# only 8 knots remaining!
+ }
> ux <- unique(x)
> xx <- seq(ux[1], x[length(ux)], len = 201)
> system.time(cxyI <- cobs(x,y, "decrease", knots = ux, nknots = length(ux)))[1]
WARNING! It looks like you are using 468 knots instead of the
default number of 6 knots.
N[rq,L1]= (500, 0); ([ei]qc= 0,468, vars=469) _fixed_ (tau,lam)= (0.5, 1):
[1] 57.03
> ## 17.3 sec. (Pent. III, 700 MHz)
> summaryCobs(cxyI)
List of 15
$ coef : num [1:469] 18.7 18.5 11.3 11.3 10.6 ...
$ fit : num [1:100] 18.7 18.5 18.1 17.5 16.6 ...
$ resid : num [1:500] 3.55e-15 1.78e-15 0.00e+00 0.00e+00 -5.79e-01 ...
$ z : num [1:100] -2.94 -2.89 -2.83 -2.77 -2.71 ...
$ knots : num [1:468] -2.94 -2.55 -2.41 -2.34 -2.26 ...
$ ifl : int 1
$ icyc : Named int [1:2] 181 181
..- attr(*, "names")= chr [1:2] "icyc" "tot.cyc"
$ k : num 469
$ lambda : num 0
$ pp.lambda: NULL
$ sic : NULL
$ cb.lo : num [1:100] 17.3 17.2 16.9 16.4 15.6 ...
$ cb.up : num [1:100] 20.0 19.8 19.3 18.6 17.7 ...
$ ci.lo : num [1:100] 18.6 18.4 18.0 17.4 16.6 ...
$ ci.up : num [1:100] 18.8 18.6 18.2 17.6 16.7 ...
cb.lo ci.lo fit ci.up cb.up
1 17.3040639 18.5710821 18.674077 18.777072 20.044090
2 17.2192156 18.4035601 18.499835 18.596109 19.780454
3 16.9023341 18.0139650 18.104329 18.194692 19.306323
4 16.3613630 17.4028938 17.487559 17.572225 18.613755
5 15.6010462 16.5707034 16.649526 16.728349 17.698006
6 14.6215749 15.5174080 15.590230 15.663051 16.558884
7 13.4166033 14.2425306 14.309670 14.376809 15.202736
8 11.9867160 12.7609099 12.823844 12.886777 13.660971
9 10.9117535 11.6511132 11.711215 11.771317 12.510677
10 10.5018596 11.2046660 11.261797 11.318927 12.021734
11 10.3999108 11.0761397 11.131110 11.186080 11.862309
12 9.9135389 10.5621793 10.614907 10.667634 11.316275
13 8.8102731 9.4409219 9.492187 9.543452 10.174101
14 8.4259227 9.0369031 9.086569 9.136235 9.747216
15 7.4986972 8.0883914 8.136327 8.184263 8.773957
16 7.0431761 7.5833476 7.627258 7.671168 8.211339
17 6.6409731 7.1390555 7.179544 7.220033 7.718116
18 6.3022175 6.7775970 6.816240 6.854884 7.330263
19 6.2319693 6.6875333 6.724566 6.761598 7.217162
20 5.9053087 6.3479477 6.383930 6.419911 6.862550
21 5.4511673 5.8862346 5.921601 5.956967 6.392035
22 5.1423884 5.5689665 5.603643 5.638319 6.064897
23 5.0844858 5.4906288 5.523644 5.556659 5.962802
24 5.0129157 5.4105248 5.442846 5.475168 5.872777
25 4.8920000 5.2398549 5.268132 5.296409 5.644264
26 4.2685582 4.5917750 4.618049 4.644323 4.967540
27 3.7660165 4.0844834 4.110371 4.136259 4.454726
28 3.5132566 3.8221833 3.847296 3.872408 4.181335
29 3.4527782 3.7570252 3.781757 3.806489 4.110736
30 3.3413791 3.6357841 3.659716 3.683648 3.978053
31 3.1868492 3.4766561 3.500214 3.523772 3.813579
32 2.9173751 3.2029187 3.226130 3.249342 3.534886
33 2.5458812 2.8264309 2.849237 2.872042 3.152592
34 2.3534052 2.6149348 2.636194 2.657454 2.918984
35 2.3289107 2.5882932 2.609378 2.630463 2.889846
36 2.1920092 2.4473719 2.468130 2.488888 2.744251
37 2.0732746 2.3236873 2.344043 2.364399 2.614812
38 2.0430457 2.2901049 2.310188 2.330271 2.577331
39 1.9418605 2.1864732 2.206358 2.226242 2.470855
40 1.8300366 2.0724782 2.092186 2.111894 2.354336
41 1.6849127 1.9234042 1.942791 1.962178 2.200669
42 1.4215894 1.6575286 1.676708 1.695887 1.931826
43 1.3538770 1.5870443 1.605998 1.624952 1.858120
44 1.3384032 1.5677809 1.586427 1.605073 1.834451
45 1.2893327 1.5185183 1.537149 1.555779 1.784965
46 1.1334980 1.3619828 1.380556 1.399130 1.627614
47 1.0948830 1.3183697 1.336537 1.354704 1.578191
48 0.8803437 1.1033318 1.121458 1.139585 1.362573
49 0.8674344 1.0867732 1.104603 1.122433 1.341772
50 0.8110868 1.0268898 1.044432 1.061975 1.277778
51 0.8037018 1.0167022 1.034017 1.051332 1.264332
52 0.8063968 1.0169049 1.034017 1.051129 1.261637
53 0.8074137 1.0169813 1.034017 1.051053 1.260620
54 0.6507571 0.8597219 0.876708 0.893695 1.102660
55 0.6550100 0.8600416 0.876708 0.893375 1.098407
56 0.6538001 0.8599506 0.876708 0.893466 1.099617
57 0.4946430 0.7000553 0.716753 0.733451 0.938863
58 0.4949258 0.7000766 0.716753 0.733430 0.938581
59 0.4475823 0.6522326 0.668869 0.685504 0.890155
60 0.4054527 0.6109280 0.627631 0.644334 0.849809
61 0.4043171 0.6108426 0.627631 0.644419 0.850945
62 0.4027906 0.6107278 0.627631 0.644534 0.852471
63 0.4006750 0.6105688 0.627631 0.644693 0.854587
64 0.3977785 0.6103510 0.627631 0.644911 0.857483
65 0.2415443 0.4559086 0.473334 0.490760 0.705124
66 0.2367655 0.4555494 0.473334 0.491119 0.709903
67 0.1912923 0.4140113 0.432116 0.450221 0.672940
68 0.1845534 0.4111543 0.429575 0.447995 0.674596
69 0.1420809 0.3708881 0.389488 0.408087 0.636894
70 0.1398717 0.3707220 0.389488 0.408253 0.639104
71 0.1268787 0.3697452 0.389488 0.409230 0.652097
72 0.1122326 0.3593067 0.379391 0.399476 0.646550
73 0.0197500 0.2712561 0.291701 0.312146 0.563652
74 -0.0311824 0.2254782 0.246342 0.267206 0.523866
75 -0.0383966 0.2249359 0.246342 0.267748 0.531081
76 -0.1239207 0.1453868 0.167279 0.189170 0.458478
77 -0.1314083 0.1448239 0.167279 0.189733 0.465965
78 -0.1386687 0.1442780 0.167279 0.190279 0.473226
79 -0.1477881 0.1435925 0.167279 0.190965 0.482345
80 -0.1553998 0.1430202 0.167279 0.191537 0.489957
81 -0.1800027 0.1411706 0.167279 0.193387 0.514560
82 -0.1929261 0.1401991 0.167279 0.194358 0.527483
83 -0.2229019 0.1379455 0.167279 0.196612 0.557459
84 -0.2511077 0.1358251 0.167279 0.198732 0.585665
85 -0.2809727 0.1335799 0.167279 0.200977 0.615530
86 -0.3013056 0.1320513 0.167279 0.202506 0.635863
87 -0.3149742 0.1310237 0.167279 0.203533 0.649531
88 -0.3267942 0.1301351 0.167279 0.204422 0.661351
89 -0.3712355 0.1267941 0.167279 0.207763 0.705793
90 -0.4251671 0.1227396 0.167279 0.211818 0.759724
91 -0.4870517 0.1180872 0.167279 0.216470 0.821609
92 -0.4956278 0.1174425 0.167279 0.217115 0.830185
93 -0.5304513 0.1148245 0.167279 0.219733 0.865009
94 -0.5744909 0.1115137 0.167279 0.223043 0.909048
95 -0.6310037 0.1072652 0.167279 0.227292 0.965561
96 -0.6644532 0.1047505 0.167279 0.229807 0.999010
97 -0.6800713 0.1035764 0.167279 0.230981 1.014628
98 -0.7011428 0.1019923 0.167279 0.232565 1.035700
99 -0.7387302 0.0991665 0.167279 0.235391 1.073287
100 -0.7902807 0.0952910 0.167279 0.239266 1.124838
knots :
[1] -2.94401 -2.55000 -2.41300 -2.33800 -2.26000 -2.22200 -2.15500 -2.14000
[9] -1.98300 -1.93100 -1.88500 -1.86300 -1.83100 -1.81900 -1.81500 -1.80000
[17] -1.77700 -1.74800 -1.73800 -1.71700 -1.67000 -1.62400 -1.62300 -1.60400
[25] -1.48600 -1.48100 -1.47600 -1.45800 -1.44500 -1.43500 -1.41700 -1.39500
[33] -1.38700 -1.38100 -1.37000 -1.35900 -1.35700 -1.35300 -1.35200 -1.35100
[41] -1.33200 -1.33100 -1.32700 -1.31700 -1.30600 -1.27200 -1.26300 -1.24300
[49] -1.23900 -1.23400 -1.22900 -1.22400 -1.21200 -1.20300 -1.19700 -1.19600
[57] -1.18900 -1.18700 -1.17500 -1.17300 -1.16300 -1.14900 -1.12600 -1.11800
[65] -1.11500 -1.11200 -1.10000 -1.08200 -1.03300 -1.00700 -1.00100 -0.99300
[73] -0.99100 -0.98200 -0.97100 -0.96400 -0.95900 -0.95200 -0.94900 -0.94600
[81] -0.93600 -0.93400 -0.93000 -0.92900 -0.90700 -0.89800 -0.89000 -0.88500
[89] -0.87400 -0.87200 -0.84900 -0.82800 -0.82700 -0.81800 -0.81300 -0.81200
[97] -0.80600 -0.80400 -0.79700 -0.78800 -0.78300 -0.77600 -0.76700 -0.75800
[105] -0.74900 -0.74300 -0.73100 -0.72900 -0.72500 -0.70800 -0.70100 -0.69400
[113] -0.68900 -0.68000 -0.67700 -0.64700 -0.64400 -0.62400 -0.62200 -0.60600
[121] -0.59900 -0.58500 -0.58400 -0.57300 -0.56100 -0.55000 -0.54900 -0.54400
[129] -0.54000 -0.53800 -0.52000 -0.50600 -0.50500 -0.49300 -0.49200 -0.48400
[137] -0.47100 -0.44600 -0.44200 -0.43200 -0.42300 -0.42200 -0.42000 -0.41300
[145] -0.41000 -0.40700 -0.40600 -0.40500 -0.39900 -0.39300 -0.38700 -0.38200
[153] -0.37700 -0.37500 -0.36600 -0.36500 -0.36300 -0.35800 -0.34300 -0.33800
[161] -0.33700 -0.33200 -0.33000 -0.31900 -0.28200 -0.27000 -0.25300 -0.24900
[169] -0.24500 -0.24200 -0.22500 -0.21800 -0.21700 -0.19400 -0.17300 -0.16900
[177] -0.16200 -0.15900 -0.15400 -0.14500 -0.13700 -0.12900 -0.12700 -0.11200
[185] -0.09700 -0.08700 -0.07800 -0.05900 -0.05600 -0.04500 -0.04000 -0.03300
[193] -0.02700 -0.02300 -0.01500 -0.01300 -0.00300 0.00000 0.01500 0.02000
[201] 0.02200 0.02600 0.02800 0.03100 0.03300 0.04600 0.04700 0.05500
[209] 0.06200 0.06500 0.06700 0.06800 0.07000 0.07700 0.07900 0.08000
[217] 0.08300 0.08900 0.09100 0.09600 0.10100 0.10400 0.10600 0.11500
[225] 0.12200 0.12500 0.12600 0.13100 0.14000 0.14100 0.14900 0.18400
[233] 0.19000 0.19600 0.20700 0.21300 0.21500 0.22000 0.22500 0.23000
[241] 0.23400 0.23600 0.24200 0.24400 0.24600 0.24900 0.25000 0.25600
[249] 0.25900 0.27000 0.27500 0.28500 0.28900 0.29300 0.30200 0.30700
[257] 0.31600 0.32400 0.33100 0.33700 0.34400 0.35200 0.35300 0.35700
[265] 0.36800 0.37400 0.37500 0.38100 0.39000 0.39200 0.39900 0.40100
[273] 0.40400 0.40500 0.41600 0.41800 0.42200 0.42500 0.43000 0.43200
[281] 0.43300 0.43500 0.43600 0.44600 0.44900 0.45100 0.45300 0.46500
[289] 0.47000 0.47300 0.47800 0.48100 0.48700 0.49100 0.50000 0.50800
[297] 0.51200 0.52300 0.52500 0.52900 0.53800 0.54000 0.54200 0.54300
[305] 0.55700 0.56000 0.56800 0.57600 0.58100 0.58800 0.59500 0.60500
[313] 0.61100 0.61900 0.62000 0.62500 0.63700 0.64000 0.64700 0.64800
[321] 0.65300 0.66000 0.66100 0.66400 0.67000 0.68700 0.70300 0.70400
[329] 0.70700 0.71300 0.71600 0.71700 0.72000 0.72300 0.72500 0.73100
[337] 0.73800 0.74100 0.74300 0.76400 0.76700 0.78300 0.79100 0.79300
[345] 0.80500 0.81500 0.82500 0.83100 0.85100 0.86000 0.86200 0.87900
[353] 0.88300 0.90200 0.90600 0.92100 0.92600 0.92700 0.92800 0.93000
[361] 0.93600 0.94600 0.95000 0.95200 0.95800 0.96200 0.97000 0.97200
[369] 0.97300 0.97500 0.97800 0.98300 0.98400 0.99100 0.99200 1.00700
[377] 1.00900 1.01600 1.02300 1.03000 1.07600 1.07900 1.08900 1.09000
[385] 1.10900 1.11500 1.12100 1.12300 1.12700 1.13500 1.14400 1.15500
[393] 1.16100 1.16600 1.17800 1.18600 1.19800 1.20000 1.21900 1.23100
[401] 1.23600 1.24200 1.24400 1.25600 1.26400 1.27500 1.28100 1.29200
[409] 1.30100 1.31000 1.33100 1.34300 1.34500 1.36800 1.37800 1.38200
[417] 1.38400 1.38500 1.39000 1.39600 1.41700 1.42100 1.43800 1.44400
[425] 1.44900 1.45700 1.46300 1.47700 1.48500 1.48800 1.50700 1.51600
[433] 1.53400 1.54900 1.55600 1.55900 1.58000 1.58200 1.59500 1.59800
[441] 1.60400 1.60500 1.61800 1.63600 1.69000 1.69400 1.70200 1.71000
[449] 1.72200 1.75700 1.82800 1.84100 1.92800 1.93600 1.94400 1.98700
[457] 1.99500 2.02200 2.03400 2.06700 2.24300 2.27000 2.51800 2.51900
[465] 2.52600 2.59100 2.61300 2.78401
coef :
[1] 18.674077 18.457490 11.251332 11.251332 10.641966 9.249826 9.249826
[8] 8.263568 7.451816 6.766146 6.721517 6.721517 6.376592 6.250261
[15] 6.250261 6.250261 5.923483 5.661183 5.661183 5.587392 5.587392
[22] 5.455048 5.455048 5.439294 5.439294 4.387633 4.387633 4.243805
[29] 4.243805 4.096328 4.096328 4.096328 3.847296 3.847296 3.847296
[36] 3.847296 3.847296 3.847296 3.847296 3.847296 3.847296 3.847296
[43] 3.787366 3.787366 3.659716 3.659716 3.659716 3.659716 3.659716
[50] 3.659716 3.603141 3.500214 3.500214 3.500214 3.500214 3.500214
[57] 3.500214 3.500214 3.500214 3.500214 3.226130 3.226130 3.226130
[64] 2.966875 2.966875 2.966875 2.966875 2.830167 2.636030 2.636030
[71] 2.609378 2.609378 2.609378 2.609378 2.609378 2.609378 2.609378
[78] 2.575509 2.531240 2.531240 2.531240 2.531240 2.531240 2.531240
[85] 2.443308 2.443308 2.443308 2.443308 2.443308 2.443308 2.310188
[92] 2.310188 2.310188 2.310188 2.310188 2.310188 2.310188 2.310188
[99] 2.310188 2.310188 2.310188 2.206358 2.206358 2.206358 2.206358
[106] 2.206358 2.206358 2.206358 2.092186 2.092186 2.092186 2.092186
[113] 2.092186 2.092186 2.092186 2.092186 1.942791 1.942791 1.942791
[120] 1.942791 1.942791 1.942791 1.841282 1.773343 1.605998 1.605998
[127] 1.605998 1.605998 1.605998 1.605998 1.605998 1.605998 1.605998
[134] 1.586427 1.586427 1.586427 1.586427 1.586427 1.586427 1.586427
[141] 1.586427 1.576690 1.569958 1.537149 1.537149 1.537149 1.537149
[148] 1.537149 1.537149 1.537149 1.537149 1.537149 1.537149 1.537149
[155] 1.380556 1.380556 1.380556 1.380556 1.380556 1.380556 1.380556
[162] 1.380556 1.336537 1.336537 1.336537 1.336537 1.336537 1.336537
[169] 1.336537 1.336537 1.121458 1.121458 1.121458 1.121458 1.121458
[176] 1.121458 1.097457 1.097457 1.097457 1.097457 1.097457 1.097457
[183] 1.097457 1.066952 1.034017 1.034017 1.034017 1.034017 1.034017
[190] 1.034017 1.034017 1.034017 1.034017 1.034017 1.034017 1.034017
[197] 1.034017 1.034017 1.034017 1.034017 1.034017 1.034017 1.034017
[204] 1.034017 1.034017 1.034017 1.034017 1.034017 1.034017 1.034017
[211] 1.034017 1.034017 1.034017 1.034017 1.034017 1.034017 1.034017
[218] 1.034017 1.034017 0.953688 0.953688 0.953688 0.953688 0.876708
[225] 0.876708 0.876708 0.876708 0.876708 0.876708 0.876708 0.876708
[232] 0.876708 0.876708 0.876708 0.876708 0.876708 0.876708 0.876708
[239] 0.876708 0.876708 0.876708 0.876708 0.876708 0.876708 0.876708
[246] 0.876708 0.876708 0.749533 0.749533 0.749533 0.749533 0.749533
[253] 0.749533 0.716753 0.716753 0.716753 0.716753 0.716753 0.716753
[260] 0.716753 0.716753 0.716753 0.716753 0.716753 0.716753 0.716753
[267] 0.716753 0.668869 0.668869 0.668869 0.668869 0.668869 0.668869
[274] 0.668869 0.668869 0.668869 0.668869 0.627631 0.627631 0.627631
[281] 0.627631 0.627631 0.627631 0.627631 0.627631 0.627631 0.627631
[288] 0.627631 0.627631 0.627631 0.627631 0.627631 0.627631 0.627631
[295] 0.627631 0.627631 0.627631 0.627631 0.627631 0.627631 0.627631
[302] 0.627631 0.627631 0.627631 0.627631 0.627631 0.627631 0.627631
[309] 0.627631 0.627631 0.627631 0.627631 0.627631 0.627631 0.627631
[316] 0.627631 0.627631 0.627631 0.627631 0.627631 0.627631 0.627631
[323] 0.627631 0.627631 0.627631 0.627631 0.627631 0.627631 0.572263
[330] 0.572263 0.572263 0.572263 0.572263 0.572263 0.572263 0.572263
[337] 0.473334 0.473334 0.473334 0.473334 0.473334 0.473334 0.473334
[344] 0.473334 0.473334 0.473334 0.473334 0.473334 0.473334 0.473334
[351] 0.473334 0.429575 0.429575 0.429575 0.429575 0.429575 0.429575
[358] 0.429575 0.429575 0.429575 0.429575 0.429575 0.429575 0.429575
[365] 0.429575 0.429575 0.429575 0.429575 0.429575 0.429575 0.389488
[372] 0.389488 0.389488 0.389488 0.389488 0.389488 0.389488 0.389488
[379] 0.389488 0.389488 0.389488 0.389488 0.389488 0.389488 0.389488
[386] 0.389488 0.389488 0.389488 0.389488 0.389488 0.389488 0.389488
[393] 0.389488 0.389488 0.291701 0.291701 0.291701 0.291701 0.291701
[400] 0.291701 0.291701 0.291701 0.291701 0.291701 0.291701 0.246342
[407] 0.246342 0.246342 0.246342 0.246342 0.246342 0.246342 0.246342
[414] 0.246342 0.246342 0.246342 0.246342 0.167279 0.167279 0.167279
[421] 0.167279 0.167279 0.167279 0.167279 0.167279 0.167279 0.167279
[428] 0.167279 0.167279 0.167279 0.167279 0.167279 0.167279 0.167279
[435] 0.167279 0.167279 0.167279 0.167279 0.167279 0.167279 0.167279
[442] 0.167279 0.167279 0.167279 0.167279 0.167279 0.167279 0.167279
[449] 0.167279 0.167279 0.167279 0.167279 0.167279 0.167279 0.167279
[456] 0.167279 0.167279 0.167279 0.167279 0.167279 0.167279 0.167279
[463] 0.167279 0.167279 0.167279 0.167279 0.167279 0.167279 0.167279
> 1 - sum(cxyI $ resid ^ 2) / sum((y - mean(y))^2) # R^2 = 96.56%
[1] 0.965714
> plot(x,y, cex = 3/4, main = "Artificial (x,y), N=500 : `interpolating' cobs()")
> lines(xx, exp(-xx), type = "l", col = "gray40")
> lines(cxyI$z, cxyI$fit, col = "red")
>
> system.time(cxyS <- cobs(x,y, "decrease", lambda = -1, lstart = 7872))
Searching for optimal lambda. This may take a while.
While you are waiting, here is something you can consider
to speed up the process:
(a) Use a smaller number of knots;
(b) Increase `factor' to 2 or 3;
(c) Set lambda==0 to exclude the penalty term.
N[rq,L1]= (500, 1); ([ei]qc= 0,58, vars=22)
LAMBDA will be updated; (tau,lam)= (0.5, -1):
[1] 9.95 0.04 10.04 0.00 0.00
> ## somewhat < 2 sec. (Pent. III, 700 MHz)
> summaryCobs(cxyS)
List of 15
$ coef : num [1:22] 17.49 7.77 3.83 3.05 2.41 ...
$ fit : num [1:100] 17.5 16.7 16.0 15.3 14.6 ...
$ resid : num [1:500] 1.19e+00 4.12e-01 -3.55e-15 4.46e-01 -6.41e-01 ...
$ z : num [1:100] -2.94 -2.89 -2.83 -2.77 -2.71 ...
$ knots : num [1:20] -2.944 -1.486 -1.234 -0.982 -0.797 ...
$ ifl : num 1
$ icyc : Named int [1:2] 1 1070
..- attr(*, "names")= chr [1:2] "icyc" "tot.cyc"
$ k : num 14
$ lambda : num 1.25
$ pp.lambda: num [1:370] 7872 142 141 141 140 ...
$ sic : num [1:370] -0.465 -0.753 -0.756 -0.760 -0.760 ...
$ cb.lo : num [1:100] 16.9 16.1 15.4 14.8 14.1 ...
$ cb.up : num [1:100] 18.1 17.3 16.5 15.8 15.0 ...
$ ci.lo : num [1:100] 17.3 16.5 15.8 15.1 14.4 ...
$ ci.up : num [1:100] 17.7 16.9 16.2 15.4 14.7 ...
cb.lo ci.lo fit ci.up cb.up
1 16.86886510 1.72654e+01 17.487516 17.709657 18.106166
2 16.14880034 1.65188e+01 16.726027 16.933294 17.303253
3 15.44642908 1.57913e+01 15.984589 16.177828 16.522749
4 14.76174283 1.50831e+01 15.263203 15.443264 15.764663
5 14.09473753 1.43941e+01 14.561868 14.729603 15.028999
6 13.44541569 1.37243e+01 13.880585 14.036843 14.315754
7 12.81378896 1.30737e+01 13.219353 13.364980 13.624916
8 12.19988128 1.24423e+01 12.578172 12.714006 12.956462
9 11.60373249 1.18302e+01 11.957042 12.083907 12.310352
10 11.02540204 1.12373e+01 11.355964 11.474661 11.686526
11 10.46497264 1.06636e+01 10.774938 10.886238 11.084902
12 9.92255310 1.01093e+01 10.213962 10.318600 10.505371
13 9.39827988 9.57438e+00 9.673038 9.771697 9.947796
14 8.89231670 9.05886e+00 9.152165 9.245470 9.412014
15 8.40485167 8.56284e+00 8.651344 8.739853 8.897837
16 7.93609199 8.08638e+00 8.170574 8.254771 8.405056
17 7.48625626 7.62957e+00 7.709856 7.790144 7.933455
18 7.05556511 7.19248e+00 7.269188 7.345895 7.482812
19 6.64423079 6.77520e+00 6.848572 6.921946 7.052914
20 6.25244622 6.37779e+00 6.448008 6.518229 6.643570
21 5.88037404 6.00030e+00 6.067495 6.134685 6.254615
22 5.52813512 5.64280e+00 5.707033 5.771270 5.885931
23 5.19579619 5.30528e+00 5.366622 5.427962 5.537449
24 4.88335526 4.98777e+00 5.046263 5.104759 5.209171
25 4.59072383 4.69022e+00 4.745955 4.801695 4.901187
26 4.31770511 4.41256e+00 4.465699 4.518840 4.613693
27 4.06395150 4.15467e+00 4.205494 4.256318 4.347036
28 3.82942926 3.91654e+00 3.965340 4.014142 4.101251
29 3.61439956 3.69826e+00 3.745238 3.792218 3.876076
30 3.41895417 3.49986e+00 3.545187 3.590514 3.671419
31 3.24120496 3.31954e+00 3.363423 3.407308 3.485641
32 3.06782853 3.14398e+00 3.186646 3.229311 3.305464
33 2.89641369 2.97057e+00 3.012117 3.053663 3.127820
34 2.72713452 2.79937e+00 2.839834 2.880302 2.952534
35 2.56000364 2.63042e+00 2.669870 2.709320 2.779737
36 2.40511694 2.47399e+00 2.512581 2.551169 2.620045
37 2.26995790 2.33750e+00 2.375344 2.413185 2.480729
38 2.15458523 2.22097e+00 2.258157 2.295348 2.361730
39 2.04792704 2.11338e+00 2.150049 2.186718 2.252170
40 1.93379516 1.99839e+00 2.034584 2.070774 2.135373
41 1.81220953 1.87591e+00 1.911603 1.947293 2.010997
42 1.68368897 1.74652e+00 1.781720 1.816920 1.879751
43 1.56640137 1.62851e+00 1.663305 1.698100 1.760208
44 1.46908252 1.53052e+00 1.564941 1.599361 1.660800
45 1.39151882 1.45235e+00 1.486430 1.520511 1.581342
46 1.31615521 1.37651e+00 1.410321 1.444134 1.504488
47 1.23193423 1.29180e+00 1.325344 1.358885 1.418753
48 1.13888448 1.19824e+00 1.231497 1.264752 1.324110
49 1.04774630 1.10666e+00 1.139672 1.172681 1.231598
50 0.97653547 1.03493e+00 1.067646 1.100362 1.158757
51 0.92569594 9.83364e-01 1.015672 1.047980 1.105647
52 0.89483715 9.51637e-01 0.983458 1.015280 1.072079
53 0.87050607 9.26596e-01 0.958021 0.989445 1.045535
54 0.84456949 9.00188e-01 0.931347 0.962507 1.018125
55 0.80293793 8.58232e-01 0.889210 0.920188 0.975482
56 0.74118005 7.96198e-01 0.827021 0.857845 0.912863
57 0.66951597 7.24370e-01 0.755102 0.785834 0.840689
58 0.60836515 6.63100e-01 0.693765 0.724430 0.779165
59 0.55847980 6.13144e-01 0.643770 0.674395 0.729060
60 0.52559097 5.80407e-01 0.611118 0.641828 0.696645
61 0.51062040 5.65837e-01 0.596771 0.627706 0.682922
62 0.50220352 5.57935e-01 0.589158 0.620381 0.676112
63 0.49829872 5.54608e-01 0.586155 0.617701 0.674010
64 0.48839576 5.45427e-01 0.577379 0.609330 0.666362
65 0.45841670 5.16240e-01 0.548636 0.581031 0.638854
66 0.40898803 4.67714e-01 0.500615 0.533516 0.592243
67 0.36466873 4.24459e-01 0.457956 0.491453 0.551244
68 0.33736117 3.98299e-01 0.432438 0.466578 0.527515
69 0.32560272 3.87854e-01 0.422730 0.457606 0.519857
70 0.30842094 3.72168e-01 0.407882 0.443595 0.507342
71 0.27873863 3.44073e-01 0.380676 0.417278 0.482612
72 0.23642671 3.03522e-01 0.341112 0.378701 0.445796
73 0.19006807 2.59216e-01 0.297955 0.336695 0.405843
74 0.14989081 2.21274e-01 0.261266 0.301258 0.372641
75 0.11589542 1.89704e-01 0.231055 0.272406 0.346215
76 0.08781949 1.64401e-01 0.207305 0.250209 0.326790
77 0.06482627 1.44606e-01 0.189302 0.233998 0.313778
78 0.04670040 1.30006e-01 0.176678 0.223350 0.306656
79 0.03339294 1.20584e-01 0.169432 0.218280 0.305471
80 0.02460687 1.16191e-01 0.167501 0.218810 0.310395
81 0.01706904 1.13485e-01 0.167501 0.221517 0.317933
82 0.00924332 1.10675e-01 0.167501 0.224327 0.325758
83 0.00129650 1.07821e-01 0.167501 0.227181 0.333705
84 -0.00673005 1.04939e-01 0.167501 0.230063 0.341732
85 -0.01489340 1.02008e-01 0.167501 0.232994 0.349895
86 -0.02332793 9.89792e-02 0.167501 0.236023 0.358330
87 -0.03222785 9.57835e-02 0.167501 0.239218 0.367230
88 -0.04183147 9.23351e-02 0.167501 0.242667 0.376833
89 -0.05240574 8.85381e-02 0.167501 0.246464 0.387407
90 -0.06423044 8.42922e-02 0.167501 0.250710 0.399232
91 -0.07758272 7.94977e-02 0.167501 0.255504 0.412584
92 -0.09272290 7.40613e-02 0.167501 0.260940 0.427725
93 -0.10988301 6.78995e-02 0.167501 0.267102 0.444885
94 -0.12925929 6.09420e-02 0.167501 0.274060 0.464261
95 -0.15100885 5.31323e-02 0.167501 0.281869 0.486011
96 -0.17525030 4.44278e-02 0.167501 0.290574 0.510252
97 -0.20206736 3.47985e-02 0.167501 0.300203 0.537069
98 -0.23151416 2.42249e-02 0.167501 0.310777 0.566516
99 -0.26362121 1.26961e-02 0.167501 0.322306 0.598623
100 -0.29840110 2.07582e-04 0.167501 0.334794 0.633403
knots :
[1] -2.944 -1.486 -1.234 -0.982 -0.797 -0.584 -0.405 -0.217 -0.003 0.104
[11] 0.249 0.399 0.500 0.648 0.805 0.973 1.166 1.385 1.618 2.784
coef :
[1] 17.487517 7.766672 3.832438 3.053247 2.414598 2.053456 1.604030
[8] 1.380008 1.034509 0.964355 0.908391 0.714771 0.612579 0.586520
[15] 0.585681 0.431973 0.416510 0.252096 0.167501 0.167501 0.167501
[22] 5.989737
lambda SIC
[1,] 7.87200e+03 -0.464531
[2,] 1.41875e+02 -0.752861
[3,] 1.41442e+02 -0.756253
[4,] 1.40596e+02 -0.759582
[5,] 1.40311e+02 -0.759859
[6,] 1.39255e+02 -0.762147
[7,] 1.38858e+02 -0.763260
[8,] 1.38205e+02 -0.763335
[9,] 1.38001e+02 -0.764244
[10,] 1.37356e+02 -0.773178
[11,] 1.36512e+02 -0.773217
[12,] 1.36268e+02 -0.773258
[13,] 1.35847e+02 -0.773370
[14,] 1.35611e+02 -0.775231
[15,] 1.35094e+02 -0.775320
[16,] 1.34722e+02 -0.776705
[17,] 1.34374e+02 -0.776763
[18,] 1.33840e+02 -0.782517
[19,] 1.32641e+02 -0.783604
[20,] 1.32285e+02 -0.784373
[21,] 1.32041e+02 -0.796525
[22,] 1.31215e+02 -0.800239
[23,] 1.30718e+02 -0.801136
[24,] 1.29689e+02 -0.802957
[25,] 1.29147e+02 -0.807368
[26,] 1.28494e+02 -0.813133
[27,] 1.28051e+02 -0.814476
[28,] 1.27208e+02 -0.816494
[29,] 1.26805e+02 -0.817147
[30,] 1.26132e+02 -0.817264
[31,] 1.24931e+02 -0.817323
[32,] 1.23482e+02 -0.817737
[33,] 1.23233e+02 -0.822298
[34,] 1.22569e+02 -0.825943
[35,] 1.21927e+02 -0.828841
[36,] 1.21108e+02 -0.832944
[37,] 1.20582e+02 -0.836329
[38,] 1.20203e+02 -0.836814
[39,] 1.19670e+02 -0.837313
[40,] 1.19198e+02 -0.837684
[41,] 1.18624e+02 -0.838782
[42,] 1.18054e+02 -0.845799
[43,] 1.17666e+02 -0.847185
[44,] 1.17373e+02 -0.847673
[45,] 1.16075e+02 -0.848854
[46,] 1.15391e+02 -0.852532
[47,] 1.14831e+02 -0.854878
[48,] 1.14004e+02 -0.858716
[49,] 1.13155e+02 -0.861823
[50,] 1.12049e+02 -0.863015
[51,] 1.11521e+02 -0.864419
[52,] 1.10964e+02 -0.868981
[53,] 1.10821e+02 -0.869306
[54,] 1.09900e+02 -0.872743
[55,] 1.09748e+02 -0.873552
[56,] 1.08948e+02 -0.875848
[57,] 1.08444e+02 -0.876506
[58,] 1.07327e+02 -0.877326
[59,] 1.05842e+02 -0.882643
[60,] 1.04731e+02 -0.885049
[61,] 1.04279e+02 -0.886020
[62,] 1.03708e+02 -0.887228
[63,] 1.03029e+02 -0.888812
[64,] 1.02735e+02 -0.889078
[65,] 1.02497e+02 -0.895613
[66,] 1.02268e+02 -0.897062
[67,] 1.00772e+02 -0.899169
[68,] 1.00275e+02 -0.901135
[69,] 9.99023e+01 -0.901574
[70,] 9.86285e+01 -0.901654
[71,] 9.69102e+01 -0.902661
[72,] 9.67808e+01 -0.906446
[73,] 9.65522e+01 -0.908658
[74,] 9.49452e+01 -0.912402
[75,] 9.31402e+01 -0.916792
[76,] 9.29642e+01 -0.920481
[77,] 9.27330e+01 -0.921175
[78,] 8.91438e+01 -0.922377
[79,] 8.80470e+01 -0.916343
[80,] 8.68007e+01 -0.917198
[81,] 8.56842e+01 -0.920478
[82,] 8.55400e+01 -0.921349
[83,] 8.49767e+01 -0.922037
[84,] 8.42622e+01 -0.923450
[85,] 8.30409e+01 -0.925463
[86,] 8.16893e+01 -0.926300
[87,] 8.11221e+01 -0.927475
[88,] 8.07305e+01 -0.928621
[89,] 8.05148e+01 -0.928881
[90,] 7.94171e+01 -0.929043
[91,] 7.83463e+01 -0.929285
[92,] 7.81019e+01 -0.930531
[93,] 7.77425e+01 -0.931623
[94,] 7.70952e+01 -0.933969
[95,] 7.67214e+01 -0.939745
[96,] 7.62229e+01 -0.940004
[97,] 7.56205e+01 -0.941502
[98,] 7.46298e+01 -0.941986
[99,] 7.36677e+01 -0.942160
[100,] 7.33104e+01 -0.942600
[101,] 7.30233e+01 -0.942731
[102,] 7.27874e+01 -0.942961
[103,] 7.10764e+01 -0.943457
[104,] 6.95036e+01 -0.944610
[105,] 6.91147e+01 -0.945403
[106,] 6.87247e+01 -0.949085
[107,] 6.69840e+01 -0.951988
[108,] 6.65864e+01 -0.953414
[109,] 6.59744e+01 -0.957451
[110,] 6.51084e+01 -0.957528
[111,] 6.48993e+01 -0.960201
[112,] 6.35530e+01 -0.960365
[113,] 6.24645e+01 -0.961027
[114,] 6.20618e+01 -0.963884
[115,] 6.19262e+01 -0.968016
[116,] 6.18311e+01 -0.969078
[117,] 6.03162e+01 -0.972353
[118,] 5.89179e+01 -0.974567
[119,] 5.87681e+01 -0.978205
[120,] 5.80864e+01 -0.978827
[121,] 5.77238e+01 -0.979518
[122,] 5.76497e+01 -0.986478
[123,] 5.73836e+01 -0.987266
[124,] 5.68281e+01 -0.987296
[125,] 5.63997e+01 -0.991790
[126,] 5.56793e+01 -0.987586
[127,] 5.55328e+01 -0.990422
[128,] 5.52938e+01 -0.992422
[129,] 5.48794e+01 -0.992916
[130,] 5.34797e+01 -0.996486
[131,] 5.34039e+01 -0.999279
[132,] 5.27137e+01 -1.007227
[133,] 5.21383e+01 -1.013141
[134,] 5.20042e+01 -1.016657
[135,] 5.17971e+01 -1.020663
[136,] 5.12759e+01 -1.026850
[137,] 5.08124e+01 -1.033276
[138,] 5.05775e+01 -1.033382
[139,] 5.02918e+01 -1.034912
[140,] 4.98714e+01 -1.036695
[141,] 4.93565e+01 -1.038029
[142,] 4.91999e+01 -1.033305
[143,] 4.90721e+01 -1.037802
[144,] 4.86565e+01 -1.038051
[145,] 4.85205e+01 -1.038474
[146,] 4.84442e+01 -1.040025
[147,] 4.82615e+01 -1.041364
[148,] 4.80747e+01 -1.044121
[149,] 4.79395e+01 -1.045496
[150,] 4.75563e+01 -1.049781
[151,] 4.73262e+01 -1.053595
[152,] 4.72307e+01 -1.061054
[153,] 4.70154e+01 -1.062769
[154,] 4.64700e+01 -1.068414
[155,] 4.58013e+01 -1.068547
[156,] 4.54358e+01 -1.068725
[157,] 4.53444e+01 -1.072284
[158,] 4.52137e+01 -1.072302
[159,] 4.51605e+01 -1.072317
[160,] 4.50885e+01 -1.073591
[161,] 4.45855e+01 -1.075943
[162,] 4.40232e+01 -1.076692
[163,] 4.37600e+01 -1.078686
[164,] 4.35051e+01 -1.079590
[165,] 4.29637e+01 -1.079992
[166,] 4.28554e+01 -1.082485
[167,] 4.22743e+01 -1.088847
[168,] 4.19582e+01 -1.089677
[169,] 4.17968e+01 -1.090214
[170,] 4.16175e+01 -1.092133
[171,] 4.15307e+01 -1.092313
[172,] 4.13728e+01 -1.092544
[173,] 4.10133e+01 -1.103534
[174,] 4.07302e+01 -1.097705
[175,] 4.06755e+01 -1.097829
[176,] 4.00584e+01 -1.103266
[177,] 3.93125e+01 -1.107695
[178,] 3.87253e+01 -1.108650
[179,] 3.86572e+01 -1.109723
[180,] 3.82957e+01 -1.111314
[181,] 3.79122e+01 -1.107312
[182,] 3.73557e+01 -1.110072
[183,] 3.73075e+01 -1.111826
[184,] 3.70393e+01 -1.113949
[185,] 3.63822e+01 -1.115991
[186,] 3.62566e+01 -1.110746
[187,] 3.61159e+01 -1.112788
[188,] 3.60146e+01 -1.119858
[189,] 3.50548e+01 -1.122224
[190,] 3.49026e+01 -1.126360
[191,] 3.46168e+01 -1.126409
[192,] 3.42379e+01 -1.133019
[193,] 3.39788e+01 -1.133193
[194,] 3.39139e+01 -1.128806
[195,] 3.37992e+01 -1.129197
[196,] 3.31188e+01 -1.129535
[197,] 3.26153e+01 -1.134954
[198,] 3.23065e+01 -1.142052
[199,] 3.17656e+01 -1.142939
[200,] 3.11035e+01 -1.143194
[201,] 3.08903e+01 -1.143259
[202,] 3.06734e+01 -1.139475
[203,] 3.06399e+01 -1.141124
[204,] 3.03907e+01 -1.141153
[205,] 3.02014e+01 -1.141715
[206,] 2.99572e+01 -1.141807
[207,] 2.98604e+01 -1.142882
[208,] 2.96157e+01 -1.142975
[209,] 2.95072e+01 -1.143561
[210,] 2.86526e+01 -1.143751
[211,] 2.82884e+01 -1.144762
[212,] 2.80593e+01 -1.144916
[213,] 2.78869e+01 -1.148113
[214,] 2.77608e+01 -1.148284
[215,] 2.76487e+01 -1.149922
[216,] 2.69968e+01 -1.150844
[217,] 2.67599e+01 -1.152794
[218,] 2.63397e+01 -1.154286
[219,] 2.62647e+01 -1.154504
[220,] 2.61887e+01 -1.156596
[221,] 2.61106e+01 -1.156874
[222,] 2.52692e+01 -1.154273
[223,] 2.51696e+01 -1.155011
[224,] 2.51287e+01 -1.155013
[225,] 2.48154e+01 -1.155015
[226,] 2.44724e+01 -1.158047
[227,] 2.43720e+01 -1.159143
[228,] 2.42825e+01 -1.153229
[229,] 2.42211e+01 -1.155668
[230,] 2.41770e+01 -1.157213
[231,] 2.34433e+01 -1.158988
[232,] 2.30463e+01 -1.161087
[233,] 2.28505e+01 -1.165717
[234,] 2.27006e+01 -1.168013
[235,] 2.25530e+01 -1.169000
[236,] 2.24998e+01 -1.173004
[237,] 2.23446e+01 -1.173024
[238,] 2.22625e+01 -1.180413
[239,] 2.19894e+01 -1.180983
[240,] 2.17847e+01 -1.182353
[241,] 2.16877e+01 -1.183176
[242,] 2.13999e+01 -1.183822
[243,] 2.13587e+01 -1.183899
[244,] 2.12481e+01 -1.183434
[245,] 2.10880e+01 -1.185892
[246,] 2.08919e+01 -1.187601
[247,] 2.05957e+01 -1.188027
[248,] 2.00669e+01 -1.189864
[249,] 1.93641e+01 -1.192748
[250,] 1.92588e+01 -1.193384
[251,] 1.92266e+01 -1.194078
[252,] 1.88375e+01 -1.194268
[253,] 1.85852e+01 -1.195488
[254,] 1.83704e+01 -1.195730
[255,] 1.79646e+01 -1.196581
[256,] 1.75183e+01 -1.198984
[257,] 1.71257e+01 -1.199513
[258,] 1.70565e+01 -1.199671
[259,] 1.66112e+01 -1.200907
[260,] 1.59874e+01 -1.201630
[261,] 1.56295e+01 -1.210179
[262,] 1.52185e+01 -1.217998
[263,] 1.50510e+01 -1.220867
[264,] 1.42202e+01 -1.223911
[265,] 1.41775e+01 -1.224250
[266,] 1.40247e+01 -1.224492
[267,] 1.35234e+01 -1.219895
[268,] 1.30323e+01 -1.221778
[269,] 1.26382e+01 -1.222183
[270,] 1.24886e+01 -1.223540
[271,] 1.23285e+01 -1.225578
[272,] 1.17606e+01 -1.226452
[273,] 1.16863e+01 -1.227122
[274,] 1.16379e+01 -1.230397
[275,] 1.15021e+01 -1.232847
[276,] 1.12247e+01 -1.239695
[277,] 1.09029e+01 -1.240604
[278,] 1.07332e+01 -1.240784
[279,] 1.07099e+01 -1.244046
[280,] 1.03654e+01 -1.244492
[281,] 1.02259e+01 -1.244633
[282,] 1.00996e+01 -1.244700
[283,] 9.75394e+00 -1.247360
[284,] 9.44187e+00 -1.247739
[285,] 9.16891e+00 -1.249713
[286,] 9.01700e+00 -1.244600
[287,] 8.83667e+00 -1.245256
[288,] 8.46042e+00 -1.247837
[289,] 8.38730e+00 -1.251303
[290,] 8.33734e+00 -1.251324
[291,] 8.31792e+00 -1.262368
[292,] 8.20130e+00 -1.263834
[293,] 8.14610e+00 -1.264658
[294,] 7.74783e+00 -1.265589
[295,] 7.73595e+00 -1.266285
[296,] 7.71643e+00 -1.266856
[297,] 7.34349e+00 -1.267198
[298,] 7.11341e+00 -1.267849
[299,] 6.63848e+00 -1.270305
[300,] 6.53526e+00 -1.271205
[301,] 6.37111e+00 -1.279017
[302,] 6.08745e+00 -1.279146
[303,] 5.60808e+00 -1.281949
[304,] 5.49263e+00 -1.283508
[305,] 5.40902e+00 -1.278153
[306,] 4.95331e+00 -1.279673
[307,] 4.47826e+00 -1.280155
[308,] 4.20427e+00 -1.275084
[309,] 3.71419e+00 -1.276226
[310,] 3.65615e+00 -1.277137
[311,] 3.55538e+00 -1.273563
[312,] 3.47642e+00 -1.268085
[313,] 3.45733e+00 -1.268512
[314,] 3.44773e+00 -1.269034
[315,] 3.38330e+00 -1.272140
[316,] 3.25076e+00 -1.274367
[317,] 3.12494e+00 -1.274488
[318,] 2.96474e+00 -1.274910
[319,] 2.93417e+00 -1.275208
[320,] 2.86281e+00 -1.275390
[321,] 2.79680e+00 -1.275686
[322,] 2.63434e+00 -1.275939
[323,] 2.57784e+00 -1.282357
[324,] 2.57073e+00 -1.283656
[325,] 2.44004e+00 -1.285157
[326,] 2.39090e+00 -1.283047
[327,] 2.38693e+00 -1.283270
[328,] 2.31335e+00 -1.283875
[329,] 2.20108e+00 -1.284845
[330,] 2.18824e+00 -1.287723
[331,] 1.89031e+00 -1.287758
[332,] 1.88128e+00 -1.289233
[333,] 1.84907e+00 -1.283290
[334,] 1.77092e+00 -1.283580
[335,] 1.76779e+00 -1.284130
[336,] 1.69672e+00 -1.288769
[337,] 1.67411e+00 -1.293107
[338,] 1.66738e+00 -1.300183
[339,] 1.64981e+00 -1.302175
[340,] 1.57360e+00 -1.302245
[341,] 1.56587e+00 -1.303815
[342,] 1.55668e+00 -1.304220
[343,] 1.37748e+00 -1.305147
[344,] 1.25278e+00 -1.305174
[345,] 1.20572e+00 -1.299056
[346,] 1.11800e+00 -1.299065
[347,] 1.06183e+00 -1.299221
[348,] 9.84479e-01 -1.299612
[349,] 9.77064e-01 -1.299931
[350,] 9.10483e-01 -1.300019
[351,] 8.77807e-01 -1.300475
[352,] 7.86786e-01 -1.301857
[353,] 7.63305e-01 -1.302086
[354,] 7.59220e-01 -1.296394
[355,] 7.39144e-01 -1.296437
[356,] 7.28656e-01 -1.296468
[357,] 7.16221e-01 -1.296991
[358,] 7.14409e-01 -1.292828
[359,] 6.73198e-01 -1.292960
[360,] 6.58719e-01 -1.293785
[361,] 5.97674e-01 -1.296050
[362,] 5.84876e-01 -1.296712
[363,] 5.60329e-01 -1.297635
[364,] 4.53082e-01 -1.297757
[365,] 2.80723e-01 -1.298157
[366,] 4.18422e-02 -1.292049
[367,] 4.02638e-02 -1.285910
[368,] 3.06328e-02 -1.286111
[369,] 1.47745e-02 -1.279897
[370,] 8.21609e-03 -1.279897
> R2 <- 1 - sum(cxyS $ resid ^ 2) / sum((y - mean(y))^2)
> R2 # R^2 = 96.3%
[1] 0.962757
>
> plot(x,y, cex = 3/4, main = "Artificial (x,y), N=500 : cobs(*, lambda = -1)")
> mtext(substitute(R^2 == r2 * "%", list(r2 = round(100*R2,1))))
> lines(xx, exp(-xx), type = "l", col = "gray40")
> lines(cxyS$z, cxyS$fit, col = "red")
>
> ## Show print-monitoring :
>
> cxyS <- cobs(x,y, "decrease", lambda = -1, trace = 2, lstart = 7872)
Searching for optimal lambda. This may take a while.
While you are waiting, here is something you can consider
to speed up the process:
(a) Use a smaller number of knots;
(b) Increase `factor' to 2 or 3;
(c) Set lambda==0 to exclude the penalty term.
dcrqL1lt(): N[rq,L1]= (500, 1); ([ei]qc= 0,58, vars=22)
LAMBDA will be updated; (tau,lam)= (0.5, -1):
after setup() & newpen(): ifl = 0 (a|cg)mag = (7872, 317.837)
search used icyc = 52 iter.; ifl =1; NLT: LAMBDA = 152.721
after setup() & newpen(): ifl = 0 (a|cg)mag = (152.721, 317.837)
search used icyc = 47 iter.; ifl =1; NLT: LAMBDA = 152.094
after setup() & newpen(): ifl = 0 (a|cg)mag = (152.094, 317.837)
search used icyc = 6 iter.; ifl =1; NLT: LAMBDA = 148.389
after setup() & newpen(): ifl = 0 (a|cg)mag = (148.389, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 147.74
after setup() & newpen(): ifl = 0 (a|cg)mag = (147.74, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 147.261
after setup() & newpen(): ifl = 0 (a|cg)mag = (147.261, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 146.42
after setup() & newpen(): ifl = 0 (a|cg)mag = (146.42, 317.837)
search used icyc = 6 iter.; ifl =1; NLT: LAMBDA = 145.013
after setup() & newpen(): ifl = 0 (a|cg)mag = (145.013, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 144.726
after setup() & newpen(): ifl = 0 (a|cg)mag = (144.726, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 144.357
after setup() & newpen(): ifl = 0 (a|cg)mag = (144.357, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 143.854
after setup() & newpen(): ifl = 0 (a|cg)mag = (143.854, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 143.457
after setup() & newpen(): ifl = 0 (a|cg)mag = (143.457, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 143.241
after setup() & newpen(): ifl = 0 (a|cg)mag = (143.241, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 142.392
after setup() & newpen(): ifl = 0 (a|cg)mag = (142.392, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 141.659
after setup() & newpen(): ifl = 0 (a|cg)mag = (141.659, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 141.301
after setup() & newpen(): ifl = 0 (a|cg)mag = (141.301, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 140.455
after setup() & newpen(): ifl = 0 (a|cg)mag = (140.455, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 140.171
after setup() & newpen(): ifl = 0 (a|cg)mag = (140.171, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 139.115
after setup() & newpen(): ifl = 0 (a|cg)mag = (139.115, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 138.719
after setup() & newpen(): ifl = 0 (a|cg)mag = (138.719, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 138.066
after setup() & newpen(): ifl = 0 (a|cg)mag = (138.066, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 137.863
after setup() & newpen(): ifl = 0 (a|cg)mag = (137.863, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 137.219
after setup() & newpen(): ifl = 0 (a|cg)mag = (137.219, 317.837)
search used icyc = 5 iter.; ifl =1; NLT: LAMBDA = 136.375
after setup() & newpen(): ifl = 0 (a|cg)mag = (136.375, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 136.132
after setup() & newpen(): ifl = 0 (a|cg)mag = (136.132, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 135.711
after setup() & newpen(): ifl = 0 (a|cg)mag = (135.711, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 135.475
after setup() & newpen(): ifl = 0 (a|cg)mag = (135.475, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 134.959
after setup() & newpen(): ifl = 0 (a|cg)mag = (134.959, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 134.587
after setup() & newpen(): ifl = 0 (a|cg)mag = (134.587, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 134.24
after setup() & newpen(): ifl = 0 (a|cg)mag = (134.24, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 133.706
after setup() & newpen(): ifl = 0 (a|cg)mag = (133.706, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 132.509
after setup() & newpen(): ifl = 0 (a|cg)mag = (132.509, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 132.153
after setup() & newpen(): ifl = 0 (a|cg)mag = (132.153, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 131.908
after setup() & newpen(): ifl = 0 (a|cg)mag = (131.908, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 131.084
after setup() & newpen(): ifl = 0 (a|cg)mag = (131.084, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 130.587
after setup() & newpen(): ifl = 0 (a|cg)mag = (130.587, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 129.559
after setup() & newpen(): ifl = 0 (a|cg)mag = (129.559, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 129.018
after setup() & newpen(): ifl = 0 (a|cg)mag = (129.018, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 128.366
after setup() & newpen(): ifl = 0 (a|cg)mag = (128.366, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 127.923
after setup() & newpen(): ifl = 0 (a|cg)mag = (127.923, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 127.08
after setup() & newpen(): ifl = 0 (a|cg)mag = (127.08, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 126.678
after setup() & newpen(): ifl = 0 (a|cg)mag = (126.678, 317.837)
search used icyc = 6 iter.; ifl =1; NLT: LAMBDA = 126.006
after setup() & newpen(): ifl = 0 (a|cg)mag = (126.006, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 124.806
after setup() & newpen(): ifl = 0 (a|cg)mag = (124.806, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 123.359
after setup() & newpen(): ifl = 0 (a|cg)mag = (123.359, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 123.11
after setup() & newpen(): ifl = 0 (a|cg)mag = (123.11, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 122.446
after setup() & newpen(): ifl = 0 (a|cg)mag = (122.446, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 121.805
after setup() & newpen(): ifl = 0 (a|cg)mag = (121.805, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 120.987
after setup() & newpen(): ifl = 0 (a|cg)mag = (120.987, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 120.462
after setup() & newpen(): ifl = 0 (a|cg)mag = (120.462, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 120.082
after setup() & newpen(): ifl = 0 (a|cg)mag = (120.082, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 119.551
after setup() & newpen(): ifl = 0 (a|cg)mag = (119.551, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 119.079
after setup() & newpen(): ifl = 0 (a|cg)mag = (119.079, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 118.505
after setup() & newpen(): ifl = 0 (a|cg)mag = (118.505, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 117.936
after setup() & newpen(): ifl = 0 (a|cg)mag = (117.936, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 117.549
after setup() & newpen(): ifl = 0 (a|cg)mag = (117.549, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 117.256
after setup() & newpen(): ifl = 0 (a|cg)mag = (117.256, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 115.959
after setup() & newpen(): ifl = 0 (a|cg)mag = (115.959, 317.837)
search used icyc = 5 iter.; ifl =1; NLT: LAMBDA = 115.276
after setup() & newpen(): ifl = 0 (a|cg)mag = (115.276, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 114.717
after setup() & newpen(): ifl = 0 (a|cg)mag = (114.717, 317.837)
search used icyc = 5 iter.; ifl =1; NLT: LAMBDA = 113.89
after setup() & newpen(): ifl = 0 (a|cg)mag = (113.89, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 113.041
after setup() & newpen(): ifl = 0 (a|cg)mag = (113.041, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 111.937
after setup() & newpen(): ifl = 0 (a|cg)mag = (111.937, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 111.409
after setup() & newpen(): ifl = 0 (a|cg)mag = (111.409, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 110.853
after setup() & newpen(): ifl = 0 (a|cg)mag = (110.853, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 110.71
after setup() & newpen(): ifl = 0 (a|cg)mag = (110.71, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 109.79
after setup() & newpen(): ifl = 0 (a|cg)mag = (109.79, 317.837)
search used icyc = 5 iter.; ifl =1; NLT: LAMBDA = 109.638
after setup() & newpen(): ifl = 0 (a|cg)mag = (109.638, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 108.839
after setup() & newpen(): ifl = 0 (a|cg)mag = (108.839, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 108.336
after setup() & newpen(): ifl = 0 (a|cg)mag = (108.336, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 107.219
after setup() & newpen(): ifl = 0 (a|cg)mag = (107.219, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 105.737
after setup() & newpen(): ifl = 0 (a|cg)mag = (105.737, 317.837)
search used icyc = 6 iter.; ifl =1; NLT: LAMBDA = 104.627
after setup() & newpen(): ifl = 0 (a|cg)mag = (104.627, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 104.174
after setup() & newpen(): ifl = 0 (a|cg)mag = (104.174, 317.837)
search used icyc = 6 iter.; ifl =1; NLT: LAMBDA = 103.604
after setup() & newpen(): ifl = 0 (a|cg)mag = (103.604, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 102.926
after setup() & newpen(): ifl = 0 (a|cg)mag = (102.926, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 102.632
after setup() & newpen(): ifl = 0 (a|cg)mag = (102.632, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 102.394
after setup() & newpen(): ifl = 0 (a|cg)mag = (102.394, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 102.166
after setup() & newpen(): ifl = 0 (a|cg)mag = (102.166, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 100.671
after setup() & newpen(): ifl = 0 (a|cg)mag = (100.671, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 100.175
after setup() & newpen(): ifl = 0 (a|cg)mag = (100.175, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 99.8024
after setup() & newpen(): ifl = 0 (a|cg)mag = (99.8024, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 98.5299
after setup() & newpen(): ifl = 0 (a|cg)mag = (98.5299, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 96.8133
after setup() & newpen(): ifl = 0 (a|cg)mag = (96.8133, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 96.684
after setup() & newpen(): ifl = 0 (a|cg)mag = (96.684, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 96.4557
after setup() & newpen(): ifl = 0 (a|cg)mag = (96.4557, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 94.8503
after setup() & newpen(): ifl = 0 (a|cg)mag = (94.8503, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 93.0471
after setup() & newpen(): ifl = 0 (a|cg)mag = (93.0471, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 92.8712
after setup() & newpen(): ifl = 0 (a|cg)mag = (92.8712, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 92.6403
after setup() & newpen(): ifl = 0 (a|cg)mag = (92.6403, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 89.0546
after setup() & newpen(): ifl = 0 (a|cg)mag = (89.0546, 317.837)
search used icyc = 5 iter.; ifl =1; NLT: LAMBDA = 87.9589
after setup() & newpen(): ifl = 0 (a|cg)mag = (87.9589, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 86.7139
after setup() & newpen(): ifl = 0 (a|cg)mag = (86.7139, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 85.5985
after setup() & newpen(): ifl = 0 (a|cg)mag = (85.5985, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 85.4544
after setup() & newpen(): ifl = 0 (a|cg)mag = (85.4544, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 84.8917
after setup() & newpen(): ifl = 0 (a|cg)mag = (84.8917, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 84.1779
after setup() & newpen(): ifl = 0 (a|cg)mag = (84.1779, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 82.9578
after setup() & newpen(): ifl = 0 (a|cg)mag = (82.9578, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 81.6076
after setup() & newpen(): ifl = 0 (a|cg)mag = (81.6076, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 81.041
after setup() & newpen(): ifl = 0 (a|cg)mag = (81.041, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 80.6497
after setup() & newpen(): ifl = 0 (a|cg)mag = (80.6497, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 80.4343
after setup() & newpen(): ifl = 0 (a|cg)mag = (80.4343, 317.837)
search used icyc = 5 iter.; ifl =1; NLT: LAMBDA = 79.3377
after setup() & newpen(): ifl = 0 (a|cg)mag = (79.3377, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 78.268
after setup() & newpen(): ifl = 0 (a|cg)mag = (78.268, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 78.0238
after setup() & newpen(): ifl = 0 (a|cg)mag = (78.0238, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 77.6647
after setup() & newpen(): ifl = 0 (a|cg)mag = (77.6647, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 77.0181
after setup() & newpen(): ifl = 0 (a|cg)mag = (77.0181, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 76.6446
after setup() & newpen(): ifl = 0 (a|cg)mag = (76.6446, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 76.1466
after setup() & newpen(): ifl = 0 (a|cg)mag = (76.1466, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 75.5448
after setup() & newpen(): ifl = 0 (a|cg)mag = (75.5448, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 74.5552
after setup() & newpen(): ifl = 0 (a|cg)mag = (74.5552, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 73.5941
after setup() & newpen(): ifl = 0 (a|cg)mag = (73.5941, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 73.2371
after setup() & newpen(): ifl = 0 (a|cg)mag = (73.2371, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 72.9503
after setup() & newpen(): ifl = 0 (a|cg)mag = (72.9503, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 72.7146
after setup() & newpen(): ifl = 0 (a|cg)mag = (72.7146, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 71.0053
after setup() & newpen(): ifl = 0 (a|cg)mag = (71.0053, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 69.4341
after setup() & newpen(): ifl = 0 (a|cg)mag = (69.4341, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 69.0456
after setup() & newpen(): ifl = 0 (a|cg)mag = (69.0456, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 68.6559
after setup() & newpen(): ifl = 0 (a|cg)mag = (68.6559, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 66.9171
after setup() & newpen(): ifl = 0 (a|cg)mag = (66.9171, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 66.5198
after setup() & newpen(): ifl = 0 (a|cg)mag = (66.5198, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 65.9084
after setup() & newpen(): ifl = 0 (a|cg)mag = (65.9084, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 65.0433
after setup() & newpen(): ifl = 0 (a|cg)mag = (65.0433, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 64.8344
after setup() & newpen(): ifl = 0 (a|cg)mag = (64.8344, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 63.4894
after setup() & newpen(): ifl = 0 (a|cg)mag = (63.4894, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 62.402
after setup() & newpen(): ifl = 0 (a|cg)mag = (62.402, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 61.9997
after setup() & newpen(): ifl = 0 (a|cg)mag = (61.9997, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 61.8643
after setup() & newpen(): ifl = 0 (a|cg)mag = (61.8643, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 61.7692
after setup() & newpen(): ifl = 0 (a|cg)mag = (61.7692, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 60.2559
after setup() & newpen(): ifl = 0 (a|cg)mag = (60.2559, 317.837)
search used icyc = 5 iter.; ifl =1; NLT: LAMBDA = 58.859
after setup() & newpen(): ifl = 0 (a|cg)mag = (58.859, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 58.7094
after setup() & newpen(): ifl = 0 (a|cg)mag = (58.7094, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 58.0283
after setup() & newpen(): ifl = 0 (a|cg)mag = (58.0283, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 57.6661
after setup() & newpen(): ifl = 0 (a|cg)mag = (57.6661, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 57.5921
after setup() & newpen(): ifl = 0 (a|cg)mag = (57.5921, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 57.3262
after setup() & newpen(): ifl = 0 (a|cg)mag = (57.3262, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 56.7712
after setup() & newpen(): ifl = 0 (a|cg)mag = (56.7712, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 56.3433
after setup() & newpen(): ifl = 0 (a|cg)mag = (56.3433, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 55.6237
after setup() & newpen(): ifl = 0 (a|cg)mag = (55.6237, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 55.4772
after setup() & newpen(): ifl = 0 (a|cg)mag = (55.4772, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 55.2386
after setup() & newpen(): ifl = 0 (a|cg)mag = (55.2386, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 54.8246
after setup() & newpen(): ifl = 0 (a|cg)mag = (54.8246, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 53.4262
after setup() & newpen(): ifl = 0 (a|cg)mag = (53.4262, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 53.3505
after setup() & newpen(): ifl = 0 (a|cg)mag = (53.3505, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 52.661
after setup() & newpen(): ifl = 0 (a|cg)mag = (52.661, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 52.0862
after setup() & newpen(): ifl = 0 (a|cg)mag = (52.0862, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 51.9522
after setup() & newpen(): ifl = 0 (a|cg)mag = (51.9522, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 51.7453
after setup() & newpen(): ifl = 0 (a|cg)mag = (51.7453, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 51.2246
after setup() & newpen(): ifl = 0 (a|cg)mag = (51.2246, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 50.7616
after setup() & newpen(): ifl = 0 (a|cg)mag = (50.7616, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 50.5269
after setup() & newpen(): ifl = 0 (a|cg)mag = (50.5269, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 50.2415
after setup() & newpen(): ifl = 0 (a|cg)mag = (50.2415, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 49.8215
after setup() & newpen(): ifl = 0 (a|cg)mag = (49.8215, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 49.3072
after setup() & newpen(): ifl = 0 (a|cg)mag = (49.3072, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 49.1507
after setup() & newpen(): ifl = 0 (a|cg)mag = (49.1507, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 49.023
after setup() & newpen(): ifl = 0 (a|cg)mag = (49.023, 317.837)
search used icyc = 5 iter.; ifl =1; NLT: LAMBDA = 48.6079
after setup() & newpen(): ifl = 0 (a|cg)mag = (48.6079, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 48.472
after setup() & newpen(): ifl = 0 (a|cg)mag = (48.472, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 48.3958
after setup() & newpen(): ifl = 0 (a|cg)mag = (48.3958, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 48.2133
after setup() & newpen(): ifl = 0 (a|cg)mag = (48.2133, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 48.0267
after setup() & newpen(): ifl = 0 (a|cg)mag = (48.0267, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 47.8915
after setup() & newpen(): ifl = 0 (a|cg)mag = (47.8915, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 47.5088
after setup() & newpen(): ifl = 0 (a|cg)mag = (47.5088, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 47.2788
after setup() & newpen(): ifl = 0 (a|cg)mag = (47.2788, 317.837)
search used icyc = 5 iter.; ifl =1; NLT: LAMBDA = 47.1835
after setup() & newpen(): ifl = 0 (a|cg)mag = (47.1835, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 46.9684
after setup() & newpen(): ifl = 0 (a|cg)mag = (46.9684, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 46.4236
after setup() & newpen(): ifl = 0 (a|cg)mag = (46.4236, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 45.7555
after setup() & newpen(): ifl = 0 (a|cg)mag = (45.7555, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 45.3904
after setup() & newpen(): ifl = 0 (a|cg)mag = (45.3904, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 45.2991
after setup() & newpen(): ifl = 0 (a|cg)mag = (45.2991, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 45.1684
after setup() & newpen(): ifl = 0 (a|cg)mag = (45.1684, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 45.1153
after setup() & newpen(): ifl = 0 (a|cg)mag = (45.1153, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 45.0434
after setup() & newpen(): ifl = 0 (a|cg)mag = (45.0434, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 44.5409
after setup() & newpen(): ifl = 0 (a|cg)mag = (44.5409, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 43.9792
after setup() & newpen(): ifl = 0 (a|cg)mag = (43.9792, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 43.7162
after setup() & newpen(): ifl = 0 (a|cg)mag = (43.7162, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 43.4616
after setup() & newpen(): ifl = 0 (a|cg)mag = (43.4616, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 42.9208
after setup() & newpen(): ifl = 0 (a|cg)mag = (42.9208, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 42.8125
after setup() & newpen(): ifl = 0 (a|cg)mag = (42.8125, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 42.232
after setup() & newpen(): ifl = 0 (a|cg)mag = (42.232, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 41.9162
after setup() & newpen(): ifl = 0 (a|cg)mag = (41.9162, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 41.755
after setup() & newpen(): ifl = 0 (a|cg)mag = (41.755, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 41.5759
after setup() & newpen(): ifl = 0 (a|cg)mag = (41.5759, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 41.4892
after setup() & newpen(): ifl = 0 (a|cg)mag = (41.4892, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 41.3314
after setup() & newpen(): ifl = 0 (a|cg)mag = (41.3314, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 40.9723
after setup() & newpen(): ifl = 0 (a|cg)mag = (40.9723, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 40.6895
after setup() & newpen(): ifl = 0 (a|cg)mag = (40.6895, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 40.6349
after setup() & newpen(): ifl = 0 (a|cg)mag = (40.6349, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 40.0183
after setup() & newpen(): ifl = 0 (a|cg)mag = (40.0183, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 39.2732
after setup() & newpen(): ifl = 0 (a|cg)mag = (39.2732, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 38.6866
after setup() & newpen(): ifl = 0 (a|cg)mag = (38.6866, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 38.6185
after setup() & newpen(): ifl = 0 (a|cg)mag = (38.6185, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 38.2574
after setup() & newpen(): ifl = 0 (a|cg)mag = (38.2574, 317.837)
search used icyc = 5 iter.; ifl =1; NLT: LAMBDA = 37.8743
after setup() & newpen(): ifl = 0 (a|cg)mag = (37.8743, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 37.3184
after setup() & newpen(): ifl = 0 (a|cg)mag = (37.3184, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 37.2702
after setup() & newpen(): ifl = 0 (a|cg)mag = (37.2702, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 37.0022
after setup() & newpen(): ifl = 0 (a|cg)mag = (37.0022, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 36.3458
after setup() & newpen(): ifl = 0 (a|cg)mag = (36.3458, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 36.2203
after setup() & newpen(): ifl = 0 (a|cg)mag = (36.2203, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 36.0798
after setup() & newpen(): ifl = 0 (a|cg)mag = (36.0798, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 35.9786
after setup() & newpen(): ifl = 0 (a|cg)mag = (35.9786, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 35.0197
after setup() & newpen(): ifl = 0 (a|cg)mag = (35.0197, 317.837)
search used icyc = 5 iter.; ifl =1; NLT: LAMBDA = 34.8677
after setup() & newpen(): ifl = 0 (a|cg)mag = (34.8677, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 34.5822
after setup() & newpen(): ifl = 0 (a|cg)mag = (34.5822, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 34.2037
after setup() & newpen(): ifl = 0 (a|cg)mag = (34.2037, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 33.9448
after setup() & newpen(): ifl = 0 (a|cg)mag = (33.9448, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 33.8799
after setup() & newpen(): ifl = 0 (a|cg)mag = (33.8799, 317.837)
search used icyc = 6 iter.; ifl =1; NLT: LAMBDA = 33.7654
after setup() & newpen(): ifl = 0 (a|cg)mag = (33.7654, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 33.0856
after setup() & newpen(): ifl = 0 (a|cg)mag = (33.0856, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 32.5827
after setup() & newpen(): ifl = 0 (a|cg)mag = (32.5827, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 32.2742
after setup() & newpen(): ifl = 0 (a|cg)mag = (32.2742, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 31.7338
after setup() & newpen(): ifl = 0 (a|cg)mag = (31.7338, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 31.0724
after setup() & newpen(): ifl = 0 (a|cg)mag = (31.0724, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 30.8594
after setup() & newpen(): ifl = 0 (a|cg)mag = (30.8594, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 30.6427
after setup() & newpen(): ifl = 0 (a|cg)mag = (30.6427, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 30.6092
after setup() & newpen(): ifl = 0 (a|cg)mag = (30.6092, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 30.3603
after setup() & newpen(): ifl = 0 (a|cg)mag = (30.3603, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 30.1712
after setup() & newpen(): ifl = 0 (a|cg)mag = (30.1712, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 29.9272
after setup() & newpen(): ifl = 0 (a|cg)mag = (29.9272, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 29.8305
after setup() & newpen(): ifl = 0 (a|cg)mag = (29.8305, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 29.5861
after setup() & newpen(): ifl = 0 (a|cg)mag = (29.5861, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 29.4777
after setup() & newpen(): ifl = 0 (a|cg)mag = (29.4777, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 28.6239
after setup() & newpen(): ifl = 0 (a|cg)mag = (28.6239, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 28.2601
after setup() & newpen(): ifl = 0 (a|cg)mag = (28.2601, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 28.0312
after setup() & newpen(): ifl = 0 (a|cg)mag = (28.0312, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 27.8591
after setup() & newpen(): ifl = 0 (a|cg)mag = (27.8591, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 27.7331
after setup() & newpen(): ifl = 0 (a|cg)mag = (27.7331, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 27.6211
after setup() & newpen(): ifl = 0 (a|cg)mag = (27.6211, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 26.9698
after setup() & newpen(): ifl = 0 (a|cg)mag = (26.9698, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 26.7331
after setup() & newpen(): ifl = 0 (a|cg)mag = (26.7331, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 26.3134
after setup() & newpen(): ifl = 0 (a|cg)mag = (26.3134, 317.837)
search used icyc = 5 iter.; ifl =1; NLT: LAMBDA = 26.2384
after setup() & newpen(): ifl = 0 (a|cg)mag = (26.2384, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 26.1626
after setup() & newpen(): ifl = 0 (a|cg)mag = (26.1626, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 26.0845
after setup() & newpen(): ifl = 0 (a|cg)mag = (26.0845, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 25.2439
after setup() & newpen(): ifl = 0 (a|cg)mag = (25.2439, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 25.1444
after setup() & newpen(): ifl = 0 (a|cg)mag = (25.1444, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 25.1035
after setup() & newpen(): ifl = 0 (a|cg)mag = (25.1035, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 24.7906
after setup() & newpen(): ifl = 0 (a|cg)mag = (24.7906, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 24.4479
after setup() & newpen(): ifl = 0 (a|cg)mag = (24.4479, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 24.3476
after setup() & newpen(): ifl = 0 (a|cg)mag = (24.3476, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 24.2582
after setup() & newpen(): ifl = 0 (a|cg)mag = (24.2582, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 24.1969
after setup() & newpen(): ifl = 0 (a|cg)mag = (24.1969, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 24.1528
after setup() & newpen(): ifl = 0 (a|cg)mag = (24.1528, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 23.4199
after setup() & newpen(): ifl = 0 (a|cg)mag = (23.4199, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 23.0232
after setup() & newpen(): ifl = 0 (a|cg)mag = (23.0232, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 22.8276
after setup() & newpen(): ifl = 0 (a|cg)mag = (22.8276, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 22.6779
after setup() & newpen(): ifl = 0 (a|cg)mag = (22.6779, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 22.5305
after setup() & newpen(): ifl = 0 (a|cg)mag = (22.5305, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 22.4773
after setup() & newpen(): ifl = 0 (a|cg)mag = (22.4773, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 22.3223
after setup() & newpen(): ifl = 0 (a|cg)mag = (22.3223, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 22.2403
after setup() & newpen(): ifl = 0 (a|cg)mag = (22.2403, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 21.9674
after setup() & newpen(): ifl = 0 (a|cg)mag = (21.9674, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 21.7629
after setup() & newpen(): ifl = 0 (a|cg)mag = (21.7629, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 21.666
after setup() & newpen(): ifl = 0 (a|cg)mag = (21.666, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 21.3785
after setup() & newpen(): ifl = 0 (a|cg)mag = (21.3785, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 21.3373
after setup() & newpen(): ifl = 0 (a|cg)mag = (21.3373, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 21.2269
after setup() & newpen(): ifl = 0 (a|cg)mag = (21.2269, 317.837)
search used icyc = 5 iter.; ifl =1; NLT: LAMBDA = 21.0669
after setup() & newpen(): ifl = 0 (a|cg)mag = (21.0669, 317.837)
search used icyc = 5 iter.; ifl =1; NLT: LAMBDA = 20.871
after setup() & newpen(): ifl = 0 (a|cg)mag = (20.871, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 20.5751
after setup() & newpen(): ifl = 0 (a|cg)mag = (20.5751, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 20.0468
after setup() & newpen(): ifl = 0 (a|cg)mag = (20.0468, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 19.3447
after setup() & newpen(): ifl = 0 (a|cg)mag = (19.3447, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 19.2395
after setup() & newpen(): ifl = 0 (a|cg)mag = (19.2395, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 19.2074
after setup() & newpen(): ifl = 0 (a|cg)mag = (19.2074, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 18.8186
after setup() & newpen(): ifl = 0 (a|cg)mag = (18.8186, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 18.5666
after setup() & newpen(): ifl = 0 (a|cg)mag = (18.5666, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 18.352
after setup() & newpen(): ifl = 0 (a|cg)mag = (18.352, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 17.9466
after setup() & newpen(): ifl = 0 (a|cg)mag = (17.9466, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 17.5007
after setup() & newpen(): ifl = 0 (a|cg)mag = (17.5007, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 17.1085
after setup() & newpen(): ifl = 0 (a|cg)mag = (17.1085, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 17.0394
after setup() & newpen(): ifl = 0 (a|cg)mag = (17.0394, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 16.5946
after setup() & newpen(): ifl = 0 (a|cg)mag = (16.5946, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 15.9714
after setup() & newpen(): ifl = 0 (a|cg)mag = (15.9714, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 15.6139
after setup() & newpen(): ifl = 0 (a|cg)mag = (15.6139, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 15.2032
after setup() & newpen(): ifl = 0 (a|cg)mag = (15.2032, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 15.036
after setup() & newpen(): ifl = 0 (a|cg)mag = (15.036, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 14.206
after setup() & newpen(): ifl = 0 (a|cg)mag = (14.206, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 14.1633
after setup() & newpen(): ifl = 0 (a|cg)mag = (14.1633, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 14.0107
after setup() & newpen(): ifl = 0 (a|cg)mag = (14.0107, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 13.5099
after setup() & newpen(): ifl = 0 (a|cg)mag = (13.5099, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 13.0193
after setup() & newpen(): ifl = 0 (a|cg)mag = (13.0193, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 12.6256
after setup() & newpen(): ifl = 0 (a|cg)mag = (12.6256, 317.837)
search used icyc = 5 iter.; ifl =1; NLT: LAMBDA = 12.4761
after setup() & newpen(): ifl = 0 (a|cg)mag = (12.4761, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 12.3161
after setup() & newpen(): ifl = 0 (a|cg)mag = (12.3161, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 11.7488
after setup() & newpen(): ifl = 0 (a|cg)mag = (11.7488, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 11.6746
after setup() & newpen(): ifl = 0 (a|cg)mag = (11.6746, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 11.6263
after setup() & newpen(): ifl = 0 (a|cg)mag = (11.6263, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 11.4906
after setup() & newpen(): ifl = 0 (a|cg)mag = (11.4906, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 11.2134
after setup() & newpen(): ifl = 0 (a|cg)mag = (11.2134, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 10.892
after setup() & newpen(): ifl = 0 (a|cg)mag = (10.892, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 10.7224
after setup() & newpen(): ifl = 0 (a|cg)mag = (10.7224, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 10.6992
after setup() & newpen(): ifl = 0 (a|cg)mag = (10.6992, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 10.3551
after setup() & newpen(): ifl = 0 (a|cg)mag = (10.3551, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 10.2157
after setup() & newpen(): ifl = 0 (a|cg)mag = (10.2157, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 10.0895
after setup() & newpen(): ifl = 0 (a|cg)mag = (10.0895, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 9.74418
after setup() & newpen(): ifl = 0 (a|cg)mag = (9.74418, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 9.43243
after setup() & newpen(): ifl = 0 (a|cg)mag = (9.43243, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 9.15974
after setup() & newpen(): ifl = 0 (a|cg)mag = (9.15974, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 9.00798
after setup() & newpen(): ifl = 0 (a|cg)mag = (9.00798, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 8.82784
after setup() & newpen(): ifl = 0 (a|cg)mag = (8.82784, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 8.45196
after setup() & newpen(): ifl = 0 (a|cg)mag = (8.45196, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 8.37891
after setup() & newpen(): ifl = 0 (a|cg)mag = (8.37891, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 8.32901
after setup() & newpen(): ifl = 0 (a|cg)mag = (8.32901, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 8.3096
after setup() & newpen(): ifl = 0 (a|cg)mag = (8.3096, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 8.19309
after setup() & newpen(): ifl = 0 (a|cg)mag = (8.19309, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 8.13795
after setup() & newpen(): ifl = 0 (a|cg)mag = (8.13795, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 7.74009
after setup() & newpen(): ifl = 0 (a|cg)mag = (7.74009, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 7.72821
after setup() & newpen(): ifl = 0 (a|cg)mag = (7.72821, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 7.70871
after setup() & newpen(): ifl = 0 (a|cg)mag = (7.70871, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 7.33615
after setup() & newpen(): ifl = 0 (a|cg)mag = (7.33615, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 7.10629
after setup() & newpen(): ifl = 0 (a|cg)mag = (7.10629, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 6.63184
after setup() & newpen(): ifl = 0 (a|cg)mag = (6.63184, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 6.52873
after setup() & newpen(): ifl = 0 (a|cg)mag = (6.52873, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 6.36474
after setup() & newpen(): ifl = 0 (a|cg)mag = (6.36474, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 6.08136
after setup() & newpen(): ifl = 0 (a|cg)mag = (6.08136, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 5.60247
after setup() & newpen(): ifl = 0 (a|cg)mag = (5.60247, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 5.48714
after setup() & newpen(): ifl = 0 (a|cg)mag = (5.48714, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 5.40361
after setup() & newpen(): ifl = 0 (a|cg)mag = (5.40361, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 4.94836
after setup() & newpen(): ifl = 0 (a|cg)mag = (4.94836, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 4.47378
after setup() & newpen(): ifl = 0 (a|cg)mag = (4.47378, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 4.20007
after setup() & newpen(): ifl = 0 (a|cg)mag = (4.20007, 317.837)
search used icyc = 5 iter.; ifl =1; NLT: LAMBDA = 3.71048
after setup() & newpen(): ifl = 0 (a|cg)mag = (3.71048, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 3.6525
after setup() & newpen(): ifl = 0 (a|cg)mag = (3.6525, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 3.55182
after setup() & newpen(): ifl = 0 (a|cg)mag = (3.55182, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 3.47294
after setup() & newpen(): ifl = 0 (a|cg)mag = (3.47294, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 3.45387
after setup() & newpen(): ifl = 0 (a|cg)mag = (3.45387, 317.837)
search used icyc = 5 iter.; ifl =1; NLT: LAMBDA = 3.44428
after setup() & newpen(): ifl = 0 (a|cg)mag = (3.44428, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 3.37992
after setup() & newpen(): ifl = 0 (a|cg)mag = (3.37992, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 3.24751
after setup() & newpen(): ifl = 0 (a|cg)mag = (3.24751, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 3.12182
after setup() & newpen(): ifl = 0 (a|cg)mag = (3.12182, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 2.96178
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.96178, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 2.93124
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.93124, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 2.85995
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.85995, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 2.794
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.794, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 2.6317
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.6317, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 2.57526
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.57526, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 2.56816
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.56816, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 2.4376
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.4376, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 2.38851
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.38851, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 2.38454
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.38454, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 2.31104
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.31104, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 2.19888
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.19888, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 2.18605
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.18605, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 1.88842
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.88842, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 1.8794
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.8794, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 1.84722
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.84722, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 1.76915
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.76915, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 1.76603
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.76603, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 1.69503
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.69503, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 1.67243
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.67243, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 1.66572
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.66572, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 1.64816
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.64816, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 1.57203
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.57203, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 1.5643
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.5643, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 1.55512
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.55512, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 1.3761
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.3761, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 1.25152
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.25152, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 1.20451
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.20451, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 1.11688
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.11688, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 1.06077
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.06077, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 0.983494
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 0.976087
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 0.909573
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 0.876929
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 0.786
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 0.762541
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 0.758461
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 0.738405
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 0.727927
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 0.715505
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 0.713694
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 0.672524
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 0.658061
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 0.597077
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 0.584291
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 3 iter.; ifl =1; NLT: LAMBDA = 0.559768
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 5 iter.; ifl =1; NLT: LAMBDA = 0.452629
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 4 iter.; ifl =1; NLT: LAMBDA = 0.280442
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 0.0418004
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 0.0402236
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 2 iter.; ifl =1; NLT: LAMBDA = 0.0306021
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 0.0147597
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
search used icyc = 1 iter.; ifl =1; NLT: LAMBDA = 0.00821609
> cxyS <- cobs(x,y, "none", lambda = -1, trace = 3, lstart = 7872)
Searching for optimal lambda. This may take a while.
While you are waiting, here is something you can consider
to speed up the process:
(a) Use a smaller number of knots;
(b) Increase `factor' to 2 or 3;
(c) Set lambda==0 to exclude the penalty term.
dcrqL1lt(): N[rq,L1]= (500, 1); ([ei]qc= 0,38, vars=22)
LAMBDA will be updated; (tau,lam)= (0.5, -1):
after setup() & newpen(): ifl = 0 (a|cg)mag = (7872, 317.837)
[ic= 0] nact=20 : pen(par) = 1.04972, 0.00140886; alpha, rqL1n = 0, 745.082
[ic= 1] nact=21 : pen(par) = 0.730019, 0.00140886; alpha, rqL1n = 31.787, 518.163
[ic= 2] nact=22 : pen(par) = 0.483845, 0.00140886; alpha, rqL1n = 69.159, 343.431
[ic= 3] nact=22 : pen(par) = 0.453719, 0.00140886; alpha, rqL1n = 0.199929, 322.047
[ic= 4] nact=22 : pen(par) = 0.439123, 0.00140886; alpha, rqL1n = 0.264264, 311.687
[ic= 5] nact=22 : pen(par) = 0.43723, 0.00140886; alpha, rqL1n = 0.119373, 310.344
[ic= 6] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0.00487317, 310.334
[ic= 7] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 8] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 9] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 10] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 11] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 12] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 13] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 14] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 1.77636e-14, 310.334
[ic= 15] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 2.84729e-29, 310.334
[ic= 16] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 2.04281e-14, 310.334
[ic= 17] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 18] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 4.26326e-14, 310.334
[ic= 19] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 20] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 21] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 22] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 23] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 24] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 25] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 26] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 27] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 28] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 29] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 30] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 31] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 32] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 33] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 1.24345e-14, 310.334
[ic= 34] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 35] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 36] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 37] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 38] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 39] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 40] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
[ic= 41] nact=22 : pen(par) = 0.437216, 0.00140886; alpha, rqL1n = 0, 310.334
end of inner loop, needed icyc = 41 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 154.65
after setup() & newpen(): ifl = 0 (a|cg)mag = (154.65, 317.837)
[ic= 0] nact=18 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 1] nact=19 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 1.32352e-16, 310.334
[ic= 2] nact=21 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 1.64933e-15, 310.334
[ic= 3] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 2.99066e-15, 310.334
[ic= 4] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 2.67463e-29, 310.334
[ic= 5] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 2.84217e-14, 310.334
[ic= 6] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 7] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 8] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 9] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 10] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 11] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 12] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 13] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 14] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 15] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 16] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 17] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 5.68434e-14, 310.334
[ic= 18] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 19] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 20] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 21] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 22] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 23] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 24] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 25] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 26] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 27] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 28] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 29] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 30] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 0, 310.334
[ic= 31] nact=22 : pen(par) = 3.11935, 0.0100516; alpha, rqL1n = 2.76515e-14, 310.334
[ic= 32] nact=22 : pen(par) = 3.11914, 0.0100516; alpha, rqL1n = 0.0327193, 310.312
[ic= 33] nact=22 : pen(par) = 3.11888, 0.0100516; alpha, rqL1n = 0.0166744, 310.287
[ic= 34] nact=22 : pen(par) = 3.11878, 0.0100516; alpha, rqL1n = 0.00611236, 310.277
[ic= 35] nact=22 : pen(par) = 3.11877, 0.0100516; alpha, rqL1n = 0.00394138, 310.276
[ic= 36] nact=22 : pen(par) = 3.11198, 0.0100516; alpha, rqL1n = 0.119671, 309.6
[ic= 37] nact=22 : pen(par) = 3.10506, 0.0100516; alpha, rqL1n = 0.01461, 308.912
[ic= 38] nact=22 : pen(par) = 3.10335, 0.0100516; alpha, rqL1n = 0.0280702, 308.742
[ic= 39] nact=22 : pen(par) = 3.09799, 0.0100516; alpha, rqL1n = 0.0872418, 308.208
[ic= 40] nact=22 : pen(par) = 3.09799, 0.0100516; alpha, rqL1n = 0.00010107, 308.208
[ic= 41] nact=22 : pen(par) = 3.09799, 0.0100516; alpha, rqL1n = 0.00044915, 308.208
[ic= 42] nact=22 : pen(par) = 3.0767, 0.0100516; alpha, rqL1n = 0.541104, 306.09
[ic= 43] nact=22 : pen(par) = 3.07491, 0.0100516; alpha, rqL1n = 0.0236846, 305.912
[ic= 44] nact=22 : pen(par) = 3.07325, 0.0100516; alpha, rqL1n = 0.061614, 305.748
[ic= 45] nact=22 : pen(par) = 3.0724, 0.0100516; alpha, rqL1n = 0.024444, 305.663
[ic= 46] nact=22 : pen(par) = 3.07238, 0.0100516; alpha, rqL1n = 0.00193913, 305.66
[ic= 47] nact=22 : pen(par) = 3.04666, 0.0100516; alpha, rqL1n = 0.753247, 303.102
[ic= 48] nact=22 : pen(par) = 3.04538, 0.0100516; alpha, rqL1n = 0.0213573, 302.974
[ic= 49] nact=22 : pen(par) = 3.04505, 0.0100516; alpha, rqL1n = 0.025743, 302.942
[ic= 50] nact=22 : pen(par) = 3.04462, 0.0100516; alpha, rqL1n = 0.0174082, 302.899
[ic= 51] nact=22 : pen(par) = 3.04456, 0.0100516; alpha, rqL1n = 0.00229077, 302.893
[ic= 52] nact=22 : pen(par) = 3.04447, 0.0100516; alpha, rqL1n = 0.00390073, 302.884
end of inner loop, needed icyc = 52 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 154.427
after setup() & newpen(): ifl = 0 (a|cg)mag = (154.427, 317.837)
[ic= 0] nact=10 : pen(par) = 3.04567, 0.0100589; alpha, rqL1n = 0, 302.785
[ic= 1] nact=15 : pen(par) = 3.04567, 0.0100589; alpha, rqL1n = 7.83309e-18, 302.785
[ic= 2] nact=17 : pen(par) = 3.04567, 0.0100589; alpha, rqL1n = 6.57809e-18, 302.785
[ic= 3] nact=18 : pen(par) = 3.04567, 0.0100589; alpha, rqL1n = 4.03974e-18, 302.785
[ic= 4] nact=20 : pen(par) = 3.04567, 0.0100589; alpha, rqL1n = 5.85179e-16, 302.785
[ic= 5] nact=22 : pen(par) = 3.04567, 0.0100589; alpha, rqL1n = 4.83841e-14, 302.785
[ic= 6] nact=22 : pen(par) = 3.04567, 0.0100589; alpha, rqL1n = 0.000471051, 302.785
end of inner loop, needed icyc = 6 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 153.593
after setup() & newpen(): ifl = 0 (a|cg)mag = (153.593, 317.837)
[ic= 0] nact=20 : pen(par) = 3.05016, 0.0100861; alpha, rqL1n = 0, 302.412
[ic= 1] nact=21 : pen(par) = 3.05016, 0.0100861; alpha, rqL1n = 5.07305e-15, 302.412
[ic= 2] nact=22 : pen(par) = 3.05016, 0.0100861; alpha, rqL1n = 8.57087e-15, 302.412
[ic= 3] nact=22 : pen(par) = 3.05016, 0.0100861; alpha, rqL1n = 0.00234653, 302.411
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 151.838
after setup() & newpen(): ifl = 0 (a|cg)mag = (151.838, 317.837)
[ic= 0] nact=21 : pen(par) = 3.05971, 0.0101443; alpha, rqL1n = 0, 301.62
[ic= 1] nact=22 : pen(par) = 3.05971, 0.0101443; alpha, rqL1n = 1.05234e-16, 301.62
[ic= 2] nact=22 : pen(par) = 3.0597, 0.0101443; alpha, rqL1n = 0.0083861, 301.619
[ic= 3] nact=22 : pen(par) = 3.0597, 0.0101443; alpha, rqL1n = 0.00478105, 301.619
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 151.475
after setup() & newpen(): ifl = 0 (a|cg)mag = (151.475, 317.837)
[ic= 0] nact=21 : pen(par) = 3.06165, 0.0101564; alpha, rqL1n = 0, 301.45
[ic= 1] nact=22 : pen(par) = 3.06165, 0.0101564; alpha, rqL1n = 9.22694e-14, 301.45
[ic= 2] nact=22 : pen(par) = 3.06164, 0.0101564; alpha, rqL1n = 0.00393192, 301.449
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 150.89
after setup() & newpen(): ifl = 0 (a|cg)mag = (150.89, 317.837)
[ic= 0] nact=21 : pen(par) = 3.06476, 0.0101761; alpha, rqL1n = 0, 301.173
[ic= 1] nact=22 : pen(par) = 3.06476, 0.0101761; alpha, rqL1n = 2.14577e-15, 301.173
[ic= 2] nact=22 : pen(par) = 3.06475, 0.0101761; alpha, rqL1n = 0.00187256, 301.172
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 150.118
after setup() & newpen(): ifl = 0 (a|cg)mag = (150.118, 317.837)
[ic= 0] nact=22 : pen(par) = 3.06887, 0.0102022; alpha, rqL1n = 0, 300.804
[ic= 1] nact=22 : pen(par) = 3.06887, 0.0102022; alpha, rqL1n = 0.000358979, 300.804
[ic= 2] nact=22 : pen(par) = 3.06887, 0.0102022; alpha, rqL1n = 0.00070035, 300.804
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 149.859
after setup() & newpen(): ifl = 0 (a|cg)mag = (149.859, 317.837)
[ic= 0] nact=18 : pen(par) = 3.07025, 0.010211; alpha, rqL1n = 0, 300.68
[ic= 1] nact=20 : pen(par) = 3.07025, 0.010211; alpha, rqL1n = 5.62129e-16, 300.68
[ic= 2] nact=21 : pen(par) = 3.07025, 0.010211; alpha, rqL1n = 1.19422e-14, 300.68
[ic= 3] nact=22 : pen(par) = 3.07025, 0.010211; alpha, rqL1n = 8.72367e-14, 300.68
[ic= 4] nact=22 : pen(par) = 3.07025, 0.010211; alpha, rqL1n = 0.00229626, 300.68
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 149.638
after setup() & newpen(): ifl = 0 (a|cg)mag = (149.638, 317.837)
[ic= 0] nact=18 : pen(par) = 3.07143, 0.0102186; alpha, rqL1n = 0, 300.574
[ic= 1] nact=19 : pen(par) = 3.07143, 0.0102186; alpha, rqL1n = 3.0881e-15, 300.574
[ic= 2] nact=20 : pen(par) = 3.07143, 0.0102186; alpha, rqL1n = 4.93082e-14, 300.574
[ic= 3] nact=21 : pen(par) = 3.07143, 0.0102186; alpha, rqL1n = 1.75736e-13, 300.574
[ic= 4] nact=22 : pen(par) = 3.07143, 0.0102186; alpha, rqL1n = 8.76912e-14, 300.574
[ic= 5] nact=22 : pen(par) = 3.07143, 0.0102186; alpha, rqL1n = 6.56926e-05, 300.574
end of inner loop, needed icyc = 5 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 149.359
after setup() & newpen(): ifl = 0 (a|cg)mag = (149.359, 317.837)
[ic= 0] nact=19 : pen(par) = 3.07293, 0.0102281; alpha, rqL1n = 0, 300.44
[ic= 1] nact=20 : pen(par) = 3.07293, 0.0102281; alpha, rqL1n = 1.01092e-16, 300.44
[ic= 2] nact=21 : pen(par) = 3.07293, 0.0102281; alpha, rqL1n = 3.6707e-15, 300.44
[ic= 3] nact=22 : pen(par) = 3.07293, 0.0102281; alpha, rqL1n = 3.70449e-11, 300.44
[ic= 4] nact=22 : pen(par) = 3.07291, 0.0102281; alpha, rqL1n = 0.00609952, 300.439
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 148.861
after setup() & newpen(): ifl = 0 (a|cg)mag = (148.861, 317.837)
[ic= 0] nact=18 : pen(par) = 3.07557, 0.0102452; alpha, rqL1n = 0, 300.196
[ic= 1] nact=21 : pen(par) = 3.07557, 0.0102452; alpha, rqL1n = 2.48457e-17, 300.196
[ic= 2] nact=22 : pen(par) = 3.07557, 0.0102452; alpha, rqL1n = 1.10266e-15, 300.196
[ic= 3] nact=22 : pen(par) = 3.07557, 0.0102452; alpha, rqL1n = 0.00037154, 300.196
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 148.661
after setup() & newpen(): ifl = 0 (a|cg)mag = (148.661, 317.837)
[ic= 0] nact=18 : pen(par) = 3.07663, 0.0102521; alpha, rqL1n = 0, 300.099
[ic= 1] nact=20 : pen(par) = 3.07663, 0.0102521; alpha, rqL1n = 5.13732e-16, 300.099
[ic= 2] nact=21 : pen(par) = 3.07663, 0.0102521; alpha, rqL1n = 5.78765e-16, 300.099
[ic= 3] nact=22 : pen(par) = 3.07663, 0.0102521; alpha, rqL1n = 2.62423e-14, 300.099
[ic= 4] nact=22 : pen(par) = 3.07663, 0.0102521; alpha, rqL1n = 0.00016738, 300.099
[ic= 5] nact=22 : pen(par) = 3.07663, 0.0102521; alpha, rqL1n = 0.000241091, 300.099
end of inner loop, needed icyc = 5 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 147.26
after setup() & newpen(): ifl = 0 (a|cg)mag = (147.26, 317.837)
[ic= 0] nact=18 : pen(par) = 3.08418, 0.0103007; alpha, rqL1n = 0, 299.414
[ic= 1] nact=21 : pen(par) = 3.08418, 0.0103007; alpha, rqL1n = 7.60134e-17, 299.414
[ic= 2] nact=22 : pen(par) = 3.08418, 0.0103007; alpha, rqL1n = 2.8884e-14, 299.414
[ic= 3] nact=22 : pen(par) = 3.08418, 0.0103007; alpha, rqL1n = 0.000890723, 299.414
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 147.06
after setup() & newpen(): ifl = 0 (a|cg)mag = (147.06, 317.837)
[ic= 0] nact=21 : pen(par) = 3.08526, 0.0103077; alpha, rqL1n = 0, 299.316
[ic= 1] nact=22 : pen(par) = 3.08526, 0.0103077; alpha, rqL1n = 3.06547e-16, 299.316
[ic= 2] nact=22 : pen(par) = 3.08526, 0.0103077; alpha, rqL1n = 0.000434218, 299.315
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 146.208
after setup() & newpen(): ifl = 0 (a|cg)mag = (146.208, 317.837)
[ic= 0] nact=18 : pen(par) = 3.0899, 0.0103377; alpha, rqL1n = 0, 298.896
[ic= 1] nact=21 : pen(par) = 3.0899, 0.0103377; alpha, rqL1n = 2.17257e-17, 298.896
[ic= 2] nact=22 : pen(par) = 3.0899, 0.0103377; alpha, rqL1n = 5.71278e-15, 298.896
[ic= 3] nact=22 : pen(par) = 3.0899, 0.0103377; alpha, rqL1n = 0.00226229, 298.896
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 145.777
after setup() & newpen(): ifl = 0 (a|cg)mag = (145.777, 317.837)
[ic= 0] nact=21 : pen(par) = 3.09226, 0.010353; alpha, rqL1n = 0, 298.683
[ic= 1] nact=22 : pen(par) = 3.09225, 0.010353; alpha, rqL1n = 6.24662, 298.683
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 145.142
after setup() & newpen(): ifl = 0 (a|cg)mag = (145.142, 317.837)
[ic= 0] nact=18 : pen(par) = 3.09573, 0.0103756; alpha, rqL1n = 0, 298.367
[ic= 1] nact=20 : pen(par) = 3.09573, 0.0103756; alpha, rqL1n = 1.68156e-18, 298.367
[ic= 2] nact=21 : pen(par) = 3.09573, 0.0103756; alpha, rqL1n = 3.98155e-17, 298.367
[ic= 3] nact=22 : pen(par) = 3.09573, 0.0103756; alpha, rqL1n = 3.12188e-14, 298.367
[ic= 4] nact=22 : pen(par) = 3.09573, 0.0103756; alpha, rqL1n = 0.00542801, 298.366
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 144.314
after setup() & newpen(): ifl = 0 (a|cg)mag = (144.314, 317.837)
[ic= 0] nact=20 : pen(par) = 3.1003, 0.0104053; alpha, rqL1n = 0, 297.953
[ic= 1] nact=22 : pen(par) = 3.1003, 0.0104053; alpha, rqL1n = 1.86863e-15, 297.953
[ic= 2] nact=22 : pen(par) = 3.10029, 0.0104053; alpha, rqL1n = 0.00266745, 297.952
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 144.043
after setup() & newpen(): ifl = 0 (a|cg)mag = (144.043, 317.837)
[ic= 0] nact=15 : pen(par) = 3.10178, 0.0104151; alpha, rqL1n = 0, 297.816
[ic= 1] nact=17 : pen(par) = 3.10178, 0.0104151; alpha, rqL1n = 2.39221e-18, 297.816
[ic= 2] nact=20 : pen(par) = 3.10178, 0.0104151; alpha, rqL1n = 1.84093e-15, 297.816
[ic= 3] nact=21 : pen(par) = 3.10178, 0.0104151; alpha, rqL1n = 3.26854e-16, 297.816
[ic= 4] nact=22 : pen(par) = 3.10178, 0.0104151; alpha, rqL1n = 1.08982e-13, 297.816
[ic= 5] nact=22 : pen(par) = 3.10178, 0.0104151; alpha, rqL1n = 0.00065725, 297.816
[ic= 6] nact=22 : pen(par) = 3.10178, 0.0104151; alpha, rqL1n = 0.00121886, 297.816
end of inner loop, needed icyc = 6 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 143.829
after setup() & newpen(): ifl = 0 (a|cg)mag = (143.829, 317.837)
[ic= 0] nact=20 : pen(par) = 3.10295, 0.0104228; alpha, rqL1n = 0, 297.707
[ic= 1] nact=21 : pen(par) = 3.10295, 0.0104228; alpha, rqL1n = 1.80572e-15, 297.707
[ic= 2] nact=22 : pen(par) = 3.10295, 0.0104228; alpha, rqL1n = 1.2719e-13, 297.707
[ic= 3] nact=22 : pen(par) = 3.10295, 0.0104228; alpha, rqL1n = 0.000555022, 297.707
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 143.094
after setup() & newpen(): ifl = 0 (a|cg)mag = (143.094, 317.837)
[ic= 0] nact=16 : pen(par) = 3.10699, 0.0104496; alpha, rqL1n = 0, 297.331
[ic= 1] nact=17 : pen(par) = 3.10699, 0.0104496; alpha, rqL1n = 2.53811e-18, 297.331
[ic= 2] nact=19 : pen(par) = 3.10699, 0.0104496; alpha, rqL1n = 5.28077e-17, 297.331
[ic= 3] nact=20 : pen(par) = 3.10699, 0.0104496; alpha, rqL1n = 2.00814e-15, 297.331
[ic= 4] nact=21 : pen(par) = 3.10699, 0.0104496; alpha, rqL1n = 8.83431e-15, 297.331
[ic= 5] nact=22 : pen(par) = 3.10699, 0.0104496; alpha, rqL1n = 2.90214e-12, 297.331
[ic= 6] nact=22 : pen(par) = 3.10699, 0.0104496; alpha, rqL1n = 0.00102363, 297.331
end of inner loop, needed icyc = 6 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 142.824
after setup() & newpen(): ifl = 0 (a|cg)mag = (142.824, 317.837)
[ic= 0] nact=20 : pen(par) = 3.10847, 0.0104595; alpha, rqL1n = 0, 297.193
[ic= 1] nact=21 : pen(par) = 3.10847, 0.0104595; alpha, rqL1n = 1.93336e-16, 297.193
[ic= 2] nact=22 : pen(par) = 3.10847, 0.0104595; alpha, rqL1n = 5.99713e-14, 297.193
[ic= 3] nact=22 : pen(par) = 3.10846, 0.0104595; alpha, rqL1n = 0.00190006, 297.192
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 141.402
after setup() & newpen(): ifl = 0 (a|cg)mag = (141.402, 317.837)
[ic= 0] nact=20 : pen(par) = 3.1163, 0.0105119; alpha, rqL1n = 0, 296.454
[ic= 1] nact=22 : pen(par) = 3.1163, 0.0105119; alpha, rqL1n = 8.01115e-17, 296.454
[ic= 2] nact=22 : pen(par) = 3.1163, 0.0105119; alpha, rqL1n = 0.00179409, 296.453
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 140.951
after setup() & newpen(): ifl = 0 (a|cg)mag = (140.951, 317.837)
[ic= 0] nact=22 : pen(par) = 3.11881, 0.0105287; alpha, rqL1n = 0, 296.219
[ic= 1] nact=22 : pen(par) = 3.11881, 0.0105287; alpha, rqL1n = 0.000168869, 296.219
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 139.359
after setup() & newpen(): ifl = 0 (a|cg)mag = (139.359, 317.837)
[ic= 0] nact=19 : pen(par) = 3.12781, 0.0105887; alpha, rqL1n = 0, 295.391
[ic= 1] nact=22 : pen(par) = 3.12781, 0.0105887; alpha, rqL1n = 3.21185e-16, 295.391
[ic= 2] nact=22 : pen(par) = 3.1278, 0.0105887; alpha, rqL1n = 0.00349513, 295.391
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 138.501
after setup() & newpen(): ifl = 0 (a|cg)mag = (138.501, 317.837)
[ic= 0] nact=19 : pen(par) = 3.13272, 0.0106215; alpha, rqL1n = 0, 294.943
[ic= 1] nact=20 : pen(par) = 3.13272, 0.0106215; alpha, rqL1n = 5.00203e-16, 294.943
[ic= 2] nact=21 : pen(par) = 3.13272, 0.0106215; alpha, rqL1n = 3.21487e-14, 294.943
[ic= 3] nact=22 : pen(par) = 3.13272, 0.0106215; alpha, rqL1n = 47.2075, 294.943
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 138.081
after setup() & newpen(): ifl = 0 (a|cg)mag = (138.081, 317.837)
[ic= 0] nact=19 : pen(par) = 3.13514, 0.0106376; alpha, rqL1n = 0, 294.724
[ic= 1] nact=21 : pen(par) = 3.13514, 0.0106376; alpha, rqL1n = 5.44899e-18, 294.724
[ic= 2] nact=22 : pen(par) = 3.13514, 0.0106376; alpha, rqL1n = 4.19626e-16, 294.724
[ic= 3] nact=22 : pen(par) = 3.13514, 0.0106376; alpha, rqL1n = 0.00639056, 294.723
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 137.544
after setup() & newpen(): ifl = 0 (a|cg)mag = (137.544, 317.837)
[ic= 0] nact=19 : pen(par) = 3.13825, 0.0106583; alpha, rqL1n = 0, 294.441
[ic= 1] nact=20 : pen(par) = 3.13825, 0.0106583; alpha, rqL1n = 2.43909e-17, 294.441
[ic= 2] nact=22 : pen(par) = 3.13825, 0.0106583; alpha, rqL1n = 1.33092e-14, 294.441
[ic= 3] nact=22 : pen(par) = 3.13825, 0.0106583; alpha, rqL1n = 0.00157102, 294.441
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 136.475
after setup() & newpen(): ifl = 0 (a|cg)mag = (136.475, 317.837)
[ic= 0] nact=20 : pen(par) = 3.1445, 0.0107; alpha, rqL1n = 0, 293.879
[ic= 1] nact=21 : pen(par) = 3.1445, 0.0107; alpha, rqL1n = 2.76909e-15, 293.879
[ic= 2] nact=22 : pen(par) = 3.1445, 0.0107; alpha, rqL1n = 9.49459e-15, 293.879
[ic= 3] nact=22 : pen(par) = 3.1445, 0.0107; alpha, rqL1n = 0.000846498, 293.879
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 135.859
after setup() & newpen(): ifl = 0 (a|cg)mag = (135.859, 317.837)
[ic= 0] nact=21 : pen(par) = 3.14814, 0.0107242; alpha, rqL1n = 0, 293.554
[ic= 1] nact=22 : pen(par) = 3.14814, 0.0107242; alpha, rqL1n = 2.29872e-16, 293.554
[ic= 2] nact=22 : pen(par) = 3.14812, 0.0107242; alpha, rqL1n = 0.0233153, 293.552
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 135.109
after setup() & newpen(): ifl = 0 (a|cg)mag = (135.109, 317.837)
[ic= 0] nact=18 : pen(par) = 3.15245, 0.0107539; alpha, rqL1n = 0, 293.143
[ic= 1] nact=20 : pen(par) = 3.15245, 0.0107539; alpha, rqL1n = 6.40362e-18, 293.143
[ic= 2] nact=21 : pen(par) = 3.15245, 0.0107539; alpha, rqL1n = 2.69824e-15, 293.143
[ic= 3] nact=22 : pen(par) = 3.15245, 0.0107539; alpha, rqL1n = 1.58322e-13, 293.143
[ic= 4] nact=22 : pen(par) = 3.15244, 0.0107539; alpha, rqL1n = 0.00191856, 293.143
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 134.757
after setup() & newpen(): ifl = 0 (a|cg)mag = (134.757, 317.837)
[ic= 0] nact=18 : pen(par) = 3.15448, 0.010768; alpha, rqL1n = 0, 292.95
[ic= 1] nact=21 : pen(par) = 3.15448, 0.010768; alpha, rqL1n = 1.34199e-17, 292.95
[ic= 2] nact=22 : pen(par) = 3.15448, 0.010768; alpha, rqL1n = 5.38479e-14, 292.95
[ic= 3] nact=22 : pen(par) = 3.15447, 0.010768; alpha, rqL1n = 0.00122551, 292.95
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 133.724
after setup() & newpen(): ifl = 0 (a|cg)mag = (133.724, 317.837)
[ic= 0] nact=22 : pen(par) = 3.16048, 0.0108095; alpha, rqL1n = 0, 292.38
[ic= 1] nact=22 : pen(par) = 3.16047, 0.0108095; alpha, rqL1n = 0.00367882, 292.379
[ic= 2] nact=22 : pen(par) = 3.16047, 0.0108095; alpha, rqL1n = 0.00462188, 292.379
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 130.675
after setup() & newpen(): ifl = 0 (a|cg)mag = (130.675, 317.837)
[ic= 0] nact=19 : pen(par) = 3.17849, 0.0109349; alpha, rqL1n = 0, 290.674
[ic= 1] nact=21 : pen(par) = 3.17849, 0.0109349; alpha, rqL1n = 3.47904e-16, 290.674
[ic= 2] nact=22 : pen(par) = 3.17849, 0.0109349; alpha, rqL1n = 5.5362e-14, 290.674
[ic= 3] nact=22 : pen(par) = 3.17849, 0.0109349; alpha, rqL1n = 0.00210319, 290.674
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 128.045
after setup() & newpen(): ifl = 0 (a|cg)mag = (128.045, 317.837)
[ic= 0] nact=19 : pen(par) = 3.19467, 0.0110466; alpha, rqL1n = 0, 289.2
[ic= 1] nact=21 : pen(par) = 3.19467, 0.0110466; alpha, rqL1n = 6.1786e-18, 289.2
[ic= 2] nact=22 : pen(par) = 3.19467, 0.0110466; alpha, rqL1n = 5.95729e-15, 289.2
[ic= 3] nact=22 : pen(par) = 3.19467, 0.0110466; alpha, rqL1n = 0.000864691, 289.199
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 127.787
after setup() & newpen(): ifl = 0 (a|cg)mag = (127.787, 317.837)
[ic= 0] nact=20 : pen(par) = 3.19629, 0.0110577; alpha, rqL1n = 0, 289.055
[ic= 1] nact=21 : pen(par) = 3.19629, 0.0110577; alpha, rqL1n = 4.16899e-14, 289.055
[ic= 2] nact=22 : pen(par) = 3.19629, 0.0110577; alpha, rqL1n = 5.50322e-14, 289.055
[ic= 3] nact=22 : pen(par) = 3.19629, 0.0110577; alpha, rqL1n = 0.00167792, 289.055
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 127.549
after setup() & newpen(): ifl = 0 (a|cg)mag = (127.549, 317.837)
[ic= 0] nact=19 : pen(par) = 3.19779, 0.0110681; alpha, rqL1n = 0, 288.921
[ic= 1] nact=21 : pen(par) = 3.19779, 0.0110681; alpha, rqL1n = 2.57748e-16, 288.921
[ic= 2] nact=22 : pen(par) = 3.19779, 0.0110681; alpha, rqL1n = 2.279e-13, 288.921
[ic= 3] nact=22 : pen(par) = 3.19779, 0.0110681; alpha, rqL1n = 0.0108418, 288.921
[ic= 4] nact=22 : pen(par) = 3.19778, 0.0110681; alpha, rqL1n = 0.000198317, 288.92
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 127.406
after setup() & newpen(): ifl = 0 (a|cg)mag = (127.406, 317.837)
[ic= 0] nact=18 : pen(par) = 3.19868, 0.0110743; alpha, rqL1n = 0, 288.839
[ic= 1] nact=21 : pen(par) = 3.19868, 0.0110743; alpha, rqL1n = 5.91082e-18, 288.839
[ic= 2] nact=22 : pen(par) = 3.19868, 0.0110743; alpha, rqL1n = 1.34206e-14, 288.839
[ic= 3] nact=22 : pen(par) = 3.19867, 0.0110743; alpha, rqL1n = 0.00579539, 288.838
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 126.154
after setup() & newpen(): ifl = 0 (a|cg)mag = (126.154, 317.837)
[ic= 0] nact=19 : pen(par) = 3.20649, 0.0111291; alpha, rqL1n = 0, 288.118
[ic= 1] nact=20 : pen(par) = 3.20649, 0.0111291; alpha, rqL1n = 4.76145e-17, 288.118
[ic= 2] nact=21 : pen(par) = 3.20649, 0.0111291; alpha, rqL1n = 4.51573e-15, 288.118
[ic= 3] nact=22 : pen(par) = 3.20649, 0.0111291; alpha, rqL1n = 8.56713e-14, 288.118
[ic= 4] nact=22 : pen(par) = 3.20649, 0.0111291; alpha, rqL1n = 0.00058536, 288.118
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 124.878
after setup() & newpen(): ifl = 0 (a|cg)mag = (124.878, 317.837)
[ic= 0] nact=18 : pen(par) = 3.21461, 0.0111858; alpha, rqL1n = 0, 287.384
[ic= 1] nact=20 : pen(par) = 3.21461, 0.0111858; alpha, rqL1n = 5.112e-17, 287.384
[ic= 2] nact=21 : pen(par) = 3.21461, 0.0111858; alpha, rqL1n = 9.02631e-15, 287.384
[ic= 3] nact=22 : pen(par) = 3.2146, 0.0111858; alpha, rqL1n = 200.961, 287.383
[ic= 4] nact=22 : pen(par) = 3.2146, 0.0111858; alpha, rqL1n = 0.00061, 287.383
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 124.49
after setup() & newpen(): ifl = 0 (a|cg)mag = (124.49, 317.837)
[ic= 0] nact=18 : pen(par) = 3.21707, 0.0112032; alpha, rqL1n = 0, 287.156
[ic= 1] nact=19 : pen(par) = 3.21707, 0.0112032; alpha, rqL1n = 1.0711e-17, 287.156
[ic= 2] nact=20 : pen(par) = 3.21707, 0.0112032; alpha, rqL1n = 3.66437e-17, 287.156
[ic= 3] nact=21 : pen(par) = 3.21707, 0.0112032; alpha, rqL1n = 2.69676e-14, 287.156
[ic= 4] nact=22 : pen(par) = 3.21707, 0.0112032; alpha, rqL1n = 3.22609e-13, 287.156
[ic= 5] nact=22 : pen(par) = 3.21707, 0.0112032; alpha, rqL1n = 6.91158e-05, 287.156
[ic= 6] nact=22 : pen(par) = 3.21706, 0.0112032; alpha, rqL1n = 0.00831657, 287.156
end of inner loop, needed icyc = 6 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 124.051
after setup() & newpen(): ifl = 0 (a|cg)mag = (124.051, 317.837)
[ic= 0] nact=18 : pen(par) = 3.21983, 0.011223; alpha, rqL1n = 0, 286.895
[ic= 1] nact=22 : pen(par) = 3.21983, 0.011223; alpha, rqL1n = 1.41016e-17, 286.895
[ic= 2] nact=22 : pen(par) = 3.21983, 0.011223; alpha, rqL1n = 0.00843536, 286.895
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 121.681
after setup() & newpen(): ifl = 0 (a|cg)mag = (121.681, 317.837)
[ic= 0] nact=17 : pen(par) = 3.23503, 0.0113318; alpha, rqL1n = 0, 285.482
[ic= 1] nact=20 : pen(par) = 3.23503, 0.0113318; alpha, rqL1n = 4.17212e-18, 285.482
[ic= 2] nact=21 : pen(par) = 3.23503, 0.0113318; alpha, rqL1n = 1.23182e-16, 285.482
[ic= 3] nact=22 : pen(par) = 3.23503, 0.0113318; alpha, rqL1n = 6.32623e-14, 285.482
[ic= 4] nact=22 : pen(par) = 3.23502, 0.0113318; alpha, rqL1n = 0.00150503, 285.482
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 120.441
after setup() & newpen(): ifl = 0 (a|cg)mag = (120.441, 317.837)
[ic= 0] nact=19 : pen(par) = 3.24319, 0.01139; alpha, rqL1n = 0, 284.742
[ic= 1] nact=20 : pen(par) = 3.24319, 0.01139; alpha, rqL1n = 1.93116e-16, 284.742
[ic= 2] nact=22 : pen(par) = 3.24319, 0.01139; alpha, rqL1n = 3.18504e-15, 284.742
[ic= 3] nact=22 : pen(par) = 3.24319, 0.01139; alpha, rqL1n = 0.0067144, 284.741
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 119.803
after setup() & newpen(): ifl = 0 (a|cg)mag = (119.803, 317.837)
[ic= 0] nact=21 : pen(par) = 3.24745, 0.0114203; alpha, rqL1n = 0, 284.358
[ic= 1] nact=22 : pen(par) = 3.24745, 0.0114203; alpha, rqL1n = 1.20009e-14, 284.358
[ic= 2] nact=22 : pen(par) = 3.24745, 0.0114203; alpha, rqL1n = 0.000321051, 284.358
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 119.081
after setup() & newpen(): ifl = 0 (a|cg)mag = (119.081, 317.837)
[ic= 0] nact=20 : pen(par) = 3.25231, 0.0114548; alpha, rqL1n = 0, 283.925
[ic= 1] nact=22 : pen(par) = 3.25231, 0.0114548; alpha, rqL1n = 2.24323e-17, 283.925
[ic= 2] nact=22 : pen(par) = 3.25231, 0.0114548; alpha, rqL1n = 0.00077363, 283.925
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 118.535
after setup() & newpen(): ifl = 0 (a|cg)mag = (118.535, 317.837)
[ic= 0] nact=20 : pen(par) = 3.25603, 0.0114812; alpha, rqL1n = 0, 283.597
[ic= 1] nact=22 : pen(par) = 3.25603, 0.0114812; alpha, rqL1n = 6.79592e-16, 283.597
[ic= 2] nact=22 : pen(par) = 3.25603, 0.0114812; alpha, rqL1n = 5.43293e-06, 283.597
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 117.794
after setup() & newpen(): ifl = 0 (a|cg)mag = (117.794, 317.837)
[ic= 0] nact=19 : pen(par) = 3.26112, 0.0115173; alpha, rqL1n = 0, 283.151
[ic= 1] nact=20 : pen(par) = 3.26112, 0.0115173; alpha, rqL1n = 4.19203e-17, 283.151
[ic= 2] nact=22 : pen(par) = 3.26112, 0.0115173; alpha, rqL1n = 6.23425e-15, 283.151
[ic= 3] nact=22 : pen(par) = 3.26112, 0.0115173; alpha, rqL1n = 0.00645282, 283.151
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 117.506
after setup() & newpen(): ifl = 0 (a|cg)mag = (117.506, 317.837)
[ic= 0] nact=20 : pen(par) = 3.2631, 0.0115313; alpha, rqL1n = 0, 282.977
[ic= 1] nact=21 : pen(par) = 3.2631, 0.0115313; alpha, rqL1n = 1.75397e-15, 282.977
[ic= 2] nact=22 : pen(par) = 3.2631, 0.0115313; alpha, rqL1n = 1.11265e-14, 282.977
[ic= 3] nact=22 : pen(par) = 3.2631, 0.0115313; alpha, rqL1n = 0.000429349, 282.977
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 117.357
after setup() & newpen(): ifl = 0 (a|cg)mag = (117.357, 317.837)
[ic= 0] nact=18 : pen(par) = 3.26413, 0.0115386; alpha, rqL1n = 0, 282.887
[ic= 1] nact=19 : pen(par) = 3.26413, 0.0115386; alpha, rqL1n = 2.46125e-17, 282.887
[ic= 2] nact=20 : pen(par) = 3.26413, 0.0115386; alpha, rqL1n = 7.0129e-16, 282.887
[ic= 3] nact=21 : pen(par) = 3.26413, 0.0115386; alpha, rqL1n = 6.12547e-14, 282.887
[ic= 4] nact=22 : pen(par) = 3.26413, 0.0115386; alpha, rqL1n = 7.74426e-14, 282.887
[ic= 5] nact=22 : pen(par) = 3.26412, 0.0115386; alpha, rqL1n = 0.00393107, 282.886
end of inner loop, needed icyc = 5 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 115.856
after setup() & newpen(): ifl = 0 (a|cg)mag = (115.856, 317.837)
[ic= 0] nact=19 : pen(par) = 3.27455, 0.0116132; alpha, rqL1n = 0, 281.969
[ic= 1] nact=20 : pen(par) = 3.27455, 0.0116132; alpha, rqL1n = 4.1013e-17, 281.969
[ic= 2] nact=21 : pen(par) = 3.27455, 0.0116132; alpha, rqL1n = 1.31194e-16, 281.969
[ic= 3] nact=22 : pen(par) = 3.27455, 0.0116132; alpha, rqL1n = 7.03805e-14, 281.969
[ic= 4] nact=22 : pen(par) = 3.27455, 0.0116132; alpha, rqL1n = 0.00231017, 281.969
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 114.143
after setup() & newpen(): ifl = 0 (a|cg)mag = (114.143, 317.837)
[ic= 0] nact=19 : pen(par) = 3.28674, 0.0117; alpha, rqL1n = 0, 280.918
[ic= 1] nact=21 : pen(par) = 3.28674, 0.0117; alpha, rqL1n = 9.7448e-17, 280.918
[ic= 2] nact=22 : pen(par) = 3.28674, 0.0117; alpha, rqL1n = 2.23214e-15, 280.918
[ic= 3] nact=22 : pen(par) = 3.28674, 0.0117; alpha, rqL1n = 0.00309096, 280.918
[ic= 4] nact=22 : pen(par) = 3.28672, 0.0117; alpha, rqL1n = 0.00896506, 280.917
[ic= 5] nact=22 : pen(par) = 3.2867, 0.0117; alpha, rqL1n = 0.00900976, 280.914
[ic= 6] nact=22 : pen(par) = 3.28669, 0.0117; alpha, rqL1n = 0.00627901, 280.914
end of inner loop, needed icyc = 6 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 113.121
after setup() & newpen(): ifl = 0 (a|cg)mag = (113.121, 317.837)
[ic= 0] nact=18 : pen(par) = 3.29366, 0.0117527; alpha, rqL1n = 0, 280.247
[ic= 1] nact=20 : pen(par) = 3.29366, 0.0117527; alpha, rqL1n = 5.91104e-18, 280.247
[ic= 2] nact=21 : pen(par) = 3.29366, 0.0117527; alpha, rqL1n = 1.05219e-16, 280.247
[ic= 3] nact=22 : pen(par) = 3.29366, 0.0117527; alpha, rqL1n = 2.56861e-14, 280.247
[ic= 4] nact=22 : pen(par) = 3.29366, 0.0117527; alpha, rqL1n = 0.000830889, 280.246
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 112.76
after setup() & newpen(): ifl = 0 (a|cg)mag = (112.76, 317.837)
[ic= 0] nact=16 : pen(par) = 3.29614, 0.0117715; alpha, rqL1n = 0, 280.01
[ic= 1] nact=19 : pen(par) = 3.29614, 0.0117715; alpha, rqL1n = 6.32829e-18, 280.01
[ic= 2] nact=20 : pen(par) = 3.29614, 0.0117715; alpha, rqL1n = 1.92346e-16, 280.01
[ic= 3] nact=21 : pen(par) = 3.29614, 0.0117715; alpha, rqL1n = 6.11877e-16, 280.01
[ic= 4] nact=22 : pen(par) = 3.29614, 0.0117715; alpha, rqL1n = 5.22765e-14, 280.01
[ic= 5] nact=22 : pen(par) = 3.29614, 0.0117715; alpha, rqL1n = 0.00214399, 280.01
end of inner loop, needed icyc = 5 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 112.264
after setup() & newpen(): ifl = 0 (a|cg)mag = (112.264, 317.837)
[ic= 0] nact=20 : pen(par) = 3.29957, 0.0117975; alpha, rqL1n = 0, 279.684
[ic= 1] nact=21 : pen(par) = 3.29957, 0.0117975; alpha, rqL1n = 1.63234e-15, 279.684
[ic= 2] nact=22 : pen(par) = 3.29957, 0.0117975; alpha, rqL1n = 6.78651e-15, 279.684
[ic= 3] nact=22 : pen(par) = 3.29957, 0.0117975; alpha, rqL1n = 0.00435796, 279.684
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 111.041
after setup() & newpen(): ifl = 0 (a|cg)mag = (111.041, 317.837)
[ic= 0] nact=20 : pen(par) = 3.30813, 0.0118623; alpha, rqL1n = 0, 278.878
[ic= 1] nact=21 : pen(par) = 3.30813, 0.0118623; alpha, rqL1n = 2.55582e-15, 278.878
[ic= 2] nact=22 : pen(par) = 3.30813, 0.0118623; alpha, rqL1n = 1.29135e-12, 278.878
[ic= 3] nact=22 : pen(par) = 3.30813, 0.0118623; alpha, rqL1n = 0.000430369, 278.878
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 109.256
after setup() & newpen(): ifl = 0 (a|cg)mag = (109.256, 317.837)
[ic= 0] nact=21 : pen(par) = 3.32096, 0.0119588; alpha, rqL1n = 0, 277.701
[ic= 1] nact=22 : pen(par) = 3.32096, 0.0119588; alpha, rqL1n = 1.00134e-14, 277.701
[ic= 2] nact=22 : pen(par) = 3.32096, 0.0119588; alpha, rqL1n = 0.000880303, 277.701
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 108.948
after setup() & newpen(): ifl = 0 (a|cg)mag = (108.948, 317.837)
[ic= 0] nact=21 : pen(par) = 3.32322, 0.0119757; alpha, rqL1n = 0, 277.497
[ic= 1] nact=22 : pen(par) = 3.32322, 0.0119757; alpha, rqL1n = 8.11631e-15, 277.497
[ic= 2] nact=22 : pen(par) = 3.32322, 0.0119757; alpha, rqL1n = 0.000442951, 277.497
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 108.707
after setup() & newpen(): ifl = 0 (a|cg)mag = (108.707, 317.837)
[ic= 0] nact=21 : pen(par) = 3.32499, 0.011989; alpha, rqL1n = 0, 277.338
[ic= 1] nact=22 : pen(par) = 3.32499, 0.011989; alpha, rqL1n = 1.1063e-13, 277.338
[ic= 2] nact=22 : pen(par) = 3.32499, 0.011989; alpha, rqL1n = 0.00256008, 277.338
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 108.296
after setup() & newpen(): ifl = 0 (a|cg)mag = (108.296, 317.837)
[ic= 0] nact=20 : pen(par) = 3.32802, 0.0120117; alpha, rqL1n = 0, 277.065
[ic= 1] nact=21 : pen(par) = 3.32802, 0.0120117; alpha, rqL1n = 7.82185e-15, 277.065
[ic= 2] nact=22 : pen(par) = 3.32802, 0.0120117; alpha, rqL1n = 1.41744e-13, 277.065
[ic= 3] nact=22 : pen(par) = 3.32802, 0.0120117; alpha, rqL1n = 1.427e-06, 277.065
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 108.025
after setup() & newpen(): ifl = 0 (a|cg)mag = (108.025, 317.837)
[ic= 0] nact=17 : pen(par) = 3.33003, 0.0120267; alpha, rqL1n = 0, 276.885
[ic= 1] nact=19 : pen(par) = 3.33003, 0.0120267; alpha, rqL1n = 2.73717e-16, 276.885
[ic= 2] nact=20 : pen(par) = 3.33003, 0.0120267; alpha, rqL1n = 1.27855e-14, 276.885
[ic= 3] nact=21 : pen(par) = 3.33003, 0.0120267; alpha, rqL1n = 2.2135e-15, 276.885
[ic= 4] nact=22 : pen(par) = 3.33003, 0.0120267; alpha, rqL1n = 3.16021e-12, 276.885
[ic= 5] nact=22 : pen(par) = 3.33002, 0.0120267; alpha, rqL1n = 0.00180015, 276.885
end of inner loop, needed icyc = 5 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 106.834
after setup() & newpen(): ifl = 0 (a|cg)mag = (106.834, 317.837)
[ic= 0] nact=20 : pen(par) = 3.33895, 0.0120936; alpha, rqL1n = 0, 276.092
[ic= 1] nact=21 : pen(par) = 3.33895, 0.0120936; alpha, rqL1n = 1.07025e-15, 276.092
[ic= 2] nact=22 : pen(par) = 3.33895, 0.0120936; alpha, rqL1n = 1.33056e-13, 276.092
[ic= 3] nact=22 : pen(par) = 3.33895, 0.0120936; alpha, rqL1n = 0.0121933, 276.092
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 106.61
after setup() & newpen(): ifl = 0 (a|cg)mag = (106.61, 317.837)
[ic= 0] nact=17 : pen(par) = 3.34064, 0.0121063; alpha, rqL1n = 0, 275.943
[ic= 1] nact=21 : pen(par) = 3.34064, 0.0121063; alpha, rqL1n = 2.3869e-15, 275.943
[ic= 2] nact=22 : pen(par) = 3.34064, 0.0121063; alpha, rqL1n = 9.14395e-17, 275.943
[ic= 3] nact=22 : pen(par) = 3.34064, 0.0121063; alpha, rqL1n = 0.0020594, 275.943
[ic= 4] nact=22 : pen(par) = 3.34064, 0.0121063; alpha, rqL1n = 0.000517146, 275.943
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 106.274
after setup() & newpen(): ifl = 0 (a|cg)mag = (106.274, 317.837)
[ic= 0] nact=19 : pen(par) = 3.34317, 0.0121254; alpha, rqL1n = 0, 275.716
[ic= 1] nact=20 : pen(par) = 3.34317, 0.0121254; alpha, rqL1n = 9.20483e-18, 275.716
[ic= 2] nact=21 : pen(par) = 3.34317, 0.0121254; alpha, rqL1n = 1.20553e-14, 275.716
[ic= 3] nact=22 : pen(par) = 3.34317, 0.0121254; alpha, rqL1n = 1.61356e-13, 275.716
[ic= 4] nact=22 : pen(par) = 3.34317, 0.0121254; alpha, rqL1n = 0.0010826, 275.716
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 106.088
after setup() & newpen(): ifl = 0 (a|cg)mag = (106.088, 317.837)
[ic= 0] nact=22 : pen(par) = 3.34457, 0.012136; alpha, rqL1n = 0, 275.591
[ic= 1] nact=22 : pen(par) = 3.34457, 0.012136; alpha, rqL1n = 0.000375245, 275.59
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 105.694
after setup() & newpen(): ifl = 0 (a|cg)mag = (105.694, 317.837)
[ic= 0] nact=19 : pen(par) = 3.34756, 0.0121586; alpha, rqL1n = 0, 275.324
[ic= 1] nact=21 : pen(par) = 3.34756, 0.0121586; alpha, rqL1n = 1.58128e-17, 275.324
[ic= 2] nact=22 : pen(par) = 3.34756, 0.0121586; alpha, rqL1n = 7.67317e-15, 275.324
[ic= 3] nact=22 : pen(par) = 3.34756, 0.0121586; alpha, rqL1n = 0.000533993, 275.324
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 105.166
after setup() & newpen(): ifl = 0 (a|cg)mag = (105.166, 317.837)
[ic= 0] nact=20 : pen(par) = 3.35158, 0.0121891; alpha, rqL1n = 0, 274.965
[ic= 1] nact=22 : pen(par) = 3.35158, 0.0121891; alpha, rqL1n = 3.16346e-16, 274.965
[ic= 2] nact=22 : pen(par) = 3.35158, 0.0121891; alpha, rqL1n = 0.00103839, 274.965
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 104.185
after setup() & newpen(): ifl = 0 (a|cg)mag = (104.185, 317.837)
[ic= 0] nact=19 : pen(par) = 3.35916, 0.0122464; alpha, rqL1n = 0, 274.298
[ic= 1] nact=21 : pen(par) = 3.35916, 0.0122464; alpha, rqL1n = 3.86597e-17, 274.298
[ic= 2] nact=22 : pen(par) = 3.35916, 0.0122464; alpha, rqL1n = 3.43152e-15, 274.298
[ic= 3] nact=22 : pen(par) = 3.35916, 0.0122464; alpha, rqL1n = 0.00095465, 274.298
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 102.807
after setup() & newpen(): ifl = 0 (a|cg)mag = (102.807, 317.837)
[ic= 0] nact=21 : pen(par) = 3.37002, 0.0123282; alpha, rqL1n = 0, 273.36
[ic= 1] nact=22 : pen(par) = 3.37002, 0.0123282; alpha, rqL1n = 3.95732e-15, 273.36
[ic= 2] nact=22 : pen(par) = 3.37002, 0.0123282; alpha, rqL1n = 0.00131434, 273.36
[ic= 3] nact=22 : pen(par) = 3.37002, 0.0123282; alpha, rqL1n = 0.00490565, 273.359
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 102.272
after setup() & newpen(): ifl = 0 (a|cg)mag = (102.272, 317.837)
[ic= 0] nact=15 : pen(par) = 3.37427, 0.0123604; alpha, rqL1n = 0, 272.99
[ic= 1] nact=18 : pen(par) = 3.37427, 0.0123604; alpha, rqL1n = 1.50454e-18, 272.99
[ic= 2] nact=21 : pen(par) = 3.37427, 0.0123604; alpha, rqL1n = 2.75057e-17, 272.99
[ic= 3] nact=22 : pen(par) = 3.37427, 0.0123604; alpha, rqL1n = 7.11958e-15, 272.99
[ic= 4] nact=22 : pen(par) = 3.37426, 0.0123604; alpha, rqL1n = 0.0097575, 272.99
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 101.79
after setup() & newpen(): ifl = 0 (a|cg)mag = (101.79, 317.837)
[ic= 0] nact=21 : pen(par) = 3.37809, 0.0123896; alpha, rqL1n = 0, 272.656
[ic= 1] nact=22 : pen(par) = 3.37809, 0.0123896; alpha, rqL1n = 2.11171e-15, 272.656
[ic= 2] nact=22 : pen(par) = 3.37809, 0.0123896; alpha, rqL1n = 0.00149555, 272.655
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 101.05
after setup() & newpen(): ifl = 0 (a|cg)mag = (101.05, 317.837)
[ic= 0] nact=17 : pen(par) = 3.38402, 0.0124349; alpha, rqL1n = 0, 272.14
[ic= 1] nact=21 : pen(par) = 3.38402, 0.0124349; alpha, rqL1n = 2.36659e-18, 272.14
[ic= 2] nact=22 : pen(par) = 3.38402, 0.0124349; alpha, rqL1n = 2.80004e-16, 272.14
[ic= 3] nact=22 : pen(par) = 3.38401, 0.0124349; alpha, rqL1n = 0.00262696, 272.139
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 99.6262
after setup() & newpen(): ifl = 0 (a|cg)mag = (99.6262, 317.837)
[ic= 0] nact=19 : pen(par) = 3.39559, 0.0125234; alpha, rqL1n = 0, 271.139
[ic= 1] nact=20 : pen(par) = 3.39559, 0.0125234; alpha, rqL1n = 3.20369e-15, 271.139
[ic= 2] nact=22 : pen(par) = 3.39559, 0.0125234; alpha, rqL1n = 3.24992e-15, 271.139
[ic= 3] nact=22 : pen(par) = 3.39559, 0.0125234; alpha, rqL1n = 9.23049e-06, 271.139
[ic= 4] nact=22 : pen(par) = 3.39559, 0.0125234; alpha, rqL1n = 3.1336e-05, 271.139
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 99.4585
after setup() & newpen(): ifl = 0 (a|cg)mag = (99.4585, 317.837)
[ic= 0] nact=17 : pen(par) = 3.39698, 0.012534; alpha, rqL1n = 0, 271.021
[ic= 1] nact=20 : pen(par) = 3.39698, 0.012534; alpha, rqL1n = 4.95829e-16, 271.021
[ic= 2] nact=21 : pen(par) = 3.39698, 0.012534; alpha, rqL1n = 3.50957e-14, 271.021
[ic= 3] nact=22 : pen(par) = 3.39697, 0.012534; alpha, rqL1n = 191.724, 271.021
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 99.2844
after setup() & newpen(): ifl = 0 (a|cg)mag = (99.2844, 317.837)
[ic= 0] nact=19 : pen(par) = 3.3984, 0.012545; alpha, rqL1n = 0, 270.898
[ic= 1] nact=20 : pen(par) = 3.3984, 0.012545; alpha, rqL1n = 9.69705e-18, 270.898
[ic= 2] nact=21 : pen(par) = 3.3984, 0.012545; alpha, rqL1n = 7.88875e-15, 270.898
[ic= 3] nact=22 : pen(par) = 3.3984, 0.012545; alpha, rqL1n = 117.277, 270.897
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 99.1399
after setup() & newpen(): ifl = 0 (a|cg)mag = (99.1399, 317.837)
[ic= 0] nact=20 : pen(par) = 3.39958, 0.0125541; alpha, rqL1n = 0, 270.795
[ic= 1] nact=21 : pen(par) = 3.39958, 0.0125541; alpha, rqL1n = 1.67376e-15, 270.795
[ic= 2] nact=22 : pen(par) = 3.39958, 0.0125541; alpha, rqL1n = 3.09187e-14, 270.795
[ic= 3] nact=22 : pen(par) = 3.39958, 0.0125541; alpha, rqL1n = 0.000133752, 270.795
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 98.5812
after setup() & newpen(): ifl = 0 (a|cg)mag = (98.5812, 317.837)
[ic= 0] nact=20 : pen(par) = 3.4042, 0.0125896; alpha, rqL1n = 0, 270.397
[ic= 1] nact=21 : pen(par) = 3.4042, 0.0125896; alpha, rqL1n = 2.6195e-15, 270.397
[ic= 2] nact=22 : pen(par) = 3.4042, 0.0125896; alpha, rqL1n = 1.86486e-13, 270.397
[ic= 3] nact=22 : pen(par) = 3.4042, 0.0125896; alpha, rqL1n = 0.00117023, 270.397
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 98.4091
after setup() & newpen(): ifl = 0 (a|cg)mag = (98.4091, 317.837)
[ic= 0] nact=20 : pen(par) = 3.40563, 0.0126006; alpha, rqL1n = 0, 270.274
[ic= 1] nact=21 : pen(par) = 3.40563, 0.0126006; alpha, rqL1n = 4.46938e-15, 270.274
[ic= 2] nact=22 : pen(par) = 3.40563, 0.0126006; alpha, rqL1n = 5.82892e-15, 270.274
[ic= 3] nact=22 : pen(par) = 3.40562, 0.0126006; alpha, rqL1n = 0.000813376, 270.274
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 97.0928
after setup() & newpen(): ifl = 0 (a|cg)mag = (97.0928, 317.837)
[ic= 0] nact=19 : pen(par) = 3.41667, 0.0126858; alpha, rqL1n = 0, 269.331
[ic= 1] nact=20 : pen(par) = 3.41667, 0.0126858; alpha, rqL1n = 1.71082e-15, 269.331
[ic= 2] nact=21 : pen(par) = 3.41667, 0.0126858; alpha, rqL1n = 3.11489e-15, 269.331
[ic= 3] nact=22 : pen(par) = 3.41667, 0.0126858; alpha, rqL1n = 2.50456e-14, 269.331
[ic= 4] nact=22 : pen(par) = 3.41666, 0.0126858; alpha, rqL1n = 0.00126641, 269.331
[ic= 5] nact=22 : pen(par) = 3.41666, 0.0126858; alpha, rqL1n = 0.000173278, 269.331
end of inner loop, needed icyc = 5 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 96.797
after setup() & newpen(): ifl = 0 (a|cg)mag = (96.797, 317.837)
[ic= 0] nact=22 : pen(par) = 3.41918, 0.0127051; alpha, rqL1n = 0, 269.118
[ic= 1] nact=22 : pen(par) = 3.41918, 0.0127051; alpha, rqL1n = 0.000930609, 269.118
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 96.4725
after setup() & newpen(): ifl = 0 (a|cg)mag = (96.4725, 317.837)
[ic= 0] nact=21 : pen(par) = 3.42195, 0.0127265; alpha, rqL1n = 0, 268.884
[ic= 1] nact=22 : pen(par) = 3.42195, 0.0127265; alpha, rqL1n = 1.04344e-14, 268.884
[ic= 2] nact=22 : pen(par) = 3.42195, 0.0127265; alpha, rqL1n = 3.2957e-05, 268.884
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 96.0052
after setup() & newpen(): ifl = 0 (a|cg)mag = (96.0052, 317.837)
[ic= 0] nact=22 : pen(par) = 3.42598, 0.0127574; alpha, rqL1n = 0, 268.548
[ic= 1] nact=22 : pen(par) = 3.42598, 0.0127574; alpha, rqL1n = 0.000414067, 268.548
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 95.1652
after setup() & newpen(): ifl = 0 (a|cg)mag = (95.1652, 317.837)
[ic= 0] nact=20 : pen(par) = 3.4333, 0.0128136; alpha, rqL1n = 0, 267.942
[ic= 1] nact=22 : pen(par) = 3.4333, 0.0128136; alpha, rqL1n = 3.9536e-15, 267.942
[ic= 2] nact=22 : pen(par) = 3.43329, 0.0128136; alpha, rqL1n = 0.000599896, 267.942
[ic= 3] nact=22 : pen(par) = 3.43329, 0.0128136; alpha, rqL1n = 0.00115974, 267.941
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 94.7904
after setup() & newpen(): ifl = 0 (a|cg)mag = (94.7904, 317.837)
[ic= 0] nact=20 : pen(par) = 3.43659, 0.0128389; alpha, rqL1n = 0, 267.67
[ic= 1] nact=21 : pen(par) = 3.43659, 0.0128389; alpha, rqL1n = 2.33173e-14, 267.67
[ic= 2] nact=22 : pen(par) = 3.43659, 0.0128389; alpha, rqL1n = 1.29402e-12, 267.67
[ic= 3] nact=22 : pen(par) = 3.43659, 0.0128389; alpha, rqL1n = 0.0013255, 267.67
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 94.2422
after setup() & newpen(): ifl = 0 (a|cg)mag = (94.2422, 317.837)
[ic= 0] nact=19 : pen(par) = 3.44146, 0.0128762; alpha, rqL1n = 0, 267.273
[ic= 1] nact=21 : pen(par) = 3.44146, 0.0128762; alpha, rqL1n = 8.35635e-18, 267.273
[ic= 2] nact=22 : pen(par) = 3.44146, 0.0128762; alpha, rqL1n = 6.05725e-15, 267.273
[ic= 3] nact=22 : pen(par) = 3.44144, 0.0128762; alpha, rqL1n = 0.00609849, 267.271
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 93.5006
after setup() & newpen(): ifl = 0 (a|cg)mag = (93.5006, 317.837)
[ic= 0] nact=22 : pen(par) = 3.44796, 0.0129272; alpha, rqL1n = 0, 266.722
[ic= 1] nact=22 : pen(par) = 3.44796, 0.0129272; alpha, rqL1n = 0.00223277, 266.722
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 91.7634
after setup() & newpen(): ifl = 0 (a|cg)mag = (91.7634, 317.837)
[ic= 0] nact=21 : pen(par) = 3.4636, 0.0130489; alpha, rqL1n = 0, 265.431
[ic= 1] nact=22 : pen(par) = 3.4636, 0.0130489; alpha, rqL1n = 1.7103e-14, 265.431
[ic= 2] nact=22 : pen(par) = 3.46359, 0.0130489; alpha, rqL1n = 0.00425983, 265.431
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 91.5183
after setup() & newpen(): ifl = 0 (a|cg)mag = (91.5183, 317.837)
[ic= 0] nact=18 : pen(par) = 3.46583, 0.0130664; alpha, rqL1n = 0, 265.248
[ic= 1] nact=20 : pen(par) = 3.46583, 0.0130664; alpha, rqL1n = 2.71783e-18, 265.248
[ic= 2] nact=21 : pen(par) = 3.46583, 0.0130664; alpha, rqL1n = 3.78303e-16, 265.248
[ic= 3] nact=22 : pen(par) = 3.46583, 0.0130664; alpha, rqL1n = 5.3597e-15, 265.248
[ic= 4] nact=22 : pen(par) = 3.46583, 0.0130664; alpha, rqL1n = 0.0108533, 265.247
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 91.353
after setup() & newpen(): ifl = 0 (a|cg)mag = (91.353, 317.837)
[ic= 0] nact=15 : pen(par) = 3.46733, 0.0130782; alpha, rqL1n = 0, 265.123
[ic= 1] nact=19 : pen(par) = 3.46733, 0.0130782; alpha, rqL1n = 1.38796e-18, 265.123
[ic= 2] nact=20 : pen(par) = 3.46733, 0.0130782; alpha, rqL1n = 1.14326e-15, 265.123
[ic= 3] nact=21 : pen(par) = 3.46733, 0.0130782; alpha, rqL1n = 1.40783e-14, 265.123
[ic= 4] nact=22 : pen(par) = 3.46733, 0.0130782; alpha, rqL1n = 4.9516, 265.123
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 90.5342
after setup() & newpen(): ifl = 0 (a|cg)mag = (90.5342, 317.837)
[ic= 0] nact=19 : pen(par) = 3.47486, 0.0131372; alpha, rqL1n = 0, 264.505
[ic= 1] nact=20 : pen(par) = 3.47486, 0.0131372; alpha, rqL1n = 2.02178e-16, 264.505
[ic= 2] nact=21 : pen(par) = 3.47486, 0.0131372; alpha, rqL1n = 4.49238e-15, 264.505
[ic= 3] nact=22 : pen(par) = 3.47486, 0.0131372; alpha, rqL1n = 4.91898, 264.505
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 90.1031
after setup() & newpen(): ifl = 0 (a|cg)mag = (90.1031, 317.837)
[ic= 0] nact=21 : pen(par) = 3.47886, 0.0131686; alpha, rqL1n = 0, 264.178
[ic= 1] nact=22 : pen(par) = 3.47886, 0.0131686; alpha, rqL1n = 1.90266e-14, 264.178
[ic= 2] nact=22 : pen(par) = 3.47886, 0.0131686; alpha, rqL1n = 0.00293104, 264.178
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 88.7757
after setup() & newpen(): ifl = 0 (a|cg)mag = (88.7757, 317.837)
[ic= 0] nact=18 : pen(par) = 3.49137, 0.0132667; alpha, rqL1n = 0, 263.168
[ic= 1] nact=20 : pen(par) = 3.49137, 0.0132667; alpha, rqL1n = 3.6986e-18, 263.168
[ic= 2] nact=22 : pen(par) = 3.49137, 0.0132667; alpha, rqL1n = 4.89564e-16, 263.168
[ic= 3] nact=22 : pen(par) = 3.49137, 0.0132667; alpha, rqL1n = 0.00761407, 263.168
[ic= 4] nact=22 : pen(par) = 3.49137, 0.0132667; alpha, rqL1n = 0.00598397, 263.168
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 88.6717
after setup() & newpen(): ifl = 0 (a|cg)mag = (88.6717, 317.837)
[ic= 0] nact=21 : pen(par) = 3.49235, 0.0132745; alpha, rqL1n = 0, 263.088
[ic= 1] nact=22 : pen(par) = 3.49235, 0.0132745; alpha, rqL1n = 1.99385e-17, 263.088
[ic= 2] nact=22 : pen(par) = 3.49235, 0.0132745; alpha, rqL1n = 0.00099299, 263.087
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 88.3472
after setup() & newpen(): ifl = 0 (a|cg)mag = (88.3472, 317.837)
[ic= 0] nact=21 : pen(par) = 3.49541, 0.0132988; alpha, rqL1n = 0, 262.836
[ic= 1] nact=22 : pen(par) = 3.49541, 0.0132988; alpha, rqL1n = 1.73727e-15, 262.836
[ic= 2] nact=22 : pen(par) = 3.49541, 0.0132988; alpha, rqL1n = 0.00310798, 262.836
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 86.877
after setup() & newpen(): ifl = 0 (a|cg)mag = (86.877, 317.837)
[ic= 0] nact=19 : pen(par) = 3.50951, 0.0134109; alpha, rqL1n = 0, 261.691
[ic= 1] nact=20 : pen(par) = 3.50951, 0.0134109; alpha, rqL1n = 5.92741e-16, 261.691
[ic= 2] nact=22 : pen(par) = 3.50951, 0.0134109; alpha, rqL1n = 2.44683e-14, 261.691
[ic= 3] nact=22 : pen(par) = 3.50951, 0.0134109; alpha, rqL1n = 0.000206335, 261.691
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 86.124
after setup() & newpen(): ifl = 0 (a|cg)mag = (86.124, 317.837)
[ic= 0] nact=20 : pen(par) = 3.51692, 0.0134694; alpha, rqL1n = 0, 261.104
[ic= 1] nact=21 : pen(par) = 3.51692, 0.0134694; alpha, rqL1n = 3.1963e-15, 261.104
[ic= 2] nact=22 : pen(par) = 3.51692, 0.0134694; alpha, rqL1n = 4.08784e-12, 261.104
[ic= 3] nact=22 : pen(par) = 3.51691, 0.0134694; alpha, rqL1n = 0.00811309, 261.104
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 85.291
after setup() & newpen(): ifl = 0 (a|cg)mag = (85.291, 317.837)
[ic= 0] nact=16 : pen(par) = 3.52518, 0.013535; alpha, rqL1n = 0, 260.449
[ic= 1] nact=21 : pen(par) = 3.52518, 0.013535; alpha, rqL1n = 3.30075e-17, 260.449
[ic= 2] nact=22 : pen(par) = 3.52518, 0.013535; alpha, rqL1n = 2.10106e-15, 260.449
[ic= 3] nact=22 : pen(par) = 3.52518, 0.013535; alpha, rqL1n = 0.00725141, 260.449
[ic= 4] nact=22 : pen(par) = 3.52518, 0.013535; alpha, rqL1n = 0.00249521, 260.449
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 84.9746
after setup() & newpen(): ifl = 0 (a|cg)mag = (84.9746, 317.837)
[ic= 0] nact=21 : pen(par) = 3.52834, 0.0135602; alpha, rqL1n = 0, 260.198
[ic= 1] nact=22 : pen(par) = 3.52834, 0.0135602; alpha, rqL1n = 5.99496e-16, 260.198
[ic= 2] nact=22 : pen(par) = 3.52834, 0.0135602; alpha, rqL1n = 0.000302009, 260.198
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 83.0038
after setup() & newpen(): ifl = 0 (a|cg)mag = (83.0038, 317.837)
[ic= 0] nact=20 : pen(par) = 3.54852, 0.0137202; alpha, rqL1n = 0, 258.634
[ic= 1] nact=22 : pen(par) = 3.54852, 0.0137202; alpha, rqL1n = 6.72233e-15, 258.634
[ic= 2] nact=22 : pen(par) = 3.54852, 0.0137202; alpha, rqL1n = 0.00136103, 258.634
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 82.1034
after setup() & newpen(): ifl = 0 (a|cg)mag = (82.1034, 317.837)
[ic= 0] nact=19 : pen(par) = 3.55805, 0.0137952; alpha, rqL1n = 0, 257.919
[ic= 1] nact=20 : pen(par) = 3.55805, 0.0137952; alpha, rqL1n = 4.85023e-16, 257.919
[ic= 2] nact=21 : pen(par) = 3.55805, 0.0137952; alpha, rqL1n = 8.95112e-14, 257.919
[ic= 3] nact=22 : pen(par) = 3.55805, 0.0137952; alpha, rqL1n = 73.7266, 257.918
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 81.4365
after setup() & newpen(): ifl = 0 (a|cg)mag = (81.4365, 317.837)
[ic= 0] nact=20 : pen(par) = 3.56521, 0.0138516; alpha, rqL1n = 0, 257.386
[ic= 1] nact=21 : pen(par) = 3.56521, 0.0138516; alpha, rqL1n = 9.0714e-18, 257.386
[ic= 2] nact=22 : pen(par) = 3.56521, 0.0138516; alpha, rqL1n = 4.96625e-16, 257.386
[ic= 3] nact=22 : pen(par) = 3.56521, 0.0138516; alpha, rqL1n = 0.00163175, 257.386
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 81.2657
after setup() & newpen(): ifl = 0 (a|cg)mag = (81.2657, 317.837)
[ic= 0] nact=18 : pen(par) = 3.56706, 0.0138662; alpha, rqL1n = 0, 257.249
[ic= 1] nact=21 : pen(par) = 3.56706, 0.0138662; alpha, rqL1n = 9.48815e-17, 257.249
[ic= 2] nact=22 : pen(par) = 3.56706, 0.0138662; alpha, rqL1n = 2.02327e-14, 257.249
[ic= 3] nact=22 : pen(par) = 3.56705, 0.0138662; alpha, rqL1n = 0.00257352, 257.249
[ic= 4] nact=22 : pen(par) = 3.56705, 0.0138662; alpha, rqL1n = 0.0031371, 257.248
[ic= 5] nact=22 : pen(par) = 3.56705, 0.0138662; alpha, rqL1n = 0.000594613, 257.248
end of inner loop, needed icyc = 5 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 81.0393
after setup() & newpen(): ifl = 0 (a|cg)mag = (81.0393, 317.837)
[ic= 0] nact=20 : pen(par) = 3.56948, 0.0138855; alpha, rqL1n = 0, 257.065
[ic= 1] nact=21 : pen(par) = 3.56948, 0.0138855; alpha, rqL1n = 1.58486e-15, 257.065
[ic= 2] nact=22 : pen(par) = 3.56948, 0.0138855; alpha, rqL1n = 4.20771e-13, 257.065
[ic= 3] nact=22 : pen(par) = 3.56948, 0.0138855; alpha, rqL1n = 0.000590087, 257.065
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 79.3302
after setup() & newpen(): ifl = 0 (a|cg)mag = (79.3302, 317.837)
[ic= 0] nact=20 : pen(par) = 3.58825, 0.0140343; alpha, rqL1n = 0, 255.677
[ic= 1] nact=21 : pen(par) = 3.58825, 0.0140343; alpha, rqL1n = 1.11897e-15, 255.677
[ic= 2] nact=22 : pen(par) = 3.58825, 0.0140343; alpha, rqL1n = 3.16791e-14, 255.677
[ic= 3] nact=22 : pen(par) = 3.58825, 0.0140343; alpha, rqL1n = 0.00138278, 255.677
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 77.9413
after setup() & newpen(): ifl = 0 (a|cg)mag = (77.9413, 317.837)
[ic= 0] nact=21 : pen(par) = 3.60409, 0.0141588; alpha, rqL1n = 0, 254.548
[ic= 1] nact=22 : pen(par) = 3.60409, 0.0141588; alpha, rqL1n = 5.69602e-14, 254.548
[ic= 2] nact=22 : pen(par) = 3.60408, 0.0141588; alpha, rqL1n = 0.00627501, 254.547
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 77.7098
after setup() & newpen(): ifl = 0 (a|cg)mag = (77.7098, 317.837)
[ic= 0] nact=21 : pen(par) = 3.60676, 0.0141799; alpha, rqL1n = 0, 254.358
[ic= 1] nact=22 : pen(par) = 3.60676, 0.0141799; alpha, rqL1n = 3.56164e-15, 254.358
[ic= 2] nact=22 : pen(par) = 3.60676, 0.0141799; alpha, rqL1n = 0.00165265, 254.358
[ic= 3] nact=22 : pen(par) = 3.60675, 0.0141799; alpha, rqL1n = 0.0174913, 254.357
[ic= 4] nact=22 : pen(par) = 3.60675, 0.0141799; alpha, rqL1n = 0.00271447, 254.357
[ic= 5] nact=22 : pen(par) = 3.60675, 0.0141799; alpha, rqL1n = 0.00133029, 254.357
end of inner loop, needed icyc = 5 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 77.5729
after setup() & newpen(): ifl = 0 (a|cg)mag = (77.5729, 317.837)
[ic= 0] nact=20 : pen(par) = 3.6083, 0.0141924; alpha, rqL1n = 0, 254.242
[ic= 1] nact=21 : pen(par) = 3.6083, 0.0141924; alpha, rqL1n = 1.90141e-15, 254.242
[ic= 2] nact=22 : pen(par) = 3.6083, 0.0141924; alpha, rqL1n = 2.93473e-16, 254.242
[ic= 3] nact=22 : pen(par) = 3.6083, 0.0141924; alpha, rqL1n = 0.000164252, 254.242
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 75.4193
after setup() & newpen(): ifl = 0 (a|cg)mag = (75.4193, 317.837)
[ic= 0] nact=19 : pen(par) = 3.63348, 0.0143936; alpha, rqL1n = 0, 252.438
[ic= 1] nact=21 : pen(par) = 3.63348, 0.0143936; alpha, rqL1n = 1.42097e-18, 252.438
[ic= 2] nact=22 : pen(par) = 3.63348, 0.0143936; alpha, rqL1n = 3.29553e-16, 252.438
[ic= 3] nact=22 : pen(par) = 3.63348, 0.0143936; alpha, rqL1n = 0.00070725, 252.438
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 74.149
after setup() & newpen(): ifl = 0 (a|cg)mag = (74.149, 317.837)
[ic= 0] nact=19 : pen(par) = 3.64901, 0.0145163; alpha, rqL1n = 0, 251.373
[ic= 1] nact=21 : pen(par) = 3.64901, 0.0145163; alpha, rqL1n = 1.48398e-16, 251.373
[ic= 2] nact=22 : pen(par) = 3.64901, 0.0145163; alpha, rqL1n = 3.60627e-15, 251.373
[ic= 3] nact=22 : pen(par) = 3.64901, 0.0145163; alpha, rqL1n = 0.00244231, 251.373
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 73.5099
after setup() & newpen(): ifl = 0 (a|cg)mag = (73.5099, 317.837)
[ic= 0] nact=21 : pen(par) = 3.65702, 0.0145793; alpha, rqL1n = 0, 250.836
[ic= 1] nact=22 : pen(par) = 3.65702, 0.0145793; alpha, rqL1n = 3.89956e-15, 250.836
[ic= 2] nact=22 : pen(par) = 3.65701, 0.0145793; alpha, rqL1n = 0.000899458, 250.836
[ic= 3] nact=22 : pen(par) = 3.65701, 0.0145793; alpha, rqL1n = 0.00309768, 250.836
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 71.547
after setup() & newpen(): ifl = 0 (a|cg)mag = (71.547, 317.837)
[ic= 0] nact=22 : pen(par) = 3.68238, 0.0147779; alpha, rqL1n = 0, 249.181
[ic= 1] nact=22 : pen(par) = 3.68238, 0.0147779; alpha, rqL1n = 0.00136888, 249.18
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 70.4115
after setup() & newpen(): ifl = 0 (a|cg)mag = (70.4115, 317.837)
[ic= 0] nact=19 : pen(par) = 3.69767, 0.0148966; alpha, rqL1n = 0, 248.221
[ic= 1] nact=20 : pen(par) = 3.69767, 0.0148966; alpha, rqL1n = 4.4831e-16, 248.221
[ic= 2] nact=22 : pen(par) = 3.69767, 0.0148966; alpha, rqL1n = 1.11169e-13, 248.221
[ic= 3] nact=22 : pen(par) = 3.69766, 0.0148966; alpha, rqL1n = 0.00495905, 248.221
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 69.7593
after setup() & newpen(): ifl = 0 (a|cg)mag = (69.7593, 317.837)
[ic= 0] nact=19 : pen(par) = 3.70664, 0.0149661; alpha, rqL1n = 0, 247.669
[ic= 1] nact=21 : pen(par) = 3.70664, 0.0149661; alpha, rqL1n = 3.65108e-15, 247.669
[ic= 2] nact=22 : pen(par) = 3.70664, 0.0149661; alpha, rqL1n = 1.84827e-11, 247.669
[ic= 3] nact=22 : pen(par) = 3.70664, 0.0149661; alpha, rqL1n = 0.00580958, 247.669
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 69.5743
after setup() & newpen(): ifl = 0 (a|cg)mag = (69.5743, 317.837)
[ic= 0] nact=17 : pen(par) = 3.7092, 0.014986; alpha, rqL1n = 0, 247.511
[ic= 1] nact=20 : pen(par) = 3.7092, 0.014986; alpha, rqL1n = 1.62576e-18, 247.511
[ic= 2] nact=22 : pen(par) = 3.7092, 0.014986; alpha, rqL1n = 2.57824e-15, 247.511
[ic= 3] nact=22 : pen(par) = 3.7092, 0.014986; alpha, rqL1n = 0.00215688, 247.511
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 67.486
after setup() & newpen(): ifl = 0 (a|cg)mag = (67.486, 317.837)
[ic= 0] nact=19 : pen(par) = 3.73908, 0.0152161; alpha, rqL1n = 0, 245.732
[ic= 1] nact=20 : pen(par) = 3.73908, 0.0152161; alpha, rqL1n = 4.96164e-15, 245.732
[ic= 2] nact=21 : pen(par) = 3.73908, 0.0152161; alpha, rqL1n = 2.55867e-14, 245.732
[ic= 3] nact=22 : pen(par) = 3.73908, 0.0152161; alpha, rqL1n = 1.16149e-12, 245.732
[ic= 4] nact=22 : pen(par) = 3.73906, 0.0152161; alpha, rqL1n = 0.0132263, 245.731
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 66.6957
after setup() & newpen(): ifl = 0 (a|cg)mag = (66.6957, 317.837)
[ic= 0] nact=17 : pen(par) = 3.75069, 0.015306; alpha, rqL1n = 0, 245.047
[ic= 1] nact=19 : pen(par) = 3.75069, 0.015306; alpha, rqL1n = 3.61108e-17, 245.047
[ic= 2] nact=21 : pen(par) = 3.75069, 0.015306; alpha, rqL1n = 6.45423e-16, 245.047
[ic= 3] nact=22 : pen(par) = 3.75069, 0.015306; alpha, rqL1n = 4.1469e-14, 245.047
[ic= 4] nact=22 : pen(par) = 3.75069, 0.015306; alpha, rqL1n = 0.000596397, 245.047
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 65.4032
after setup() & newpen(): ifl = 0 (a|cg)mag = (65.4032, 317.837)
[ic= 0] nact=16 : pen(par) = 3.77028, 0.0154565; alpha, rqL1n = 0, 243.929
[ic= 1] nact=19 : pen(par) = 3.77028, 0.0154565; alpha, rqL1n = 3.07299e-17, 243.929
[ic= 2] nact=21 : pen(par) = 3.77028, 0.0154565; alpha, rqL1n = 5.69349e-16, 243.929
[ic= 3] nact=22 : pen(par) = 3.77028, 0.0154565; alpha, rqL1n = 4.18149e-14, 243.929
[ic= 4] nact=22 : pen(par) = 3.77028, 0.0154565; alpha, rqL1n = 0.00030386, 243.929
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 65.2863
after setup() & newpen(): ifl = 0 (a|cg)mag = (65.2863, 317.837)
[ic= 0] nact=19 : pen(par) = 3.77209, 0.0154703; alpha, rqL1n = 0, 243.828
[ic= 1] nact=22 : pen(par) = 3.77209, 0.0154703; alpha, rqL1n = 3.16811e-17, 243.828
[ic= 2] nact=22 : pen(par) = 3.77209, 0.0154703; alpha, rqL1n = 0.000717781, 243.828
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 65.0849
after setup() & newpen(): ifl = 0 (a|cg)mag = (65.0849, 317.837)
[ic= 0] nact=21 : pen(par) = 3.77522, 0.0154942; alpha, rqL1n = 0, 243.653
[ic= 1] nact=22 : pen(par) = 3.77522, 0.0154942; alpha, rqL1n = 7.0232e-16, 243.653
[ic= 2] nact=22 : pen(par) = 3.77522, 0.0154942; alpha, rqL1n = 1.15203e-05, 243.653
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 64.9347
after setup() & newpen(): ifl = 0 (a|cg)mag = (64.9347, 317.837)
[ic= 0] nact=16 : pen(par) = 3.77756, 0.0155121; alpha, rqL1n = 0, 243.523
[ic= 1] nact=18 : pen(par) = 3.77756, 0.0155121; alpha, rqL1n = 3.64437e-18, 243.523
[ic= 2] nact=21 : pen(par) = 3.77756, 0.0155121; alpha, rqL1n = 5.35688e-16, 243.523
[ic= 3] nact=22 : pen(par) = 3.77756, 0.0155121; alpha, rqL1n = 3.25113e-14, 243.523
[ic= 4] nact=22 : pen(par) = 3.77756, 0.0155121; alpha, rqL1n = 0.00012277, 243.523
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 64.6742
after setup() & newpen(): ifl = 0 (a|cg)mag = (64.6742, 317.837)
[ic= 0] nact=20 : pen(par) = 3.78165, 0.0155433; alpha, rqL1n = 0, 243.297
[ic= 1] nact=21 : pen(par) = 3.78165, 0.0155433; alpha, rqL1n = 6.86239e-15, 243.297
[ic= 2] nact=22 : pen(par) = 3.78165, 0.0155433; alpha, rqL1n = 3.38207e-11, 243.297
[ic= 3] nact=22 : pen(par) = 3.78165, 0.0155433; alpha, rqL1n = 0.0544971, 243.297
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 64.5283
after setup() & newpen(): ifl = 0 (a|cg)mag = (64.5283, 317.837)
[ic= 0] nact=17 : pen(par) = 3.78393, 0.0155609; alpha, rqL1n = 0, 243.169
[ic= 1] nact=20 : pen(par) = 3.78393, 0.0155609; alpha, rqL1n = 1.25073e-17, 243.169
[ic= 2] nact=21 : pen(par) = 3.78393, 0.0155609; alpha, rqL1n = 1.9929e-16, 243.169
[ic= 3] nact=22 : pen(par) = 3.78393, 0.0155609; alpha, rqL1n = 7.16412e-14, 243.169
[ic= 4] nact=22 : pen(par) = 3.78393, 0.0155609; alpha, rqL1n = 0.00425522, 243.169
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 64.2401
after setup() & newpen(): ifl = 0 (a|cg)mag = (64.2401, 317.837)
[ic= 0] nact=18 : pen(par) = 3.78844, 0.0155958; alpha, rqL1n = 0, 242.915
[ic= 1] nact=21 : pen(par) = 3.78844, 0.0155958; alpha, rqL1n = 3.82814e-17, 242.915
[ic= 2] nact=22 : pen(par) = 3.78844, 0.0155958; alpha, rqL1n = 7.19142e-14, 242.915
[ic= 3] nact=22 : pen(par) = 3.78844, 0.0155958; alpha, rqL1n = 0.057447, 242.915
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 63.8076
after setup() & newpen(): ifl = 0 (a|cg)mag = (63.8076, 317.837)
[ic= 0] nact=21 : pen(par) = 3.79528, 0.0156485; alpha, rqL1n = 0, 242.533
[ic= 1] nact=22 : pen(par) = 3.79528, 0.0156485; alpha, rqL1n = 5.44941e-16, 242.533
[ic= 2] nact=22 : pen(par) = 3.79528, 0.0156485; alpha, rqL1n = 0.000147111, 242.533
[ic= 3] nact=22 : pen(par) = 3.79528, 0.0156485; alpha, rqL1n = 0.000311045, 242.533
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 63.1112
after setup() & newpen(): ifl = 0 (a|cg)mag = (63.1112, 317.837)
[ic= 0] nact=20 : pen(par) = 3.80648, 0.0157346; alpha, rqL1n = 0, 241.917
[ic= 1] nact=21 : pen(par) = 3.80648, 0.0157346; alpha, rqL1n = 2.14462e-15, 241.917
[ic= 2] nact=22 : pen(par) = 3.80648, 0.0157346; alpha, rqL1n = 1.25469e-13, 241.917
[ic= 3] nact=22 : pen(par) = 3.80648, 0.0157346; alpha, rqL1n = 0.00387931, 241.917
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 63.034
after setup() & newpen(): ifl = 0 (a|cg)mag = (63.034, 317.837)
[ic= 0] nact=21 : pen(par) = 3.80773, 0.0157443; alpha, rqL1n = 0, 241.848
[ic= 1] nact=22 : pen(par) = 3.80773, 0.0157443; alpha, rqL1n = 8.72708e-14, 241.848
[ic= 2] nact=22 : pen(par) = 3.80772, 0.0157443; alpha, rqL1n = 0.00111007, 241.848
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 61.9004
after setup() & newpen(): ifl = 0 (a|cg)mag = (61.9004, 317.837)
[ic= 0] nact=21 : pen(par) = 3.8264, 0.0158878; alpha, rqL1n = 0, 240.839
[ic= 1] nact=22 : pen(par) = 3.8264, 0.0158878; alpha, rqL1n = 1.93502e-14, 240.839
[ic= 2] nact=22 : pen(par) = 3.82638, 0.0158878; alpha, rqL1n = 0.0170235, 240.838
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 61.1315
after setup() & newpen(): ifl = 0 (a|cg)mag = (61.1315, 317.837)
[ic= 0] nact=20 : pen(par) = 3.8392, 0.0159874; alpha, rqL1n = 0, 240.139
[ic= 1] nact=21 : pen(par) = 3.8392, 0.0159874; alpha, rqL1n = 3.55982e-16, 240.139
[ic= 2] nact=22 : pen(par) = 3.8392, 0.0159874; alpha, rqL1n = 9.74357e-14, 240.139
[ic= 3] nact=22 : pen(par) = 3.83918, 0.0159874; alpha, rqL1n = 0.014362, 240.138
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 60.8201
after setup() & newpen(): ifl = 0 (a|cg)mag = (60.8201, 317.837)
[ic= 0] nact=20 : pen(par) = 3.84434, 0.0160283; alpha, rqL1n = 0, 239.848
[ic= 1] nact=21 : pen(par) = 3.84434, 0.0160283; alpha, rqL1n = 2.82397e-15, 239.848
[ic= 2] nact=22 : pen(par) = 3.84434, 0.0160283; alpha, rqL1n = 1.0028e-13, 239.848
[ic= 3] nact=22 : pen(par) = 3.84434, 0.0160283; alpha, rqL1n = 0.00203837, 239.847
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 60.2884
after setup() & newpen(): ifl = 0 (a|cg)mag = (60.2884, 317.837)
[ic= 0] nact=16 : pen(par) = 3.8532, 0.0160988; alpha, rqL1n = 0, 239.347
[ic= 1] nact=19 : pen(par) = 3.8532, 0.0160988; alpha, rqL1n = 1.47476e-17, 239.347
[ic= 2] nact=20 : pen(par) = 3.8532, 0.0160988; alpha, rqL1n = 4.99362e-16, 239.347
[ic= 3] nact=21 : pen(par) = 3.8532, 0.0160988; alpha, rqL1n = 8.18951e-15, 239.347
[ic= 4] nact=22 : pen(par) = 3.8532, 0.0160988; alpha, rqL1n = 8.30234e-14, 239.347
[ic= 5] nact=22 : pen(par) = 3.8532, 0.0160988; alpha, rqL1n = 0.00243498, 239.347
end of inner loop, needed icyc = 5 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 58.8044
after setup() & newpen(): ifl = 0 (a|cg)mag = (58.8044, 317.837)
[ic= 0] nact=19 : pen(par) = 3.87869, 0.0163007; alpha, rqL1n = 0, 237.947
[ic= 1] nact=21 : pen(par) = 3.87869, 0.0163007; alpha, rqL1n = 2.17045e-17, 237.947
[ic= 2] nact=22 : pen(par) = 3.87869, 0.0163007; alpha, rqL1n = 2.4453e-14, 237.947
[ic= 3] nact=22 : pen(par) = 3.87868, 0.0163007; alpha, rqL1n = 0.00664447, 237.946
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 58.6915
after setup() & newpen(): ifl = 0 (a|cg)mag = (58.6915, 317.837)
[ic= 0] nact=20 : pen(par) = 3.88066, 0.0163163; alpha, rqL1n = 0, 237.839
[ic= 1] nact=21 : pen(par) = 3.88066, 0.0163163; alpha, rqL1n = 2.68313e-15, 237.839
[ic= 2] nact=22 : pen(par) = 3.88066, 0.0163163; alpha, rqL1n = 6.62791e-14, 237.839
[ic= 3] nact=22 : pen(par) = 3.88065, 0.0163163; alpha, rqL1n = 0.0068809, 237.838
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 58.5744
after setup() & newpen(): ifl = 0 (a|cg)mag = (58.5744, 317.837)
[ic= 0] nact=16 : pen(par) = 3.88269, 0.0163326; alpha, rqL1n = 0, 237.726
[ic= 1] nact=20 : pen(par) = 3.88269, 0.0163326; alpha, rqL1n = 5.23124e-18, 237.726
[ic= 2] nact=22 : pen(par) = 3.88269, 0.0163326; alpha, rqL1n = 1.42451e-16, 237.726
[ic= 3] nact=22 : pen(par) = 3.88269, 0.0163326; alpha, rqL1n = 0.000733202, 237.726
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 58.4828
after setup() & newpen(): ifl = 0 (a|cg)mag = (58.4828, 317.837)
[ic= 0] nact=21 : pen(par) = 3.88429, 0.0163454; alpha, rqL1n = 0, 237.638
[ic= 1] nact=22 : pen(par) = 3.88429, 0.0163454; alpha, rqL1n = 76.6613, 237.638
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 58.2571
after setup() & newpen(): ifl = 0 (a|cg)mag = (58.2571, 317.837)
[ic= 0] nact=22 : pen(par) = 3.88824, 0.0163771; alpha, rqL1n = 0, 237.42
[ic= 1] nact=22 : pen(par) = 3.88823, 0.0163771; alpha, rqL1n = 0.0010775, 237.42
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 57.9692
after setup() & newpen(): ifl = 0 (a|cg)mag = (57.9692, 317.837)
[ic= 0] nact=21 : pen(par) = 3.8933, 0.0164177; alpha, rqL1n = 0, 237.141
[ic= 1] nact=22 : pen(par) = 3.8933, 0.0164177; alpha, rqL1n = 1.21292e-15, 237.141
[ic= 2] nact=22 : pen(par) = 3.8933, 0.0164177; alpha, rqL1n = 0.000754018, 237.141
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 57.2221
after setup() & newpen(): ifl = 0 (a|cg)mag = (57.2221, 317.837)
[ic= 0] nact=21 : pen(par) = 3.90667, 0.0165245; alpha, rqL1n = 0, 236.417
[ic= 1] nact=22 : pen(par) = 3.90667, 0.0165245; alpha, rqL1n = 1.87251e-14, 236.417
[ic= 2] nact=22 : pen(par) = 3.90667, 0.0165245; alpha, rqL1n = 0.00154419, 236.417
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 56.997
after setup() & newpen(): ifl = 0 (a|cg)mag = (56.997, 317.837)
[ic= 0] nact=20 : pen(par) = 3.91076, 0.0165571; alpha, rqL1n = 0, 236.198
[ic= 1] nact=21 : pen(par) = 3.91076, 0.0165571; alpha, rqL1n = 9.95624e-16, 236.198
[ic= 2] nact=22 : pen(par) = 3.91076, 0.0165571; alpha, rqL1n = 2.11019e-14, 236.198
[ic= 3] nact=22 : pen(par) = 3.91076, 0.0165571; alpha, rqL1n = 0.000351914, 236.198
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 56.3613
after setup() & newpen(): ifl = 0 (a|cg)mag = (56.3613, 317.837)
[ic= 0] nact=20 : pen(par) = 3.92246, 0.0166502; alpha, rqL1n = 0, 235.58
[ic= 1] nact=21 : pen(par) = 3.92246, 0.0166502; alpha, rqL1n = 1.85679e-14, 235.58
[ic= 2] nact=22 : pen(par) = 3.92246, 0.0166502; alpha, rqL1n = 2.68788, 235.58
[ic= 3] nact=22 : pen(par) = 3.92246, 0.0166502; alpha, rqL1n = 0.000612154, 235.58
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 56.278
after setup() & newpen(): ifl = 0 (a|cg)mag = (56.278, 317.837)
[ic= 0] nact=21 : pen(par) = 3.92401, 0.0166625; alpha, rqL1n = 0, 235.499
[ic= 1] nact=22 : pen(par) = 3.92401, 0.0166625; alpha, rqL1n = 2.08432e-14, 235.499
[ic= 2] nact=22 : pen(par) = 3.92401, 0.0166625; alpha, rqL1n = 0.00319628, 235.499
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 55.9787
after setup() & newpen(): ifl = 0 (a|cg)mag = (55.9787, 317.837)
[ic= 0] nact=20 : pen(par) = 3.92961, 0.016707; alpha, rqL1n = 0, 235.207
[ic= 1] nact=22 : pen(par) = 3.92961, 0.016707; alpha, rqL1n = 3.37181e-15, 235.207
[ic= 2] nact=22 : pen(par) = 3.92961, 0.016707; alpha, rqL1n = 0.00015103, 235.207
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 55.8859
after setup() & newpen(): ifl = 0 (a|cg)mag = (55.8859, 317.837)
[ic= 0] nact=21 : pen(par) = 3.93136, 0.0167209; alpha, rqL1n = 0, 235.117
[ic= 1] nact=22 : pen(par) = 3.93136, 0.0167209; alpha, rqL1n = 6.08111e-15, 235.117
[ic= 2] nact=22 : pen(par) = 3.93135, 0.0167209; alpha, rqL1n = 0.00122764, 235.116
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 55.6237
after setup() & newpen(): ifl = 0 (a|cg)mag = (55.6237, 317.837)
[ic= 0] nact=20 : pen(par) = 3.93627, 0.0167602; alpha, rqL1n = 0, 234.857
[ic= 1] nact=21 : pen(par) = 3.93627, 0.0167602; alpha, rqL1n = 2.8995e-16, 234.857
[ic= 2] nact=22 : pen(par) = 3.93627, 0.0167602; alpha, rqL1n = 3.51627e-14, 234.857
[ic= 3] nact=22 : pen(par) = 3.93626, 0.0167602; alpha, rqL1n = 0.311943, 234.857
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 55.4772
after setup() & newpen(): ifl = 0 (a|cg)mag = (55.4772, 317.837)
[ic= 0] nact=22 : pen(par) = 3.939, 0.0167823; alpha, rqL1n = 0, 234.711
[ic= 1] nact=22 : pen(par) = 3.93899, 0.0167823; alpha, rqL1n = 0.0014215, 234.71
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 55.2386
after setup() & newpen(): ifl = 0 (a|cg)mag = (55.2386, 317.837)
[ic= 0] nact=21 : pen(par) = 3.94345, 0.0168186; alpha, rqL1n = 0, 234.47
[ic= 1] nact=22 : pen(par) = 3.94345, 0.0168186; alpha, rqL1n = 6.73979e-15, 234.47
[ic= 2] nact=22 : pen(par) = 3.94344, 0.0168186; alpha, rqL1n = 0.00173587, 234.47
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 54.8246
after setup() & newpen(): ifl = 0 (a|cg)mag = (54.8246, 317.837)
[ic= 0] nact=19 : pen(par) = 3.95123, 0.0168819; alpha, rqL1n = 0, 234.05
[ic= 1] nact=22 : pen(par) = 3.95123, 0.0168819; alpha, rqL1n = 1.35502e-16, 234.05
[ic= 2] nact=22 : pen(par) = 3.95122, 0.0168819; alpha, rqL1n = 0.000932888, 234.05
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 53.4262
after setup() & newpen(): ifl = 0 (a|cg)mag = (53.4262, 317.837)
[ic= 0] nact=21 : pen(par) = 3.97834, 0.0171014; alpha, rqL1n = 0, 232.632
[ic= 1] nact=22 : pen(par) = 3.97834, 0.0171014; alpha, rqL1n = 1.78721e-15, 232.632
[ic= 2] nact=22 : pen(par) = 3.97834, 0.0171014; alpha, rqL1n = 5.97945e-05, 232.632
[ic= 3] nact=22 : pen(par) = 3.97833, 0.0171014; alpha, rqL1n = 0.00305236, 232.631
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 53.3505
after setup() & newpen(): ifl = 0 (a|cg)mag = (53.3505, 317.837)
[ic= 0] nact=20 : pen(par) = 3.97982, 0.0171136; alpha, rqL1n = 0, 232.553
[ic= 1] nact=22 : pen(par) = 3.97982, 0.0171136; alpha, rqL1n = 3.67135e-15, 232.553
[ic= 2] nact=22 : pen(par) = 3.97981, 0.0171136; alpha, rqL1n = 0.00756899, 232.553
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 52.661
after setup() & newpen(): ifl = 0 (a|cg)mag = (52.661, 317.837)
[ic= 0] nact=22 : pen(par) = 3.99348, 0.0172253; alpha, rqL1n = 0, 231.839
[ic= 1] nact=22 : pen(par) = 3.99348, 0.0172253; alpha, rqL1n = 0.00307592, 231.839
[ic= 2] nact=22 : pen(par) = 3.99346, 0.0172253; alpha, rqL1n = 0.0182776, 231.838
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 52.0862
after setup() & newpen(): ifl = 0 (a|cg)mag = (52.0862, 317.837)
[ic= 0] nact=20 : pen(par) = 4.00486, 0.01732; alpha, rqL1n = 0, 231.227
[ic= 1] nact=21 : pen(par) = 4.00486, 0.01732; alpha, rqL1n = 3.01072e-14, 231.227
[ic= 2] nact=22 : pen(par) = 4.00486, 0.01732; alpha, rqL1n = 4.33333e-12, 231.227
[ic= 3] nact=22 : pen(par) = 4.00484, 0.01732; alpha, rqL1n = 0.0171046, 231.226
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 51.9522
after setup() & newpen(): ifl = 0 (a|cg)mag = (51.9522, 317.837)
[ic= 0] nact=21 : pen(par) = 4.00749, 0.0173424; alpha, rqL1n = 0, 231.081
[ic= 1] nact=22 : pen(par) = 4.00749, 0.0173424; alpha, rqL1n = 4.50512e-15, 231.081
[ic= 2] nact=22 : pen(par) = 4.00748, 0.0173424; alpha, rqL1n = 0.00211549, 231.08
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 51.7453
after setup() & newpen(): ifl = 0 (a|cg)mag = (51.7453, 317.837)
[ic= 0] nact=17 : pen(par) = 4.01155, 0.017377; alpha, rqL1n = 0, 230.854
[ic= 1] nact=19 : pen(par) = 4.01155, 0.017377; alpha, rqL1n = 8.91315e-18, 230.854
[ic= 2] nact=20 : pen(par) = 4.01155, 0.017377; alpha, rqL1n = 4.77861e-16, 230.854
[ic= 3] nact=21 : pen(par) = 4.01155, 0.017377; alpha, rqL1n = 7.8647e-16, 230.854
[ic= 4] nact=22 : pen(par) = 4.01155, 0.017377; alpha, rqL1n = 1.02193e-13, 230.854
[ic= 5] nact=22 : pen(par) = 4.01154, 0.017377; alpha, rqL1n = 0.00516867, 230.853
end of inner loop, needed icyc = 5 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 51.2246
after setup() & newpen(): ifl = 0 (a|cg)mag = (51.2246, 317.837)
[ic= 0] nact=17 : pen(par) = 4.0218, 0.0174651; alpha, rqL1n = 0, 230.277
[ic= 1] nact=19 : pen(par) = 4.0218, 0.0174651; alpha, rqL1n = 1.10628e-16, 230.277
[ic= 2] nact=22 : pen(par) = 4.0218, 0.0174651; alpha, rqL1n = 1.15316e-15, 230.277
[ic= 3] nact=22 : pen(par) = 4.02179, 0.0174651; alpha, rqL1n = 0.00829554, 230.276
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 51.1503
after setup() & newpen(): ifl = 0 (a|cg)mag = (51.1503, 317.837)
[ic= 0] nact=19 : pen(par) = 4.02325, 0.0174778; alpha, rqL1n = 0, 230.192
[ic= 1] nact=21 : pen(par) = 4.02325, 0.0174778; alpha, rqL1n = 4.41061e-15, 230.192
[ic= 2] nact=22 : pen(par) = 4.02325, 0.0174778; alpha, rqL1n = 1.08892e-13, 230.192
[ic= 3] nact=22 : pen(par) = 4.02324, 0.0174778; alpha, rqL1n = 0.00120907, 230.192
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 50.6873
after setup() & newpen(): ifl = 0 (a|cg)mag = (50.6873, 317.837)
[ic= 0] nact=19 : pen(par) = 4.03241, 0.0175574; alpha, rqL1n = 0, 229.67
[ic= 1] nact=21 : pen(par) = 4.03241, 0.0175574; alpha, rqL1n = 4.12655e-16, 229.67
[ic= 2] nact=22 : pen(par) = 4.03241, 0.0175574; alpha, rqL1n = 9.0858e-14, 229.67
[ic= 3] nact=22 : pen(par) = 4.03239, 0.0175574; alpha, rqL1n = 0.00357004, 229.669
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 50.5188
after setup() & newpen(): ifl = 0 (a|cg)mag = (50.5188, 317.837)
[ic= 0] nact=19 : pen(par) = 4.03572, 0.0175867; alpha, rqL1n = 0, 229.476
[ic= 1] nact=20 : pen(par) = 4.03572, 0.0175867; alpha, rqL1n = 1.07525e-16, 229.476
[ic= 2] nact=22 : pen(par) = 4.03572, 0.0175867; alpha, rqL1n = 4.13505e-15, 229.476
[ic= 3] nact=22 : pen(par) = 4.03572, 0.0175867; alpha, rqL1n = 0.00501909, 229.476
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 49.7302
after setup() & newpen(): ifl = 0 (a|cg)mag = (49.7302, 317.837)
[ic= 0] nact=22 : pen(par) = 4.05155, 0.0177256; alpha, rqL1n = 0, 228.571
[ic= 1] nact=22 : pen(par) = 4.05155, 0.0177256; alpha, rqL1n = 0.000314135, 228.571
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 49.0469
after setup() & newpen(): ifl = 0 (a|cg)mag = (49.0469, 317.837)
[ic= 0] nact=20 : pen(par) = 4.06568, 0.0178486; alpha, rqL1n = 0, 227.787
[ic= 1] nact=22 : pen(par) = 4.06568, 0.0178486; alpha, rqL1n = 2.15845e-16, 227.787
[ic= 2] nact=22 : pen(par) = 4.06567, 0.0178486; alpha, rqL1n = 0.0567359, 227.787
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 48.9347
after setup() & newpen(): ifl = 0 (a|cg)mag = (48.9347, 317.837)
[ic= 0] nact=21 : pen(par) = 4.06802, 0.017869; alpha, rqL1n = 0, 227.658
[ic= 1] nact=22 : pen(par) = 4.06802, 0.017869; alpha, rqL1n = 6.62006e-16, 227.658
[ic= 2] nact=22 : pen(par) = 4.06801, 0.017869; alpha, rqL1n = 0.00159254, 227.657
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 48.5244
after setup() & newpen(): ifl = 0 (a|cg)mag = (48.5244, 317.837)
[ic= 0] nact=20 : pen(par) = 4.07659, 0.0179444; alpha, rqL1n = 0, 227.178
[ic= 1] nact=21 : pen(par) = 4.07659, 0.0179444; alpha, rqL1n = 3.92471e-15, 227.178
[ic= 2] nact=22 : pen(par) = 4.07659, 0.0179444; alpha, rqL1n = 2.75654e-14, 227.178
[ic= 3] nact=22 : pen(par) = 4.07659, 0.0179444; alpha, rqL1n = 0.000297015, 227.178
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 48.3723
after setup() & newpen(): ifl = 0 (a|cg)mag = (48.3723, 317.837)
[ic= 0] nact=20 : pen(par) = 4.0798, 0.0179726; alpha, rqL1n = 0, 227.001
[ic= 1] nact=21 : pen(par) = 4.0798, 0.0179726; alpha, rqL1n = 3.61688e-15, 227.001
[ic= 2] nact=22 : pen(par) = 4.0798, 0.0179726; alpha, rqL1n = 2.00383e-12, 227.001
[ic= 3] nact=22 : pen(par) = 4.0798, 0.0179726; alpha, rqL1n = 0.000359611, 227.001
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 48.287
after setup() & newpen(): ifl = 0 (a|cg)mag = (48.287, 317.837)
[ic= 0] nact=16 : pen(par) = 4.08161, 0.0179885; alpha, rqL1n = 0, 226.901
[ic= 1] nact=19 : pen(par) = 4.08161, 0.0179885; alpha, rqL1n = 8.47166e-17, 226.901
[ic= 2] nact=21 : pen(par) = 4.08161, 0.0179885; alpha, rqL1n = 7.28409e-15, 226.901
[ic= 3] nact=22 : pen(par) = 4.08161, 0.0179885; alpha, rqL1n = 1.0899e-13, 226.901
[ic= 4] nact=22 : pen(par) = 4.0816, 0.0179885; alpha, rqL1n = 0.000547111, 226.901
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 48.1241
after setup() & newpen(): ifl = 0 (a|cg)mag = (48.1241, 317.837)
[ic= 0] nact=18 : pen(par) = 4.08506, 0.0180189; alpha, rqL1n = 0, 226.709
[ic= 1] nact=19 : pen(par) = 4.08506, 0.0180189; alpha, rqL1n = 1.2363e-15, 226.709
[ic= 2] nact=20 : pen(par) = 4.08506, 0.0180189; alpha, rqL1n = 7.59869e-15, 226.709
[ic= 3] nact=21 : pen(par) = 4.08506, 0.0180189; alpha, rqL1n = 5.01016e-14, 226.709
[ic= 4] nact=22 : pen(par) = 4.08506, 0.0180189; alpha, rqL1n = 4.14157e-12, 226.709
[ic= 5] nact=22 : pen(par) = 4.08505, 0.0180189; alpha, rqL1n = 0.000819017, 226.709
end of inner loop, needed icyc = 5 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 47.927
after setup() & newpen(): ifl = 0 (a|cg)mag = (47.927, 317.837)
[ic= 0] nact=19 : pen(par) = 4.08925, 0.0180559; alpha, rqL1n = 0, 226.477
[ic= 1] nact=21 : pen(par) = 4.08925, 0.0180559; alpha, rqL1n = 1.25408e-18, 226.477
[ic= 2] nact=22 : pen(par) = 4.08925, 0.0180559; alpha, rqL1n = 2.0987e-13, 226.477
[ic= 3] nact=22 : pen(par) = 4.08924, 0.0180559; alpha, rqL1n = 0.00138654, 226.476
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 47.8234
after setup() & newpen(): ifl = 0 (a|cg)mag = (47.8234, 317.837)
[ic= 0] nact=21 : pen(par) = 4.09144, 0.0180755; alpha, rqL1n = 0, 226.353
[ic= 1] nact=22 : pen(par) = 4.09144, 0.0180755; alpha, rqL1n = 2.29397e-18, 226.353
[ic= 2] nact=22 : pen(par) = 4.09144, 0.0180755; alpha, rqL1n = 0.00169219, 226.353
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 47.4459
after setup() & newpen(): ifl = 0 (a|cg)mag = (47.4459, 317.837)
[ic= 0] nact=17 : pen(par) = 4.0995, 0.0181472; alpha, rqL1n = 0, 225.902
[ic= 1] nact=21 : pen(par) = 4.0995, 0.0181472; alpha, rqL1n = 1.54115e-17, 225.902
[ic= 2] nact=22 : pen(par) = 4.0995, 0.0181472; alpha, rqL1n = 6.92235e-15, 225.902
[ic= 3] nact=22 : pen(par) = 4.09949, 0.0181472; alpha, rqL1n = 0.0160116, 225.902
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 47.2096
after setup() & newpen(): ifl = 0 (a|cg)mag = (47.2096, 317.837)
[ic= 0] nact=20 : pen(par) = 4.10454, 0.0181926; alpha, rqL1n = 0, 225.616
[ic= 1] nact=21 : pen(par) = 4.10454, 0.0181926; alpha, rqL1n = 2.61103e-16, 225.616
[ic= 2] nact=22 : pen(par) = 4.10454, 0.0181926; alpha, rqL1n = 3.01296e-14, 225.616
[ic= 3] nact=22 : pen(par) = 4.10453, 0.0181926; alpha, rqL1n = 0.0047476, 225.615
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 47.0966
after setup() & newpen(): ifl = 0 (a|cg)mag = (47.0966, 317.837)
[ic= 0] nact=20 : pen(par) = 4.10694, 0.0182144; alpha, rqL1n = 0, 225.477
[ic= 1] nact=21 : pen(par) = 4.10694, 0.0182144; alpha, rqL1n = 4.23878e-15, 225.477
[ic= 2] nact=22 : pen(par) = 4.10694, 0.0182144; alpha, rqL1n = 8.40489e-14, 225.477
[ic= 3] nact=22 : pen(par) = 4.10691, 0.0182144; alpha, rqL1n = 0.00879126, 225.476
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 46.8416
after setup() & newpen(): ifl = 0 (a|cg)mag = (46.8416, 317.837)
[ic= 0] nact=20 : pen(par) = 4.11226, 0.0182639; alpha, rqL1n = 0, 225.158
[ic= 1] nact=22 : pen(par) = 4.11226, 0.0182639; alpha, rqL1n = 1.91653e-16, 225.158
[ic= 2] nact=22 : pen(par) = 4.11226, 0.0182639; alpha, rqL1n = 0.00378641, 225.157
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 46.3444
after setup() & newpen(): ifl = 0 (a|cg)mag = (46.3444, 317.837)
[ic= 0] nact=21 : pen(par) = 4.1228, 0.0183616; alpha, rqL1n = 0, 224.533
[ic= 1] nact=22 : pen(par) = 4.1228, 0.0183616; alpha, rqL1n = 4.8735e-15, 224.533
[ic= 2] nact=22 : pen(par) = 4.12278, 0.0183616; alpha, rqL1n = 0.00809044, 224.533
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 45.6539
after setup() & newpen(): ifl = 0 (a|cg)mag = (45.6539, 317.837)
[ic= 0] nact=22 : pen(par) = 4.13756, 0.0185; alpha, rqL1n = 0, 223.652
[ic= 1] nact=22 : pen(par) = 4.13756, 0.0185; alpha, rqL1n = 8.49353e-06, 223.652
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 45.3304
after setup() & newpen(): ifl = 0 (a|cg)mag = (45.3304, 317.837)
[ic= 0] nact=18 : pen(par) = 4.14464, 0.0185659; alpha, rqL1n = 0, 223.24
[ic= 1] nact=20 : pen(par) = 4.14464, 0.0185659; alpha, rqL1n = 1.85535e-16, 223.24
[ic= 2] nact=21 : pen(par) = 4.14464, 0.0185659; alpha, rqL1n = 1.28267e-15, 223.24
[ic= 3] nact=22 : pen(par) = 4.14464, 0.0185659; alpha, rqL1n = 2.65684e-14, 223.24
[ic= 4] nact=22 : pen(par) = 4.14464, 0.0185659; alpha, rqL1n = 6.35519e-05, 223.24
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 45.239
after setup() & newpen(): ifl = 0 (a|cg)mag = (45.239, 317.837)
[ic= 0] nact=16 : pen(par) = 4.14666, 0.0185846; alpha, rqL1n = 0, 223.123
[ic= 1] nact=18 : pen(par) = 4.14666, 0.0185846; alpha, rqL1n = 6.55731e-18, 223.123
[ic= 2] nact=20 : pen(par) = 4.14666, 0.0185846; alpha, rqL1n = 3.95068e-16, 223.123
[ic= 3] nact=21 : pen(par) = 4.14666, 0.0185846; alpha, rqL1n = 3.34953e-15, 223.123
[ic= 4] nact=22 : pen(par) = 4.14666, 0.0185846; alpha, rqL1n = 7.97628e-13, 223.123
[ic= 5] nact=22 : pen(par) = 4.14664, 0.0185846; alpha, rqL1n = 0.00126752, 223.123
end of inner loop, needed icyc = 5 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 45.1521
after setup() & newpen(): ifl = 0 (a|cg)mag = (45.1521, 317.837)
[ic= 0] nact=19 : pen(par) = 4.14855, 0.0186025; alpha, rqL1n = 0, 223.011
[ic= 1] nact=20 : pen(par) = 4.14855, 0.0186025; alpha, rqL1n = 3.90484e-15, 223.011
[ic= 2] nact=21 : pen(par) = 4.14855, 0.0186025; alpha, rqL1n = 7.17943e-13, 223.011
[ic= 3] nact=22 : pen(par) = 4.14855, 0.0186025; alpha, rqL1n = 7.87206e-13, 223.011
[ic= 4] nact=22 : pen(par) = 4.14855, 0.0186025; alpha, rqL1n = 0.000211552, 223.011
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 44.9593
after setup() & newpen(): ifl = 0 (a|cg)mag = (44.9593, 317.837)
[ic= 0] nact=22 : pen(par) = 4.1528, 0.0186423; alpha, rqL1n = 0, 222.762
[ic= 1] nact=22 : pen(par) = 4.1528, 0.0186423; alpha, rqL1n = 0.00112723, 222.762
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 44.4745
after setup() & newpen(): ifl = 0 (a|cg)mag = (44.4745, 317.837)
[ic= 0] nact=22 : pen(par) = 4.16362, 0.0187437; alpha, rqL1n = 0, 222.134
[ic= 1] nact=22 : pen(par) = 4.16361, 0.0187437; alpha, rqL1n = 0.00240584, 222.134
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 43.8575
after setup() & newpen(): ifl = 0 (a|cg)mag = (43.8575, 317.837)
[ic= 0] nact=21 : pen(par) = 4.17763, 0.0188751; alpha, rqL1n = 0, 221.33
[ic= 1] nact=22 : pen(par) = 4.17763, 0.0188751; alpha, rqL1n = 5.68856e-17, 221.33
[ic= 2] nact=22 : pen(par) = 4.17762, 0.0188751; alpha, rqL1n = 0.00298996, 221.33
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 43.6394
after setup() & newpen(): ifl = 0 (a|cg)mag = (43.6394, 317.837)
[ic= 0] nact=21 : pen(par) = 4.18266, 0.0189221; alpha, rqL1n = 0, 221.046
[ic= 1] nact=22 : pen(par) = 4.18266, 0.0189221; alpha, rqL1n = 2.12496e-16, 221.046
[ic= 2] nact=22 : pen(par) = 4.18265, 0.0189221; alpha, rqL1n = 0.00269207, 221.045
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 43.3928
after setup() & newpen(): ifl = 0 (a|cg)mag = (43.3928, 317.837)
[ic= 0] nact=15 : pen(par) = 4.18838, 0.0189758; alpha, rqL1n = 0, 220.722
[ic= 1] nact=17 : pen(par) = 4.18838, 0.0189758; alpha, rqL1n = 1.42728e-17, 220.722
[ic= 2] nact=19 : pen(par) = 4.18838, 0.0189758; alpha, rqL1n = 4.37121e-16, 220.722
[ic= 3] nact=20 : pen(par) = 4.18838, 0.0189758; alpha, rqL1n = 4.54032e-15, 220.722
[ic= 4] nact=21 : pen(par) = 4.18838, 0.0189758; alpha, rqL1n = 5.42642e-14, 220.722
[ic= 5] nact=22 : pen(par) = 4.18838, 0.0189758; alpha, rqL1n = 1.22402e-13, 220.722
[ic= 6] nact=22 : pen(par) = 4.18838, 0.0189758; alpha, rqL1n = 0.0026738, 220.722
end of inner loop, needed icyc = 6 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 42.8427
after setup() & newpen(): ifl = 0 (a|cg)mag = (42.8427, 317.837)
[ic= 0] nact=18 : pen(par) = 4.20135, 0.0190973; alpha, rqL1n = 0, 219.997
[ic= 1] nact=21 : pen(par) = 4.20135, 0.0190973; alpha, rqL1n = 2.14654e-16, 219.997
[ic= 2] nact=22 : pen(par) = 4.20135, 0.0190973; alpha, rqL1n = 5.18164e-15, 219.997
[ic= 3] nact=22 : pen(par) = 4.20135, 0.0190973; alpha, rqL1n = 0.00462789, 219.997
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 42.2834
after setup() & newpen(): ifl = 0 (a|cg)mag = (42.2834, 317.837)
[ic= 0] nact=19 : pen(par) = 4.21477, 0.0192232; alpha, rqL1n = 0, 219.255
[ic= 1] nact=21 : pen(par) = 4.21477, 0.0192232; alpha, rqL1n = 3.33423e-15, 219.255
[ic= 2] nact=22 : pen(par) = 4.21477, 0.0192232; alpha, rqL1n = 36.3893, 219.255
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 41.895
after setup() & newpen(): ifl = 0 (a|cg)mag = (41.895, 317.837)
[ic= 0] nact=18 : pen(par) = 4.22429, 0.0193121; alpha, rqL1n = 0, 218.738
[ic= 1] nact=19 : pen(par) = 4.22429, 0.0193121; alpha, rqL1n = 1.15312e-17, 218.738
[ic= 2] nact=20 : pen(par) = 4.22429, 0.0193121; alpha, rqL1n = 3.29098e-16, 218.738
[ic= 3] nact=21 : pen(par) = 4.22429, 0.0193121; alpha, rqL1n = 3.07663e-15, 218.738
[ic= 4] nact=22 : pen(par) = 4.22429, 0.0193121; alpha, rqL1n = 1.48682e-14, 218.738
[ic= 5] nact=22 : pen(par) = 4.22428, 0.0193121; alpha, rqL1n = 0.00294531, 218.738
end of inner loop, needed icyc = 5 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 41.4278
after setup() & newpen(): ifl = 0 (a|cg)mag = (41.4278, 317.837)
[ic= 0] nact=20 : pen(par) = 4.23593, 0.0194207; alpha, rqL1n = 0, 218.114
[ic= 1] nact=21 : pen(par) = 4.23593, 0.0194207; alpha, rqL1n = 2.96832e-15, 218.114
[ic= 2] nact=22 : pen(par) = 4.23593, 0.0194207; alpha, rqL1n = 1.50132e-13, 218.114
[ic= 3] nact=22 : pen(par) = 4.23592, 0.0194207; alpha, rqL1n = 0.010549, 218.114
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 41.1548
after setup() & newpen(): ifl = 0 (a|cg)mag = (41.1548, 317.837)
[ic= 0] nact=18 : pen(par) = 4.24281, 0.019485; alpha, rqL1n = 0, 217.748
[ic= 1] nact=20 : pen(par) = 4.24281, 0.019485; alpha, rqL1n = 1.80707e-18, 217.748
[ic= 2] nact=21 : pen(par) = 4.24281, 0.019485; alpha, rqL1n = 6.66001e-16, 217.748
[ic= 3] nact=22 : pen(par) = 4.24281, 0.019485; alpha, rqL1n = 1.16633e-12, 217.748
[ic= 4] nact=22 : pen(par) = 4.24281, 0.019485; alpha, rqL1n = 0.000185964, 217.748
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 41.0525
after setup() & newpen(): ifl = 0 (a|cg)mag = (41.0525, 317.837)
[ic= 0] nact=21 : pen(par) = 4.24542, 0.0195092; alpha, rqL1n = 0, 217.611
[ic= 1] nact=22 : pen(par) = 4.24542, 0.0195092; alpha, rqL1n = 2.5945e-12, 217.611
[ic= 2] nact=22 : pen(par) = 4.2454, 0.0195092; alpha, rqL1n = 0.00326729, 217.61
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 40.7358
after setup() & newpen(): ifl = 0 (a|cg)mag = (40.7358, 317.837)
[ic= 0] nact=19 : pen(par) = 4.25346, 0.0195849; alpha, rqL1n = 0, 217.18
[ic= 1] nact=21 : pen(par) = 4.25346, 0.0195849; alpha, rqL1n = 7.3957e-17, 217.18
[ic= 2] nact=22 : pen(par) = 4.25346, 0.0195849; alpha, rqL1n = 1.02154e-14, 217.18
[ic= 3] nact=22 : pen(par) = 4.25345, 0.0195849; alpha, rqL1n = 0.00276797, 217.18
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 40.1268
after setup() & newpen(): ifl = 0 (a|cg)mag = (40.1268, 317.837)
[ic= 0] nact=20 : pen(par) = 4.26922, 0.019733; alpha, rqL1n = 0, 216.349
[ic= 1] nact=21 : pen(par) = 4.26922, 0.019733; alpha, rqL1n = 9.55068e-16, 216.349
[ic= 2] nact=22 : pen(par) = 4.26922, 0.019733; alpha, rqL1n = 7.40493e-13, 216.349
[ic= 3] nact=22 : pen(par) = 4.26922, 0.019733; alpha, rqL1n = 0.00247218, 216.349
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 40.0085
after setup() & newpen(): ifl = 0 (a|cg)mag = (40.0085, 317.837)
[ic= 0] nact=22 : pen(par) = 4.27232, 0.0197621; alpha, rqL1n = 0, 216.187
[ic= 1] nact=22 : pen(par) = 4.27231, 0.0197621; alpha, rqL1n = 0.155978, 216.187
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 39.2981
after setup() & newpen(): ifl = 0 (a|cg)mag = (39.2981, 317.837)
[ic= 0] nact=19 : pen(par) = 4.29114, 0.01994; alpha, rqL1n = 0, 215.203
[ic= 1] nact=20 : pen(par) = 4.29114, 0.01994; alpha, rqL1n = 2.39278e-18, 215.203
[ic= 2] nact=21 : pen(par) = 4.29114, 0.01994; alpha, rqL1n = 3.18798e-14, 215.203
[ic= 3] nact=22 : pen(par) = 4.29114, 0.01994; alpha, rqL1n = 1.00191e-13, 215.203
[ic= 4] nact=22 : pen(par) = 4.29112, 0.01994; alpha, rqL1n = 0.0128526, 215.202
[ic= 5] nact=22 : pen(par) = 4.29111, 0.01994; alpha, rqL1n = 0.00151117, 215.202
end of inner loop, needed icyc = 5 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 38.6183
after setup() & newpen(): ifl = 0 (a|cg)mag = (38.6183, 317.837)
[ic= 0] nact=17 : pen(par) = 4.30935, 0.0201147; alpha, rqL1n = 0, 214.239
[ic= 1] nact=19 : pen(par) = 4.30935, 0.0201147; alpha, rqL1n = 3.93098e-18, 214.239
[ic= 2] nact=21 : pen(par) = 4.30935, 0.0201147; alpha, rqL1n = 7.69026e-17, 214.239
[ic= 3] nact=22 : pen(par) = 4.30935, 0.0201147; alpha, rqL1n = 2.72483e-15, 214.239
[ic= 4] nact=22 : pen(par) = 4.30935, 0.0201147; alpha, rqL1n = 0.00395805, 214.239
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 38.5059
after setup() & newpen(): ifl = 0 (a|cg)mag = (38.5059, 317.837)
[ic= 0] nact=18 : pen(par) = 4.31241, 0.020144; alpha, rqL1n = 0, 214.079
[ic= 1] nact=20 : pen(par) = 4.31241, 0.020144; alpha, rqL1n = 1.15162e-16, 214.079
[ic= 2] nact=21 : pen(par) = 4.31241, 0.020144; alpha, rqL1n = 4.40299e-13, 214.079
[ic= 3] nact=22 : pen(par) = 4.31241, 0.020144; alpha, rqL1n = 4.0668e-13, 214.079
[ic= 4] nact=22 : pen(par) = 4.31241, 0.020144; alpha, rqL1n = 0.000406135, 214.079
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 38.2613
after setup() & newpen(): ifl = 0 (a|cg)mag = (38.2613, 317.837)
[ic= 0] nact=17 : pen(par) = 4.31915, 0.0202083; alpha, rqL1n = 0, 213.731
[ic= 1] nact=19 : pen(par) = 4.31915, 0.0202083; alpha, rqL1n = 4.84278e-18, 213.731
[ic= 2] nact=21 : pen(par) = 4.31915, 0.0202083; alpha, rqL1n = 1.53812e-15, 213.731
[ic= 3] nact=22 : pen(par) = 4.31915, 0.0202083; alpha, rqL1n = 1.42797e-14, 213.731
[ic= 4] nact=22 : pen(par) = 4.31915, 0.0202083; alpha, rqL1n = 0.00046214, 213.731
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 38.0946
after setup() & newpen(): ifl = 0 (a|cg)mag = (38.0946, 317.837)
[ic= 0] nact=20 : pen(par) = 4.32378, 0.0202525; alpha, rqL1n = 0, 213.494
[ic= 1] nact=21 : pen(par) = 4.32378, 0.0202525; alpha, rqL1n = 5.24697e-17, 213.494
[ic= 2] nact=22 : pen(par) = 4.32378, 0.0202525; alpha, rqL1n = 7.87954e-14, 213.494
[ic= 3] nact=22 : pen(par) = 4.32378, 0.0202525; alpha, rqL1n = 0.00117079, 213.494
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 37.1524
after setup() & newpen(): ifl = 0 (a|cg)mag = (37.1524, 317.837)
[ic= 0] nact=19 : pen(par) = 4.3507, 0.0205077; alpha, rqL1n = 0, 212.15
[ic= 1] nact=20 : pen(par) = 4.3507, 0.0205077; alpha, rqL1n = 3.22958e-17, 212.15
[ic= 2] nact=22 : pen(par) = 4.3507, 0.0205077; alpha, rqL1n = 5.0697e-14, 212.15
[ic= 3] nact=22 : pen(par) = 4.35069, 0.0205077; alpha, rqL1n = 0.00901627, 212.149
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 36.9588
after setup() & newpen(): ifl = 0 (a|cg)mag = (36.9588, 317.837)
[ic= 0] nact=15 : pen(par) = 4.35632, 0.0205613; alpha, rqL1n = 0, 211.869
[ic= 1] nact=18 : pen(par) = 4.35632, 0.0205613; alpha, rqL1n = 9.07934e-18, 211.869
[ic= 2] nact=20 : pen(par) = 4.35632, 0.0205613; alpha, rqL1n = 9.07773e-18, 211.869
[ic= 3] nact=21 : pen(par) = 4.35632, 0.0205613; alpha, rqL1n = 1.89401e-15, 211.869
[ic= 4] nact=22 : pen(par) = 4.35632, 0.0205613; alpha, rqL1n = 8.13524e-14, 211.869
[ic= 5] nact=22 : pen(par) = 4.35631, 0.0205613; alpha, rqL1n = 0.00255635, 211.869
end of inner loop, needed icyc = 5 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 36.8967
after setup() & newpen(): ifl = 0 (a|cg)mag = (36.8967, 317.837)
[ic= 0] nact=18 : pen(par) = 4.35813, 0.0205786; alpha, rqL1n = 0, 211.779
[ic= 1] nact=19 : pen(par) = 4.35813, 0.0205786; alpha, rqL1n = 2.9286e-16, 211.779
[ic= 2] nact=21 : pen(par) = 4.35813, 0.0205786; alpha, rqL1n = 1.03147e-13, 211.779
[ic= 3] nact=22 : pen(par) = 4.35813, 0.0205786; alpha, rqL1n = 1.27969e-12, 211.779
[ic= 4] nact=22 : pen(par) = 4.35812, 0.0205786; alpha, rqL1n = 0.0131785, 211.779
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 36.1664
after setup() & newpen(): ifl = 0 (a|cg)mag = (36.1664, 317.837)
[ic= 0] nact=14 : pen(par) = 4.37977, 0.0207853; alpha, rqL1n = 0, 210.714
[ic= 1] nact=18 : pen(par) = 4.37977, 0.0207853; alpha, rqL1n = 2.02001e-17, 210.714
[ic= 2] nact=19 : pen(par) = 4.37977, 0.0207853; alpha, rqL1n = 2.48684e-17, 210.714
[ic= 3] nact=21 : pen(par) = 4.37977, 0.0207853; alpha, rqL1n = 1.06488e-14, 210.714
[ic= 4] nact=22 : pen(par) = 4.37977, 0.0207853; alpha, rqL1n = 4.62334e-13, 210.714
[ic= 5] nact=22 : pen(par) = 4.37976, 0.0207853; alpha, rqL1n = 0.156944, 210.714
end of inner loop, needed icyc = 5 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 36.1149
after setup() & newpen(): ifl = 0 (a|cg)mag = (36.1149, 317.837)
[ic= 0] nact=20 : pen(par) = 4.38132, 0.0208002; alpha, rqL1n = 0, 210.639
[ic= 1] nact=21 : pen(par) = 4.38132, 0.0208002; alpha, rqL1n = 3.27585e-16, 210.639
[ic= 2] nact=22 : pen(par) = 4.38131, 0.0208002; alpha, rqL1n = 82.0322, 210.638
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 35.9649
after setup() & newpen(): ifl = 0 (a|cg)mag = (35.9649, 317.837)
[ic= 0] nact=21 : pen(par) = 4.38584, 0.0208435; alpha, rqL1n = 0, 210.418
[ic= 1] nact=22 : pen(par) = 4.38584, 0.0208435; alpha, rqL1n = 3.84873e-15, 210.418
[ic= 2] nact=22 : pen(par) = 4.38584, 0.0208435; alpha, rqL1n = 0.00442205, 210.417
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 34.9596
after setup() & newpen(): ifl = 0 (a|cg)mag = (34.9596, 317.837)
[ic= 0] nact=21 : pen(par) = 4.41703, 0.0211411; alpha, rqL1n = 0, 208.931
[ic= 1] nact=22 : pen(par) = 4.41703, 0.0211411; alpha, rqL1n = 7.55151e-15, 208.931
[ic= 2] nact=22 : pen(par) = 4.41703, 0.0211411; alpha, rqL1n = 0.00149078, 208.931
[ic= 3] nact=22 : pen(par) = 4.41702, 0.0211411; alpha, rqL1n = 0.00367161, 208.931
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 34.8365
after setup() & newpen(): ifl = 0 (a|cg)mag = (34.8365, 317.837)
[ic= 0] nact=20 : pen(par) = 4.42095, 0.0211784; alpha, rqL1n = 0, 208.748
[ic= 1] nact=21 : pen(par) = 4.42095, 0.0211784; alpha, rqL1n = 9.69656e-15, 208.748
[ic= 2] nact=22 : pen(par) = 4.42095, 0.0211784; alpha, rqL1n = 3.37062, 208.748
[ic= 3] nact=22 : pen(par) = 4.42095, 0.0211784; alpha, rqL1n = 0.032979, 208.748
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 34.5257
after setup() & newpen(): ifl = 0 (a|cg)mag = (34.5257, 317.837)
[ic= 0] nact=17 : pen(par) = 4.43081, 0.0212735; alpha, rqL1n = 0, 208.279
[ic= 1] nact=18 : pen(par) = 4.43081, 0.0212735; alpha, rqL1n = 1.21934e-15, 208.279
[ic= 2] nact=19 : pen(par) = 4.43081, 0.0212735; alpha, rqL1n = 4.34845e-13, 208.279
[ic= 3] nact=20 : pen(par) = 4.43081, 0.0212735; alpha, rqL1n = 1.00251e-12, 208.279
[ic= 4] nact=21 : pen(par) = 4.43081, 0.0212735; alpha, rqL1n = 6.26993e-13, 208.279
[ic= 5] nact=22 : pen(par) = 4.43081, 0.0212735; alpha, rqL1n = 8.30672e-14, 208.279
[ic= 6] nact=22 : pen(par) = 4.43081, 0.0212735; alpha, rqL1n = 4.00825e-05, 208.279
end of inner loop, needed icyc = 6 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 34.1472
after setup() & newpen(): ifl = 0 (a|cg)mag = (34.1472, 317.837)
[ic= 0] nact=21 : pen(par) = 4.44307, 0.0213911; alpha, rqL1n = 0, 207.707
[ic= 1] nact=22 : pen(par) = 4.44307, 0.0213911; alpha, rqL1n = 6.72875e-14, 207.707
[ic= 2] nact=22 : pen(par) = 4.44306, 0.0213911; alpha, rqL1n = 0.00445461, 207.706
[ic= 3] nact=22 : pen(par) = 4.44305, 0.0213911; alpha, rqL1n = 0.00630912, 207.706
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 33.8689
after setup() & newpen(): ifl = 0 (a|cg)mag = (33.8689, 317.837)
[ic= 0] nact=19 : pen(par) = 4.45206, 0.0214788; alpha, rqL1n = 0, 207.277
[ic= 1] nact=22 : pen(par) = 4.45206, 0.0214788; alpha, rqL1n = 9.89898e-17, 207.277
[ic= 2] nact=22 : pen(par) = 4.45205, 0.0214788; alpha, rqL1n = 0.0014801, 207.277
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 33.7749
after setup() & newpen(): ifl = 0 (a|cg)mag = (33.7749, 317.837)
[ic= 0] nact=21 : pen(par) = 4.45511, 0.0215086; alpha, rqL1n = 0, 207.131
[ic= 1] nact=22 : pen(par) = 4.45511, 0.0215086; alpha, rqL1n = 1.44437e-14, 207.131
[ic= 2] nact=22 : pen(par) = 4.4551, 0.0215086; alpha, rqL1n = 0.00160648, 207.131
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 33.0951
after setup() & newpen(): ifl = 0 (a|cg)mag = (33.0951, 317.837)
[ic= 0] nact=21 : pen(par) = 4.47771, 0.0217284; alpha, rqL1n = 0, 206.076
[ic= 1] nact=22 : pen(par) = 4.47771, 0.0217284; alpha, rqL1n = 5.2738e-16, 206.076
[ic= 2] nact=22 : pen(par) = 4.4777, 0.0217284; alpha, rqL1n = 0.000599554, 206.076
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 32.5922
after setup() & newpen(): ifl = 0 (a|cg)mag = (32.5922, 317.837)
[ic= 0] nact=19 : pen(par) = 4.49501, 0.0218954; alpha, rqL1n = 0, 205.295
[ic= 1] nact=22 : pen(par) = 4.49501, 0.0218954; alpha, rqL1n = 1.78082e-16, 205.295
[ic= 2] nact=22 : pen(par) = 4.495, 0.0218954; alpha, rqL1n = 0.0178996, 205.294
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 32.2837
after setup() & newpen(): ifl = 0 (a|cg)mag = (32.2837, 317.837)
[ic= 0] nact=22 : pen(par) = 4.5057, 0.0219998; alpha, rqL1n = 0, 204.807
[ic= 1] nact=22 : pen(par) = 4.5057, 0.0219998; alpha, rqL1n = 0.00172646, 204.807
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 31.7491
after setup() & newpen(): ifl = 0 (a|cg)mag = (31.7491, 317.837)
[ic= 0] nact=19 : pen(par) = 4.52471, 0.0221842; alpha, rqL1n = 0, 203.961
[ic= 1] nact=21 : pen(par) = 4.52471, 0.0221842; alpha, rqL1n = 1.69001e-16, 203.961
[ic= 2] nact=22 : pen(par) = 4.52471, 0.0221842; alpha, rqL1n = 2.04426e-14, 203.961
[ic= 3] nact=22 : pen(par) = 4.5247, 0.0221842; alpha, rqL1n = 0.00136488, 203.96
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 31.0878
after setup() & newpen(): ifl = 0 (a|cg)mag = (31.0878, 317.837)
[ic= 0] nact=18 : pen(par) = 4.54904, 0.0224189; alpha, rqL1n = 0, 202.911
[ic= 1] nact=22 : pen(par) = 4.54904, 0.0224189; alpha, rqL1n = 1.1172e-16, 202.911
[ic= 2] nact=22 : pen(par) = 4.54904, 0.0224189; alpha, rqL1n = 0.000243414, 202.911
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 30.9942
after setup() & newpen(): ifl = 0 (a|cg)mag = (30.9942, 317.837)
[ic= 0] nact=18 : pen(par) = 4.55257, 0.0224528; alpha, rqL1n = 0, 202.762
[ic= 1] nact=20 : pen(par) = 4.55257, 0.0224528; alpha, rqL1n = 4.88241e-18, 202.762
[ic= 2] nact=21 : pen(par) = 4.55257, 0.0224528; alpha, rqL1n = 5.1578e-16, 202.762
[ic= 3] nact=22 : pen(par) = 4.55257, 0.0224528; alpha, rqL1n = 0.000631468, 202.762
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 30.6555
after setup() & newpen(): ifl = 0 (a|cg)mag = (30.6555, 317.837)
[ic= 0] nact=20 : pen(par) = 4.5655, 0.0225765; alpha, rqL1n = 0, 202.224
[ic= 1] nact=21 : pen(par) = 4.5655, 0.0225765; alpha, rqL1n = 1.43585e-18, 202.224
[ic= 2] nact=22 : pen(par) = 4.5655, 0.0225765; alpha, rqL1n = 1.96468e-14, 202.224
[ic= 3] nact=22 : pen(par) = 4.56549, 0.0225765; alpha, rqL1n = 0.00589796, 202.223
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 30.622
after setup() & newpen(): ifl = 0 (a|cg)mag = (30.622, 317.837)
[ic= 0] nact=20 : pen(par) = 4.56677, 0.0225888; alpha, rqL1n = 0, 202.17
[ic= 1] nact=21 : pen(par) = 4.56677, 0.0225888; alpha, rqL1n = 2.90874e-15, 202.17
[ic= 2] nact=22 : pen(par) = 4.56677, 0.0225888; alpha, rqL1n = 4.28918e-14, 202.17
[ic= 3] nact=22 : pen(par) = 4.56677, 0.0225888; alpha, rqL1n = 0.000267009, 202.17
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 30.373
after setup() & newpen(): ifl = 0 (a|cg)mag = (30.373, 317.837)
[ic= 0] nact=21 : pen(par) = 4.57636, 0.0226812; alpha, rqL1n = 0, 201.769
[ic= 1] nact=22 : pen(par) = 4.57636, 0.0226812; alpha, rqL1n = 3.29523e-15, 201.769
[ic= 2] nact=22 : pen(par) = 4.57636, 0.0226812; alpha, rqL1n = 6.33792e-05, 201.769
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 30.184
after setup() & newpen(): ifl = 0 (a|cg)mag = (30.184, 317.837)
[ic= 0] nact=19 : pen(par) = 4.58374, 0.0227521; alpha, rqL1n = 0, 201.464
[ic= 1] nact=20 : pen(par) = 4.58374, 0.0227521; alpha, rqL1n = 8.12372e-18, 201.464
[ic= 2] nact=21 : pen(par) = 4.58374, 0.0227521; alpha, rqL1n = 3.4403e-15, 201.464
[ic= 3] nact=22 : pen(par) = 4.58374, 0.0227521; alpha, rqL1n = 1.00962e-13, 201.464
[ic= 4] nact=22 : pen(par) = 4.58374, 0.0227521; alpha, rqL1n = 0.000384631, 201.464
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 29.94
after setup() & newpen(): ifl = 0 (a|cg)mag = (29.94, 317.837)
[ic= 0] nact=20 : pen(par) = 4.59339, 0.0228446; alpha, rqL1n = 0, 201.071
[ic= 1] nact=22 : pen(par) = 4.59339, 0.0228446; alpha, rqL1n = 2.22969e-15, 201.071
[ic= 2] nact=22 : pen(par) = 4.59339, 0.0228446; alpha, rqL1n = 2.70844e-05, 201.071
[ic= 3] nact=22 : pen(par) = 4.59339, 0.0228446; alpha, rqL1n = 0.00039015, 201.071
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 29.8429
after setup() & newpen(): ifl = 0 (a|cg)mag = (29.8429, 317.837)
[ic= 0] nact=17 : pen(par) = 4.59728, 0.0228818; alpha, rqL1n = 0, 200.914
[ic= 1] nact=19 : pen(par) = 4.59728, 0.0228818; alpha, rqL1n = 1.03115e-17, 200.914
[ic= 2] nact=21 : pen(par) = 4.59728, 0.0228818; alpha, rqL1n = 7.43769e-15, 200.914
[ic= 3] nact=22 : pen(par) = 4.59728, 0.0228818; alpha, rqL1n = 5.39159e-12, 200.914
[ic= 4] nact=22 : pen(par) = 4.59727, 0.0228818; alpha, rqL1n = 0.00017936, 200.914
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 29.5984
after setup() & newpen(): ifl = 0 (a|cg)mag = (29.5984, 317.837)
[ic= 0] nact=20 : pen(par) = 4.60713, 0.0229761; alpha, rqL1n = 0, 200.518
[ic= 1] nact=21 : pen(par) = 4.60713, 0.0229761; alpha, rqL1n = 3.94588e-17, 200.518
[ic= 2] nact=22 : pen(par) = 4.60713, 0.0229761; alpha, rqL1n = 3.44523e-15, 200.518
[ic= 3] nact=22 : pen(par) = 4.60713, 0.0229761; alpha, rqL1n = 0.000259616, 200.518
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 29.49
after setup() & newpen(): ifl = 0 (a|cg)mag = (29.49, 317.837)
[ic= 0] nact=17 : pen(par) = 4.61155, 0.0230183; alpha, rqL1n = 0, 200.343
[ic= 1] nact=20 : pen(par) = 4.61155, 0.0230183; alpha, rqL1n = 4.89583e-16, 200.343
[ic= 2] nact=21 : pen(par) = 4.61155, 0.0230183; alpha, rqL1n = 1.31667e-13, 200.343
[ic= 3] nact=22 : pen(par) = 4.61155, 0.0230183; alpha, rqL1n = 1.34524e-13, 200.343
[ic= 4] nact=22 : pen(par) = 4.61155, 0.0230183; alpha, rqL1n = 0.000929382, 200.343
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 28.6362
after setup() & newpen(): ifl = 0 (a|cg)mag = (28.6362, 317.837)
[ic= 0] nact=19 : pen(par) = 4.64744, 0.0233589; alpha, rqL1n = 0, 198.958
[ic= 1] nact=22 : pen(par) = 4.64744, 0.0233589; alpha, rqL1n = 6.53958e-18, 198.958
[ic= 2] nact=22 : pen(par) = 4.64744, 0.0233589; alpha, rqL1n = 0.000433489, 198.958
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 28.2723
after setup() & newpen(): ifl = 0 (a|cg)mag = (28.2723, 317.837)
[ic= 0] nact=21 : pen(par) = 4.66337, 0.0235087; alpha, rqL1n = 0, 198.368
[ic= 1] nact=22 : pen(par) = 4.66337, 0.0235087; alpha, rqL1n = 7.07579e-18, 198.368
[ic= 2] nact=22 : pen(par) = 4.66337, 0.0235087; alpha, rqL1n = 0.00337235, 198.367
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 28.0434
after setup() & newpen(): ifl = 0 (a|cg)mag = (28.0434, 317.837)
[ic= 0] nact=20 : pen(par) = 4.67356, 0.0236045; alpha, rqL1n = 0, 197.995
[ic= 1] nact=22 : pen(par) = 4.67356, 0.0236045; alpha, rqL1n = 5.29049e-15, 197.995
[ic= 2] nact=22 : pen(par) = 4.67356, 0.0236045; alpha, rqL1n = 0.000176608, 197.995
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 27.8713
after setup() & newpen(): ifl = 0 (a|cg)mag = (27.8713, 317.837)
[ic= 0] nact=22 : pen(par) = 4.68133, 0.0236773; alpha, rqL1n = 0, 197.714
[ic= 1] nact=22 : pen(par) = 4.68132, 0.0236773; alpha, rqL1n = 0.00943847, 197.714
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 27.7348
after setup() & newpen(): ifl = 0 (a|cg)mag = (27.7348, 317.837)
[ic= 0] nact=18 : pen(par) = 4.68749, 0.0237354; alpha, rqL1n = 0, 197.489
[ic= 1] nact=19 : pen(par) = 4.68749, 0.0237354; alpha, rqL1n = 9.86636e-18, 197.489
[ic= 2] nact=21 : pen(par) = 4.68749, 0.0237354; alpha, rqL1n = 3.16185e-15, 197.489
[ic= 3] nact=22 : pen(par) = 4.68749, 0.0237354; alpha, rqL1n = 2.32498e-12, 197.489
[ic= 4] nact=22 : pen(par) = 4.68749, 0.0237354; alpha, rqL1n = 0.000397265, 197.489
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 27.6327
after setup() & newpen(): ifl = 0 (a|cg)mag = (27.6327, 317.837)
[ic= 0] nact=19 : pen(par) = 4.69214, 0.0237793; alpha, rqL1n = 0, 197.321
[ic= 1] nact=20 : pen(par) = 4.69214, 0.0237793; alpha, rqL1n = 2.15576e-17, 197.321
[ic= 2] nact=22 : pen(par) = 4.69214, 0.0237793; alpha, rqL1n = 1.11812e-14, 197.321
[ic= 3] nact=22 : pen(par) = 4.69214, 0.0237793; alpha, rqL1n = 0.00196668, 197.32
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 26.9811
after setup() & newpen(): ifl = 0 (a|cg)mag = (26.9811, 317.837)
[ic= 0] nact=20 : pen(par) = 4.72248, 0.0240647; alpha, rqL1n = 0, 196.241
[ic= 1] nact=22 : pen(par) = 4.72248, 0.0240647; alpha, rqL1n = 2.67581e-15, 196.241
[ic= 2] nact=22 : pen(par) = 4.72247, 0.0240647; alpha, rqL1n = 0.00184688, 196.241
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 26.7443
after setup() & newpen(): ifl = 0 (a|cg)mag = (26.7443, 317.837)
[ic= 0] nact=22 : pen(par) = 4.73382, 0.024171; alpha, rqL1n = 0, 195.847
[ic= 1] nact=22 : pen(par) = 4.73382, 0.024171; alpha, rqL1n = 0.00646402, 195.847
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 26.3246
after setup() & newpen(): ifl = 0 (a|cg)mag = (26.3246, 317.837)
[ic= 0] nact=20 : pen(par) = 4.7543, 0.0243629; alpha, rqL1n = 0, 195.145
[ic= 1] nact=22 : pen(par) = 4.7543, 0.0243629; alpha, rqL1n = 2.57883e-15, 195.145
[ic= 2] nact=22 : pen(par) = 4.75429, 0.0243629; alpha, rqL1n = 0.00937405, 195.145
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 26.2487
after setup() & newpen(): ifl = 0 (a|cg)mag = (26.2487, 317.837)
[ic= 0] nact=17 : pen(par) = 4.75805, 0.0243981; alpha, rqL1n = 0, 195.017
[ic= 1] nact=19 : pen(par) = 4.75805, 0.0243981; alpha, rqL1n = 3.4415e-18, 195.017
[ic= 2] nact=21 : pen(par) = 4.75805, 0.0243981; alpha, rqL1n = 2.37914e-16, 195.017
[ic= 3] nact=22 : pen(par) = 4.75804, 0.0243981; alpha, rqL1n = 20.6023, 195.017
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 26.1504
after setup() & newpen(): ifl = 0 (a|cg)mag = (26.1504, 317.837)
[ic= 0] nact=17 : pen(par) = 4.7629, 0.0244439; alpha, rqL1n = 0, 194.85
[ic= 1] nact=19 : pen(par) = 4.7629, 0.0244439; alpha, rqL1n = 7.83921e-18, 194.85
[ic= 2] nact=20 : pen(par) = 4.7629, 0.0244439; alpha, rqL1n = 4.66235e-16, 194.85
[ic= 3] nact=21 : pen(par) = 4.7629, 0.0244439; alpha, rqL1n = 2.35833e-13, 194.85
[ic= 4] nact=22 : pen(par) = 4.7629, 0.0244439; alpha, rqL1n = 3.53295e-14, 194.85
[ic= 5] nact=22 : pen(par) = 4.7629, 0.0244439; alpha, rqL1n = 0.00057271, 194.85
end of inner loop, needed icyc = 5 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 25.3099
after setup() & newpen(): ifl = 0 (a|cg)mag = (25.3099, 317.837)
[ic= 0] nact=18 : pen(par) = 4.80592, 0.0248465; alpha, rqL1n = 0, 193.424
[ic= 1] nact=20 : pen(par) = 4.80592, 0.0248465; alpha, rqL1n = 2.70376e-18, 193.424
[ic= 2] nact=21 : pen(par) = 4.80592, 0.0248465; alpha, rqL1n = 4.56112e-16, 193.424
[ic= 3] nact=22 : pen(par) = 4.80592, 0.0248465; alpha, rqL1n = 4.78165e-15, 193.424
[ic= 4] nact=22 : pen(par) = 4.80591, 0.0248465; alpha, rqL1n = 0.00904179, 193.424
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 25.2218
after setup() & newpen(): ifl = 0 (a|cg)mag = (25.2218, 317.837)
[ic= 0] nact=18 : pen(par) = 4.81052, 0.0248898; alpha, rqL1n = 0, 193.273
[ic= 1] nact=21 : pen(par) = 4.81052, 0.0248898; alpha, rqL1n = 1.32819e-18, 193.273
[ic= 2] nact=22 : pen(par) = 4.81052, 0.0248898; alpha, rqL1n = 1.00815e-13, 193.273
[ic= 3] nact=22 : pen(par) = 4.81052, 0.0248898; alpha, rqL1n = 0.003557, 193.273
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 24.5254
after setup() & newpen(): ifl = 0 (a|cg)mag = (24.5254, 317.837)
[ic= 0] nact=19 : pen(par) = 4.84807, 0.0252407; alpha, rqL1n = 0, 192.073
[ic= 1] nact=21 : pen(par) = 4.84807, 0.0252407; alpha, rqL1n = 2.35122e-15, 192.073
[ic= 2] nact=22 : pen(par) = 4.84807, 0.0252407; alpha, rqL1n = 2.14841e-13, 192.073
[ic= 3] nact=22 : pen(par) = 4.84806, 0.0252407; alpha, rqL1n = 0.016837, 192.073
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 24.4251
after setup() & newpen(): ifl = 0 (a|cg)mag = (24.4251, 317.837)
[ic= 0] nact=20 : pen(par) = 4.85358, 0.0252925; alpha, rqL1n = 0, 191.898
[ic= 1] nact=21 : pen(par) = 4.85358, 0.0252925; alpha, rqL1n = 5.17627e-18, 191.898
[ic= 2] nact=22 : pen(par) = 4.85358, 0.0252925; alpha, rqL1n = 8.13723e-14, 191.898
[ic= 3] nact=22 : pen(par) = 4.85358, 0.0252925; alpha, rqL1n = 0.00255128, 191.898
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 24.3357
after setup() & newpen(): ifl = 0 (a|cg)mag = (24.3357, 317.837)
[ic= 0] nact=18 : pen(par) = 4.85853, 0.0253389; alpha, rqL1n = 0, 191.742
[ic= 1] nact=19 : pen(par) = 4.85853, 0.0253389; alpha, rqL1n = 1.78178e-18, 191.742
[ic= 2] nact=21 : pen(par) = 4.85853, 0.0253389; alpha, rqL1n = 7.5229e-16, 191.742
[ic= 3] nact=22 : pen(par) = 4.85853, 0.0253389; alpha, rqL1n = 6.05521e-15, 191.742
[ic= 4] nact=22 : pen(par) = 4.85853, 0.0253389; alpha, rqL1n = 0.0422635, 191.742
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 24.2744
after setup() & newpen(): ifl = 0 (a|cg)mag = (24.2744, 317.837)
[ic= 0] nact=20 : pen(par) = 4.86194, 0.0253709; alpha, rqL1n = 0, 191.635
[ic= 1] nact=21 : pen(par) = 4.86194, 0.0253709; alpha, rqL1n = 2.99894e-15, 191.635
[ic= 2] nact=22 : pen(par) = 4.86194, 0.0253709; alpha, rqL1n = 1.58469e-12, 191.635
[ic= 3] nact=22 : pen(par) = 4.86193, 0.0253709; alpha, rqL1n = 0.00348705, 191.634
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 24.2303
after setup() & newpen(): ifl = 0 (a|cg)mag = (24.2303, 317.837)
[ic= 0] nact=20 : pen(par) = 4.86438, 0.025394; alpha, rqL1n = 0, 191.556
[ic= 1] nact=21 : pen(par) = 4.86438, 0.025394; alpha, rqL1n = 6.48189e-16, 191.556
[ic= 2] nact=22 : pen(par) = 4.86438, 0.025394; alpha, rqL1n = 4.02272e-15, 191.556
[ic= 3] nact=22 : pen(par) = 4.86437, 0.025394; alpha, rqL1n = 0.00319514, 191.556
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 23.4974
after setup() & newpen(): ifl = 0 (a|cg)mag = (23.4974, 317.837)
[ic= 0] nact=22 : pen(par) = 4.90613, 0.0257869; alpha, rqL1n = 0, 190.256
[ic= 1] nact=22 : pen(par) = 4.90612, 0.0257869; alpha, rqL1n = 0.00458202, 190.256
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 23.1008
after setup() & newpen(): ifl = 0 (a|cg)mag = (23.1008, 317.837)
[ic= 0] nact=20 : pen(par) = 4.92965, 0.0260074; alpha, rqL1n = 0, 189.548
[ic= 1] nact=21 : pen(par) = 4.92965, 0.0260074; alpha, rqL1n = 9.46691e-19, 189.548
[ic= 2] nact=22 : pen(par) = 4.92965, 0.0260074; alpha, rqL1n = 2.11506e-14, 189.548
[ic= 3] nact=22 : pen(par) = 4.92964, 0.0260074; alpha, rqL1n = 0.00494944, 189.548
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 22.9051
after setup() & newpen(): ifl = 0 (a|cg)mag = (22.9051, 317.837)
[ic= 0] nact=20 : pen(par) = 4.94145, 0.0261182; alpha, rqL1n = 0, 189.196
[ic= 1] nact=21 : pen(par) = 4.94145, 0.0261182; alpha, rqL1n = 8.272e-18, 189.196
[ic= 2] nact=22 : pen(par) = 4.94145, 0.0261182; alpha, rqL1n = 7.19177e-14, 189.196
[ic= 3] nact=22 : pen(par) = 4.94144, 0.0261182; alpha, rqL1n = 0.00972046, 189.195
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 22.7554
after setup() & newpen(): ifl = 0 (a|cg)mag = (22.7554, 317.837)
[ic= 0] nact=20 : pen(par) = 4.9505, 0.026204; alpha, rqL1n = 0, 188.921
[ic= 1] nact=22 : pen(par) = 4.9505, 0.026204; alpha, rqL1n = 3.76705e-18, 188.921
[ic= 2] nact=22 : pen(par) = 4.95049, 0.026204; alpha, rqL1n = 0.00528645, 188.921
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 22.608
after setup() & newpen(): ifl = 0 (a|cg)mag = (22.608, 317.837)
[ic= 0] nact=20 : pen(par) = 4.95946, 0.0262893; alpha, rqL1n = 0, 188.649
[ic= 1] nact=21 : pen(par) = 4.95946, 0.0262893; alpha, rqL1n = 8.31472e-16, 188.649
[ic= 2] nact=22 : pen(par) = 4.95946, 0.0262893; alpha, rqL1n = 6.04801e-15, 188.649
[ic= 3] nact=22 : pen(par) = 4.95945, 0.0262893; alpha, rqL1n = 0.00178931, 188.649
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 22.5548
after setup() & newpen(): ifl = 0 (a|cg)mag = (22.5548, 317.837)
[ic= 0] nact=20 : pen(par) = 4.96271, 0.0263203; alpha, rqL1n = 0, 188.551
[ic= 1] nact=22 : pen(par) = 4.96271, 0.0263203; alpha, rqL1n = 1.73823e-18, 188.551
[ic= 2] nact=22 : pen(par) = 4.96269, 0.0263203; alpha, rqL1n = 0.00187474, 188.55
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 22.3998
after setup() & newpen(): ifl = 0 (a|cg)mag = (22.3998, 317.837)
[ic= 0] nact=21 : pen(par) = 4.97215, 0.0264112; alpha, rqL1n = 0, 188.259
[ic= 1] nact=22 : pen(par) = 4.97215, 0.0264112; alpha, rqL1n = 6.31747e-15, 188.259
[ic= 2] nact=22 : pen(par) = 4.97215, 0.0264112; alpha, rqL1n = 1.57799e-05, 188.259
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 22.3178
after setup() & newpen(): ifl = 0 (a|cg)mag = (22.3178, 317.837)
[ic= 0] nact=20 : pen(par) = 4.97721, 0.0264597; alpha, rqL1n = 0, 188.105
[ic= 1] nact=22 : pen(par) = 4.97721, 0.0264597; alpha, rqL1n = 3.65495e-15, 188.105
[ic= 2] nact=22 : pen(par) = 4.97718, 0.0264597; alpha, rqL1n = 0.0100821, 188.104
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 22.0449
after setup() & newpen(): ifl = 0 (a|cg)mag = (22.0449, 317.837)
[ic= 0] nact=19 : pen(par) = 4.99391, 0.0266229; alpha, rqL1n = 0, 187.579
[ic= 1] nact=20 : pen(par) = 4.99391, 0.0266229; alpha, rqL1n = 9.31288e-19, 187.579
[ic= 2] nact=21 : pen(par) = 4.99391, 0.0266229; alpha, rqL1n = 1.48536e-13, 187.579
[ic= 3] nact=22 : pen(par) = 4.99391, 0.0266229; alpha, rqL1n = 6.78571e-13, 187.579
[ic= 4] nact=22 : pen(par) = 4.99391, 0.0266229; alpha, rqL1n = 0.000748469, 187.579
[ic= 5] nact=22 : pen(par) = 4.99391, 0.0266229; alpha, rqL1n = 1.60177e-05, 187.579
end of inner loop, needed icyc = 5 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 21.8379
after setup() & newpen(): ifl = 0 (a|cg)mag = (21.8379, 317.837)
[ic= 0] nact=20 : pen(par) = 5.00685, 0.0267488; alpha, rqL1n = 0, 187.18
[ic= 1] nact=21 : pen(par) = 5.00685, 0.0267488; alpha, rqL1n = 8.87691e-15, 187.18
[ic= 2] nact=22 : pen(par) = 5.00685, 0.0267488; alpha, rqL1n = 5.78607e-14, 187.18
[ic= 3] nact=22 : pen(par) = 5.00684, 0.0267488; alpha, rqL1n = 0.00140989, 187.18
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 21.7409
after setup() & newpen(): ifl = 0 (a|cg)mag = (21.7409, 317.837)
[ic= 0] nact=20 : pen(par) = 5.01296, 0.0268084; alpha, rqL1n = 0, 186.992
[ic= 1] nact=22 : pen(par) = 5.01296, 0.0268084; alpha, rqL1n = 6.93012e-15, 186.992
[ic= 2] nact=22 : pen(par) = 5.01295, 0.0268084; alpha, rqL1n = 0.00176548, 186.992
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 21.4535
after setup() & newpen(): ifl = 0 (a|cg)mag = (21.4535, 317.837)
[ic= 0] nact=21 : pen(par) = 5.03136, 0.0269874; alpha, rqL1n = 0, 186.433
[ic= 1] nact=22 : pen(par) = 5.03136, 0.0269874; alpha, rqL1n = 1.67618e-14, 186.433
[ic= 2] nact=22 : pen(par) = 5.03135, 0.0269874; alpha, rqL1n = 0.000760829, 186.433
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 21.4123
after setup() & newpen(): ifl = 0 (a|cg)mag = (21.4123, 317.837)
[ic= 0] nact=20 : pen(par) = 5.03402, 0.0270133; alpha, rqL1n = 0, 186.353
[ic= 1] nact=21 : pen(par) = 5.03402, 0.0270133; alpha, rqL1n = 9.24499e-15, 186.353
[ic= 2] nact=22 : pen(par) = 5.03402, 0.0270133; alpha, rqL1n = 4.01058e-14, 186.353
[ic= 3] nact=22 : pen(par) = 5.03402, 0.0270133; alpha, rqL1n = 1.91651e-05, 186.353
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 21.3019
after setup() & newpen(): ifl = 0 (a|cg)mag = (21.3019, 317.837)
[ic= 0] nact=22 : pen(par) = 5.04123, 0.0270833; alpha, rqL1n = 0, 186.138
[ic= 1] nact=22 : pen(par) = 5.04122, 0.0270833; alpha, rqL1n = 0.00197208, 186.138
[ic= 2] nact=22 : pen(par) = 5.04122, 0.0270833; alpha, rqL1n = 7.9707e-05, 186.138
[ic= 3] nact=22 : pen(par) = 5.04121, 0.0270833; alpha, rqL1n = 0.0352307, 186.138
[ic= 4] nact=22 : pen(par) = 5.04121, 0.0270833; alpha, rqL1n = 0.000584757, 186.137
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 21.1419
after setup() & newpen(): ifl = 0 (a|cg)mag = (21.1419, 317.837)
[ic= 0] nact=20 : pen(par) = 5.05161, 0.0271855; alpha, rqL1n = 0, 185.82
[ic= 1] nact=22 : pen(par) = 5.05161, 0.0271855; alpha, rqL1n = 5.02848e-15, 185.82
[ic= 2] nact=22 : pen(par) = 5.0516, 0.0271855; alpha, rqL1n = 0.0116248, 185.819
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 20.946
after setup() & newpen(): ifl = 0 (a|cg)mag = (20.946, 317.837)
[ic= 0] nact=21 : pen(par) = 5.06445, 0.0273124; alpha, rqL1n = 0, 185.427
[ic= 1] nact=22 : pen(par) = 5.06445, 0.0273124; alpha, rqL1n = 2.01157e-14, 185.427
[ic= 2] nact=22 : pen(par) = 5.06444, 0.0273124; alpha, rqL1n = 0.00252226, 185.427
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 20.6501
after setup() & newpen(): ifl = 0 (a|cg)mag = (20.6501, 317.837)
[ic= 0] nact=22 : pen(par) = 5.08419, 0.0275074; alpha, rqL1n = 0, 184.83
[ic= 1] nact=22 : pen(par) = 5.08419, 0.0275074; alpha, rqL1n = 0.00224949, 184.83
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 20.1218
after setup() & newpen(): ifl = 0 (a|cg)mag = (20.1218, 317.837)
[ic= 0] nact=21 : pen(par) = 5.12079, 0.0278661; alpha, rqL1n = 0, 183.764
[ic= 1] nact=22 : pen(par) = 5.12079, 0.0278661; alpha, rqL1n = 2.42062e-14, 183.764
[ic= 2] nact=22 : pen(par) = 5.12079, 0.0278661; alpha, rqL1n = 0.00527372, 183.764
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 19.4197
after setup() & newpen(): ifl = 0 (a|cg)mag = (19.4197, 317.837)
[ic= 0] nact=20 : pen(par) = 5.17208, 0.0283654; alpha, rqL1n = 0, 182.338
[ic= 1] nact=21 : pen(par) = 5.17208, 0.0283654; alpha, rqL1n = 3.6283e-17, 182.338
[ic= 2] nact=22 : pen(par) = 5.17208, 0.0283654; alpha, rqL1n = 2.56045e-15, 182.338
[ic= 3] nact=22 : pen(par) = 5.17207, 0.0283654; alpha, rqL1n = 0.0147858, 182.337
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 19.3145
after setup() & newpen(): ifl = 0 (a|cg)mag = (19.3145, 317.837)
[ic= 0] nact=19 : pen(par) = 5.17999, 0.0284426; alpha, rqL1n = 0, 182.121
[ic= 1] nact=20 : pen(par) = 5.17999, 0.0284426; alpha, rqL1n = 1.29628e-18, 182.121
[ic= 2] nact=21 : pen(par) = 5.17999, 0.0284426; alpha, rqL1n = 1.88561e-14, 182.121
[ic= 3] nact=22 : pen(par) = 5.17999, 0.0284426; alpha, rqL1n = 2.12403e-14, 182.121
[ic= 4] nact=22 : pen(par) = 5.17999, 0.0284426; alpha, rqL1n = 0.00200745, 182.121
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 19.2824
after setup() & newpen(): ifl = 0 (a|cg)mag = (19.2824, 317.837)
[ic= 0] nact=21 : pen(par) = 5.18242, 0.0284662; alpha, rqL1n = 0, 182.055
[ic= 1] nact=22 : pen(par) = 5.18242, 0.0284662; alpha, rqL1n = 4.62238e-15, 182.055
[ic= 2] nact=22 : pen(par) = 5.18242, 0.0284662; alpha, rqL1n = 0.000163308, 182.055
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 18.8936
after setup() & newpen(): ifl = 0 (a|cg)mag = (18.8936, 317.837)
[ic= 0] nact=22 : pen(par) = 5.21241, 0.0287576; alpha, rqL1n = 0, 181.253
[ic= 1] nact=22 : pen(par) = 5.21241, 0.0287576; alpha, rqL1n = 0.000818289, 181.253
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 18.6415
after setup() & newpen(): ifl = 0 (a|cg)mag = (18.6415, 317.837)
[ic= 0] nact=19 : pen(par) = 5.23247, 0.0289514; alpha, rqL1n = 0, 180.733
[ic= 1] nact=22 : pen(par) = 5.23247, 0.0289514; alpha, rqL1n = 1.91844e-16, 180.733
[ic= 2] nact=22 : pen(par) = 5.23246, 0.0289514; alpha, rqL1n = 0.00229332, 180.733
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 18.427
after setup() & newpen(): ifl = 0 (a|cg)mag = (18.427, 317.837)
[ic= 0] nact=22 : pen(par) = 5.24989, 0.0291195; alpha, rqL1n = 0, 180.288
[ic= 1] nact=22 : pen(par) = 5.24989, 0.0291195; alpha, rqL1n = 0.000841919, 180.288
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 18.0216
after setup() & newpen(): ifl = 0 (a|cg)mag = (18.0216, 317.837)
[ic= 0] nact=20 : pen(par) = 5.28383, 0.0294451; alpha, rqL1n = 0, 179.447
[ic= 1] nact=22 : pen(par) = 5.28383, 0.0294451; alpha, rqL1n = 6.51989e-15, 179.447
[ic= 2] nact=22 : pen(par) = 5.28383, 0.0294451; alpha, rqL1n = 0.00374455, 179.447
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 17.5757
after setup() & newpen(): ifl = 0 (a|cg)mag = (17.5757, 317.837)
[ic= 0] nact=21 : pen(par) = 5.32276, 0.0298163; alpha, rqL1n = 0, 178.519
[ic= 1] nact=22 : pen(par) = 5.32276, 0.0298163; alpha, rqL1n = 1.25591e-14, 178.519
[ic= 2] nact=22 : pen(par) = 5.32276, 0.0298163; alpha, rqL1n = 6.66395e-05, 178.519
[ic= 3] nact=22 : pen(par) = 5.32275, 0.0298163; alpha, rqL1n = 0.00473658, 178.518
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 17.1835
after setup() & newpen(): ifl = 0 (a|cg)mag = (17.1835, 317.837)
[ic= 0] nact=20 : pen(par) = 5.3583, 0.0301546; alpha, rqL1n = 0, 177.694
[ic= 1] nact=22 : pen(par) = 5.3583, 0.0301546; alpha, rqL1n = 4.64114e-17, 177.694
[ic= 2] nact=22 : pen(par) = 5.3583, 0.0301546; alpha, rqL1n = 0.00400379, 177.694
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 17.1144
after setup() & newpen(): ifl = 0 (a|cg)mag = (17.1144, 317.837)
[ic= 0] nact=21 : pen(par) = 5.36471, 0.0302155; alpha, rqL1n = 0, 177.549
[ic= 1] nact=22 : pen(par) = 5.36471, 0.0302155; alpha, rqL1n = 3.33802e-15, 177.549
[ic= 2] nact=22 : pen(par) = 5.36471, 0.0302155; alpha, rqL1n = 0.000113061, 177.549
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 16.6696
after setup() & newpen(): ifl = 0 (a|cg)mag = (16.6696, 317.837)
[ic= 0] nact=21 : pen(par) = 5.40712, 0.0306159; alpha, rqL1n = 0, 176.611
[ic= 1] nact=22 : pen(par) = 5.40712, 0.0306159; alpha, rqL1n = 2.36036e-15, 176.611
[ic= 2] nact=22 : pen(par) = 5.40712, 0.0306159; alpha, rqL1n = 0.00448856, 176.611
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 16.0464
after setup() & newpen(): ifl = 0 (a|cg)mag = (16.0464, 317.837)
[ic= 0] nact=19 : pen(par) = 5.46994, 0.0312048; alpha, rqL1n = 0, 175.292
[ic= 1] nact=22 : pen(par) = 5.46994, 0.0312048; alpha, rqL1n = 1.56874e-16, 175.292
[ic= 2] nact=22 : pen(par) = 5.46994, 0.0312048; alpha, rqL1n = 0.00375526, 175.292
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 15.6889
after setup() & newpen(): ifl = 0 (a|cg)mag = (15.6889, 317.837)
[ic= 0] nact=19 : pen(par) = 5.50795, 0.0315583; alpha, rqL1n = 0, 174.532
[ic= 1] nact=20 : pen(par) = 5.50795, 0.0315583; alpha, rqL1n = 5.1423e-18, 174.532
[ic= 2] nact=22 : pen(par) = 5.50795, 0.0315583; alpha, rqL1n = 5.23028e-16, 174.532
[ic= 3] nact=22 : pen(par) = 5.50794, 0.0315583; alpha, rqL1n = 0.0039705, 174.532
[ic= 4] nact=22 : pen(par) = 5.50793, 0.0315583; alpha, rqL1n = 0.00927266, 174.532
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 15.2782
after setup() & newpen(): ifl = 0 (a|cg)mag = (15.2782, 317.837)
[ic= 0] nact=21 : pen(par) = 5.55256, 0.0319796; alpha, rqL1n = 0, 173.628
[ic= 1] nact=22 : pen(par) = 5.55256, 0.0319796; alpha, rqL1n = 2.54988e-14, 173.628
[ic= 2] nact=22 : pen(par) = 5.55255, 0.0319796; alpha, rqL1n = 0.004036, 173.628
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 15.111
after setup() & newpen(): ifl = 0 (a|cg)mag = (15.111, 317.837)
[ic= 0] nact=15 : pen(par) = 5.57128, 0.0321561; alpha, rqL1n = 0, 173.257
[ic= 1] nact=20 : pen(par) = 5.57128, 0.0321561; alpha, rqL1n = 2.40011e-17, 173.257
[ic= 2] nact=22 : pen(par) = 5.57128, 0.0321561; alpha, rqL1n = 2.85603e-15, 173.257
[ic= 3] nact=22 : pen(par) = 5.57126, 0.0321561; alpha, rqL1n = 0.00861379, 173.257
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 14.281
after setup() & newpen(): ifl = 0 (a|cg)mag = (14.281, 317.837)
[ic= 0] nact=21 : pen(par) = 5.66932, 0.0330773; alpha, rqL1n = 0, 171.396
[ic= 1] nact=22 : pen(par) = 5.66932, 0.0330773; alpha, rqL1n = 1.85069e-18, 171.396
[ic= 2] nact=22 : pen(par) = 5.6693, 0.0330773; alpha, rqL1n = 0.0271953, 171.395
[ic= 3] nact=22 : pen(par) = 5.6693, 0.0330773; alpha, rqL1n = 6.98938e-05, 171.395
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 14.2383
after setup() & newpen(): ifl = 0 (a|cg)mag = (14.2383, 317.837)
[ic= 0] nact=20 : pen(par) = 5.67459, 0.033127; alpha, rqL1n = 0, 171.298
[ic= 1] nact=21 : pen(par) = 5.67459, 0.033127; alpha, rqL1n = 1.6885e-15, 171.298
[ic= 2] nact=22 : pen(par) = 5.67459, 0.033127; alpha, rqL1n = 7.00195e-13, 171.298
[ic= 3] nact=22 : pen(par) = 5.67459, 0.033127; alpha, rqL1n = 0.00202906, 171.298
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 14.0857
after setup() & newpen(): ifl = 0 (a|cg)mag = (14.0857, 317.837)
[ic= 0] nact=20 : pen(par) = 5.69367, 0.0333059; alpha, rqL1n = 0, 170.951
[ic= 1] nact=21 : pen(par) = 5.69367, 0.0333059; alpha, rqL1n = 5.50346e-16, 170.951
[ic= 2] nact=22 : pen(par) = 5.69367, 0.0333059; alpha, rqL1n = 3.71229e-14, 170.951
[ic= 3] nact=22 : pen(par) = 5.69367, 0.0333059; alpha, rqL1n = 0.00152895, 170.951
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 13.5848
after setup() & newpen(): ifl = 0 (a|cg)mag = (13.5848, 317.837)
[ic= 0] nact=19 : pen(par) = 5.75899, 0.0339143; alpha, rqL1n = 0, 169.81
[ic= 1] nact=21 : pen(par) = 5.75899, 0.0339143; alpha, rqL1n = 1.5456e-14, 169.81
[ic= 2] nact=22 : pen(par) = 5.75899, 0.0339143; alpha, rqL1n = 1.59068e-14, 169.81
[ic= 3] nact=22 : pen(par) = 5.75899, 0.0339143; alpha, rqL1n = 0.753712, 169.81
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 13.0943
after setup() & newpen(): ifl = 0 (a|cg)mag = (13.0943, 317.837)
[ic= 0] nact=21 : pen(par) = 5.82699, 0.0345437; alpha, rqL1n = 0, 168.684
[ic= 1] nact=22 : pen(par) = 5.82699, 0.0345437; alpha, rqL1n = 4.86621e-15, 168.684
[ic= 2] nact=22 : pen(par) = 5.82698, 0.0345437; alpha, rqL1n = 0.00808954, 168.684
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 12.7006
after setup() & newpen(): ifl = 0 (a|cg)mag = (12.7006, 317.837)
[ic= 0] nact=22 : pen(par) = 5.88465, 0.0350751; alpha, rqL1n = 0, 167.773
[ic= 1] nact=22 : pen(par) = 5.88465, 0.0350751; alpha, rqL1n = 0.00138128, 167.773
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 12.553
after setup() & newpen(): ifl = 0 (a|cg)mag = (12.553, 317.837)
[ic= 0] nact=21 : pen(par) = 5.90706, 0.0352806; alpha, rqL1n = 0, 167.431
[ic= 1] nact=22 : pen(par) = 5.90706, 0.0352806; alpha, rqL1n = 2.18937e-15, 167.431
[ic= 2] nact=22 : pen(par) = 5.90705, 0.0352806; alpha, rqL1n = 0.0049454, 167.431
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 12.393
after setup() & newpen(): ifl = 0 (a|cg)mag = (12.393, 317.837)
[ic= 0] nact=20 : pen(par) = 5.9318, 0.0355076; alpha, rqL1n = 0, 167.057
[ic= 1] nact=21 : pen(par) = 5.9318, 0.0355076; alpha, rqL1n = 5.19614e-16, 167.057
[ic= 2] nact=22 : pen(par) = 5.9318, 0.0355076; alpha, rqL1n = 1.30602e-13, 167.057
[ic= 3] nact=22 : pen(par) = 5.93179, 0.0355076; alpha, rqL1n = 0.00221193, 167.057
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 11.8257
after setup() & newpen(): ifl = 0 (a|cg)mag = (11.8257, 317.837)
[ic= 0] nact=21 : pen(par) = 6.02381, 0.0363493; alpha, rqL1n = 0, 165.72
[ic= 1] nact=22 : pen(par) = 6.02381, 0.0363493; alpha, rqL1n = 7.76402e-12, 165.72
[ic= 2] nact=22 : pen(par) = 6.02381, 0.0363493; alpha, rqL1n = 0.00283834, 165.72
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 11.7511
after setup() & newpen(): ifl = 0 (a|cg)mag = (11.7511, 317.837)
[ic= 0] nact=20 : pen(par) = 6.03647, 0.0364646; alpha, rqL1n = 0, 165.543
[ic= 1] nact=21 : pen(par) = 6.03647, 0.0364646; alpha, rqL1n = 2.34639e-18, 165.543
[ic= 2] nact=22 : pen(par) = 6.03647, 0.0364646; alpha, rqL1n = 1.49433e-17, 165.543
[ic= 3] nact=22 : pen(par) = 6.03646, 0.0364646; alpha, rqL1n = 0.000784548, 165.543
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 11.7027
after setup() & newpen(): ifl = 0 (a|cg)mag = (11.7027, 317.837)
[ic= 0] nact=21 : pen(par) = 6.04473, 0.0365398; alpha, rqL1n = 0, 165.428
[ic= 1] nact=22 : pen(par) = 6.04473, 0.0365398; alpha, rqL1n = 2.51803e-14, 165.428
[ic= 2] nact=22 : pen(par) = 6.04471, 0.0365398; alpha, rqL1n = 0.0710815, 165.428
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 11.5671
after setup() & newpen(): ifl = 0 (a|cg)mag = (11.5671, 317.837)
[ic= 0] nact=20 : pen(par) = 6.06801, 0.0367534; alpha, rqL1n = 0, 165.101
[ic= 1] nact=21 : pen(par) = 6.06801, 0.0367534; alpha, rqL1n = 1.36378e-13, 165.101
[ic= 2] nact=22 : pen(par) = 6.06801, 0.0367534; alpha, rqL1n = 1.22299e-13, 165.101
[ic= 3] nact=22 : pen(par) = 6.068, 0.0367534; alpha, rqL1n = 0.00349464, 165.1
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 11.2899
after setup() & newpen(): ifl = 0 (a|cg)mag = (11.2899, 317.837)
[ic= 0] nact=19 : pen(par) = 6.11685, 0.0372019; alpha, rqL1n = 0, 164.423
[ic= 1] nact=20 : pen(par) = 6.11685, 0.0372019; alpha, rqL1n = 2.83017e-16, 164.423
[ic= 2] nact=22 : pen(par) = 6.11685, 0.0372019; alpha, rqL1n = 5.5157e-15, 164.423
[ic= 3] nact=22 : pen(par) = 6.11685, 0.0372019; alpha, rqL1n = 0.003347, 164.423
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 10.969
after setup() & newpen(): ifl = 0 (a|cg)mag = (10.969, 317.837)
[ic= 0] nact=20 : pen(par) = 6.17599, 0.0377421; alpha, rqL1n = 0, 163.637
[ic= 1] nact=21 : pen(par) = 6.17599, 0.0377421; alpha, rqL1n = 1.01543e-15, 163.637
[ic= 2] nact=22 : pen(par) = 6.17599, 0.0377421; alpha, rqL1n = 4.87936e-14, 163.637
[ic= 3] nact=22 : pen(par) = 6.17599, 0.0377421; alpha, rqL1n = 0.00344515, 163.637
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 10.7995
after setup() & newpen(): ifl = 0 (a|cg)mag = (10.7995, 317.837)
[ic= 0] nact=21 : pen(par) = 6.2084, 0.0380372; alpha, rqL1n = 0, 163.219
[ic= 1] nact=22 : pen(par) = 6.2084, 0.0380372; alpha, rqL1n = 8.13786e-15, 163.219
[ic= 2] nact=22 : pen(par) = 6.20839, 0.0380372; alpha, rqL1n = 0.0024832, 163.219
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 10.7763
after setup() & newpen(): ifl = 0 (a|cg)mag = (10.7763, 317.837)
[ic= 0] nact=21 : pen(par) = 6.2129, 0.0380781; alpha, rqL1n = 0, 163.162
[ic= 1] nact=22 : pen(par) = 6.2129, 0.0380781; alpha, rqL1n = 8.53132e-18, 163.162
[ic= 2] nact=22 : pen(par) = 6.21288, 0.0380781; alpha, rqL1n = 0.0094623, 163.162
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 10.4321
after setup() & newpen(): ifl = 0 (a|cg)mag = (10.4321, 317.837)
[ic= 0] nact=21 : pen(par) = 6.28116, 0.0387011; alpha, rqL1n = 0, 162.299
[ic= 1] nact=22 : pen(par) = 6.28116, 0.0387011; alpha, rqL1n = 3.26604e-18, 162.299
[ic= 2] nact=22 : pen(par) = 6.28116, 0.0387011; alpha, rqL1n = 0.00100904, 162.299
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 10.2927
after setup() & newpen(): ifl = 0 (a|cg)mag = (10.2927, 317.837)
[ic= 0] nact=21 : pen(par) = 6.30991, 0.0389623; alpha, rqL1n = 0, 161.949
[ic= 1] nact=22 : pen(par) = 6.30991, 0.0389623; alpha, rqL1n = 2.52157e-14, 161.949
[ic= 2] nact=22 : pen(par) = 6.30991, 0.0389623; alpha, rqL1n = 0.00169002, 161.949
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 10.1672
after setup() & newpen(): ifl = 0 (a|cg)mag = (10.1672, 317.837)
[ic= 0] nact=21 : pen(par) = 6.33637, 0.0392021; alpha, rqL1n = 0, 161.633
[ic= 1] nact=22 : pen(par) = 6.33637, 0.0392021; alpha, rqL1n = 1.71544e-16, 161.633
[ic= 2] nact=22 : pen(par) = 6.33637, 0.0392021; alpha, rqL1n = 4.04811e-06, 161.633
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 9.82185
after setup() & newpen(): ifl = 0 (a|cg)mag = (9.82185, 317.837)
[ic= 0] nact=20 : pen(par) = 6.41217, 0.0398854; alpha, rqL1n = 0, 160.765
[ic= 1] nact=21 : pen(par) = 6.41217, 0.0398854; alpha, rqL1n = 1.55988e-18, 160.765
[ic= 2] nact=22 : pen(par) = 6.41217, 0.0398854; alpha, rqL1n = 2.52909e-15, 160.765
[ic= 3] nact=22 : pen(par) = 6.41216, 0.0398854; alpha, rqL1n = 0.00946995, 160.765
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 9.51009
after setup() & newpen(): ifl = 0 (a|cg)mag = (9.51009, 317.837)
[ic= 0] nact=20 : pen(par) = 6.48417, 0.0405338; alpha, rqL1n = 0, 159.969
[ic= 1] nact=21 : pen(par) = 6.48417, 0.0405338; alpha, rqL1n = 7.45639e-18, 159.969
[ic= 2] nact=22 : pen(par) = 6.48417, 0.0405338; alpha, rqL1n = 1.08782e-12, 159.969
[ic= 3] nact=22 : pen(par) = 6.48417, 0.0405338; alpha, rqL1n = 0.00178774, 159.969
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 9.23741
after setup() & newpen(): ifl = 0 (a|cg)mag = (9.23741, 317.837)
[ic= 0] nact=19 : pen(par) = 6.5505, 0.0411278; alpha, rqL1n = 0, 159.272
[ic= 1] nact=21 : pen(par) = 6.5505, 0.0411278; alpha, rqL1n = 1.1872e-15, 159.272
[ic= 2] nact=22 : pen(par) = 6.5505, 0.0411278; alpha, rqL1n = 1.65026e-14, 159.272
[ic= 3] nact=22 : pen(par) = 6.55049, 0.0411278; alpha, rqL1n = 0.0322843, 159.272
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 9.08565
after setup() & newpen(): ifl = 0 (a|cg)mag = (9.08565, 317.837)
[ic= 0] nact=19 : pen(par) = 6.58869, 0.0414698; alpha, rqL1n = 0, 158.879
[ic= 1] nact=21 : pen(par) = 6.58869, 0.0414698; alpha, rqL1n = 1.3312e-15, 158.879
[ic= 2] nact=22 : pen(par) = 6.58869, 0.0414698; alpha, rqL1n = 1.16034e-14, 158.879
[ic= 3] nact=22 : pen(par) = 6.58869, 0.0414698; alpha, rqL1n = 0.177528, 158.879
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 8.9055
after setup() & newpen(): ifl = 0 (a|cg)mag = (8.9055, 317.837)
[ic= 0] nact=20 : pen(par) = 6.63536, 0.0418872; alpha, rqL1n = 0, 158.41
[ic= 1] nact=21 : pen(par) = 6.63536, 0.0418872; alpha, rqL1n = 4.38478e-16, 158.41
[ic= 2] nact=22 : pen(par) = 6.63536, 0.0418872; alpha, rqL1n = 4.60811e-13, 158.41
[ic= 3] nact=22 : pen(par) = 6.63535, 0.0418872; alpha, rqL1n = 0.00180376, 158.41
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 8.52962
after setup() & newpen(): ifl = 0 (a|cg)mag = (8.52962, 317.837)
[ic= 0] nact=20 : pen(par) = 6.73795, 0.0428001; alpha, rqL1n = 0, 157.428
[ic= 1] nact=22 : pen(par) = 6.73795, 0.0428001; alpha, rqL1n = 1.86107e-18, 157.428
[ic= 2] nact=22 : pen(par) = 6.73794, 0.0428001; alpha, rqL1n = 0.00191452, 157.428
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 8.51284
after setup() & newpen(): ifl = 0 (a|cg)mag = (8.51284, 317.837)
[ic= 0] nact=21 : pen(par) = 6.74269, 0.0428423; alpha, rqL1n = 0, 157.384
[ic= 1] nact=22 : pen(par) = 6.74269, 0.0428423; alpha, rqL1n = 2.96099e-14, 157.384
[ic= 2] nact=22 : pen(par) = 6.74268, 0.0428423; alpha, rqL1n = 0.000588298, 157.384
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 8.4398
after setup() & newpen(): ifl = 0 (a|cg)mag = (8.4398, 317.837)
[ic= 0] nact=21 : pen(par) = 6.76346, 0.0430273; alpha, rqL1n = 0, 157.19
[ic= 1] nact=22 : pen(par) = 6.76346, 0.0430273; alpha, rqL1n = 5.43504e-18, 157.19
[ic= 2] nact=22 : pen(par) = 6.76345, 0.0430273; alpha, rqL1n = 0.00852898, 157.19
[ic= 3] nact=22 : pen(par) = 6.76344, 0.0430273; alpha, rqL1n = 0.000573085, 157.19
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 8.38786
after setup() & newpen(): ifl = 0 (a|cg)mag = (8.38786, 317.837)
[ic= 0] nact=19 : pen(par) = 6.77828, 0.0431603; alpha, rqL1n = 0, 157.049
[ic= 1] nact=20 : pen(par) = 6.77828, 0.0431603; alpha, rqL1n = 4.78215e-18, 157.049
[ic= 2] nact=22 : pen(par) = 6.77828, 0.0431603; alpha, rqL1n = 1.27071e-14, 157.049
[ic= 3] nact=22 : pen(par) = 6.77828, 0.0431603; alpha, rqL1n = 5.32582e-05, 157.049
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 8.36845
after setup() & newpen(): ifl = 0 (a|cg)mag = (8.36845, 317.837)
[ic= 0] nact=20 : pen(par) = 6.78386, 0.0432103; alpha, rqL1n = 0, 156.996
[ic= 1] nact=21 : pen(par) = 6.78386, 0.0432103; alpha, rqL1n = 2.66605e-14, 156.996
[ic= 2] nact=22 : pen(par) = 6.78386, 0.0432103; alpha, rqL1n = 7.33131e-14, 156.996
[ic= 3] nact=22 : pen(par) = 6.78382, 0.0432103; alpha, rqL1n = 0.00616368, 156.995
[ic= 4] nact=22 : pen(par) = 6.78381, 0.0432103; alpha, rqL1n = 0.00117928, 156.995
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 8.25433
after setup() & newpen(): ifl = 0 (a|cg)mag = (8.25433, 317.837)
[ic= 0] nact=18 : pen(par) = 6.81621, 0.043508; alpha, rqL1n = 0, 156.666
[ic= 1] nact=21 : pen(par) = 6.81621, 0.043508; alpha, rqL1n = 2.54171e-15, 156.666
[ic= 2] nact=22 : pen(par) = 6.81621, 0.043508; alpha, rqL1n = 3.88547e-14, 156.666
[ic= 3] nact=22 : pen(par) = 6.8162, 0.043508; alpha, rqL1n = 0.00284683, 156.665
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 8.19919
after setup() & newpen(): ifl = 0 (a|cg)mag = (8.19919, 317.837)
[ic= 0] nact=18 : pen(par) = 6.83207, 0.0436541; alpha, rqL1n = 0, 156.505
[ic= 1] nact=19 : pen(par) = 6.83207, 0.0436541; alpha, rqL1n = 2.80357e-17, 156.505
[ic= 2] nact=21 : pen(par) = 6.83207, 0.0436541; alpha, rqL1n = 1.5952e-15, 156.505
[ic= 3] nact=22 : pen(par) = 6.83207, 0.0436541; alpha, rqL1n = 1.33332e-14, 156.505
[ic= 4] nact=22 : pen(par) = 6.83207, 0.0436541; alpha, rqL1n = 0.00241817, 156.505
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 7.80132
after setup() & newpen(): ifl = 0 (a|cg)mag = (7.80132, 317.837)
[ic= 0] nact=19 : pen(par) = 6.95204, 0.0447534; alpha, rqL1n = 0, 155.341
[ic= 1] nact=21 : pen(par) = 6.95204, 0.0447534; alpha, rqL1n = 8.03091e-15, 155.341
[ic= 2] nact=22 : pen(par) = 6.95204, 0.0447534; alpha, rqL1n = 129.583, 155.341
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 7.78945
after setup() & newpen(): ifl = 0 (a|cg)mag = (7.78945, 317.837)
[ic= 0] nact=21 : pen(par) = 6.95577, 0.0447875; alpha, rqL1n = 0, 155.306
[ic= 1] nact=22 : pen(par) = 6.95577, 0.0447875; alpha, rqL1n = 1.05184e-13, 155.306
[ic= 2] nact=22 : pen(par) = 6.95577, 0.0447875; alpha, rqL1n = 0.00115477, 155.306
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 7.76994
after setup() & newpen(): ifl = 0 (a|cg)mag = (7.76994, 317.837)
[ic= 0] nact=21 : pen(par) = 6.96191, 0.0448437; alpha, rqL1n = 0, 155.248
[ic= 1] nact=22 : pen(par) = 6.96191, 0.0448437; alpha, rqL1n = 1.11971e-15, 155.248
[ic= 2] nact=22 : pen(par) = 6.96191, 0.0448437; alpha, rqL1n = 0.0024459, 155.248
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 7.39739
after setup() & newpen(): ifl = 0 (a|cg)mag = (7.39739, 317.837)
[ic= 0] nact=21 : pen(par) = 7.08434, 0.045959; alpha, rqL1n = 0, 154.145
[ic= 1] nact=22 : pen(par) = 7.08434, 0.045959; alpha, rqL1n = 3.93058e-15, 154.145
[ic= 2] nact=22 : pen(par) = 7.08434, 0.045959; alpha, rqL1n = 0.00287797, 154.145
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 7.16753
after setup() & newpen(): ifl = 0 (a|cg)mag = (7.16753, 317.837)
[ic= 0] nact=22 : pen(par) = 7.16518, 0.0466901; alpha, rqL1n = 0, 153.462
[ic= 1] nact=22 : pen(par) = 7.16518, 0.0466901; alpha, rqL1n = 0.00480102, 153.462
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 6.69309
after setup() & newpen(): ifl = 0 (a|cg)mag = (6.69309, 317.837)
[ic= 0] nact=21 : pen(par) = 7.34646, 0.0483166; alpha, rqL1n = 0, 152.048
[ic= 1] nact=22 : pen(par) = 7.34646, 0.0483166; alpha, rqL1n = 2.38995e-14, 152.048
[ic= 2] nact=22 : pen(par) = 7.34645, 0.0483166; alpha, rqL1n = 0.0116041, 152.048
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 6.58997
after setup() & newpen(): ifl = 0 (a|cg)mag = (6.58997, 317.837)
[ic= 0] nact=18 : pen(par) = 7.38849, 0.0486932; alpha, rqL1n = 0, 151.736
[ic= 1] nact=20 : pen(par) = 7.38849, 0.0486932; alpha, rqL1n = 5.64152e-17, 151.736
[ic= 2] nact=21 : pen(par) = 7.38849, 0.0486932; alpha, rqL1n = 7.60198e-16, 151.736
[ic= 3] nact=22 : pen(par) = 7.38849, 0.0486932; alpha, rqL1n = 1.16559e-14, 151.736
[ic= 4] nact=22 : pen(par) = 7.38848, 0.0486932; alpha, rqL1n = 0.0194449, 151.735
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 6.42599
after setup() & newpen(): ifl = 0 (a|cg)mag = (6.42599, 317.837)
[ic= 0] nact=21 : pen(par) = 7.45752, 0.0493106; alpha, rqL1n = 0, 151.236
[ic= 1] nact=22 : pen(par) = 7.45752, 0.0493106; alpha, rqL1n = 1.16401e-15, 151.236
[ic= 2] nact=22 : pen(par) = 7.45751, 0.0493106; alpha, rqL1n = 0.0135829, 151.235
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 6.14316
after setup() & newpen(): ifl = 0 (a|cg)mag = (6.14316, 317.837)
[ic= 0] nact=20 : pen(par) = 7.5833, 0.0504329; alpha, rqL1n = 0, 150.364
[ic= 1] nact=21 : pen(par) = 7.5833, 0.0504329; alpha, rqL1n = 3.54067e-18, 150.364
[ic= 2] nact=22 : pen(par) = 7.5833, 0.0504329; alpha, rqL1n = 2.20276e-15, 150.364
[ic= 3] nact=22 : pen(par) = 7.5833, 0.0504329; alpha, rqL1n = 0.000741156, 150.364
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 5.6643
after setup() & newpen(): ifl = 0 (a|cg)mag = (5.6643, 317.837)
[ic= 0] nact=21 : pen(par) = 7.8198, 0.0525215; alpha, rqL1n = 0, 148.888
[ic= 1] nact=22 : pen(par) = 7.8198, 0.0525215; alpha, rqL1n = 2.16513e-15, 148.888
[ic= 2] nact=22 : pen(par) = 7.81978, 0.0525215; alpha, rqL1n = 0.0202189, 148.887
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 5.65666
after setup() & newpen(): ifl = 0 (a|cg)mag = (5.65666, 317.837)
[ic= 0] nact=20 : pen(par) = 7.8238, 0.0525569; alpha, rqL1n = 0, 148.863
[ic= 1] nact=21 : pen(par) = 7.8238, 0.0525569; alpha, rqL1n = 3.046e-18, 148.863
[ic= 2] nact=22 : pen(par) = 7.8238, 0.0525569; alpha, rqL1n = 1.02513e-11, 148.863
[ic= 3] nact=22 : pen(par) = 7.8238, 0.0525569; alpha, rqL1n = 0.000158226, 148.863
[ic= 4] nact=22 : pen(par) = 7.8238, 0.0525569; alpha, rqL1n = 0.00783529, 148.863
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 5.54134
after setup() & newpen(): ifl = 0 (a|cg)mag = (5.54134, 317.837)
[ic= 0] nact=19 : pen(par) = 7.88551, 0.053101; alpha, rqL1n = 0, 148.5
[ic= 1] nact=21 : pen(par) = 7.88551, 0.053101; alpha, rqL1n = 7.95035e-19, 148.5
[ic= 2] nact=22 : pen(par) = 7.88551, 0.053101; alpha, rqL1n = 7.45912e-13, 148.5
[ic= 3] nact=22 : pen(par) = 7.8855, 0.053101; alpha, rqL1n = 0.00916411, 148.5
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 5.45946
after setup() & newpen(): ifl = 0 (a|cg)mag = (5.45946, 317.837)
[ic= 0] nact=18 : pen(par) = 7.93045, 0.0534977; alpha, rqL1n = 0, 148.239
[ic= 1] nact=19 : pen(par) = 7.93045, 0.0534977; alpha, rqL1n = 2.28548e-16, 148.239
[ic= 2] nact=20 : pen(par) = 7.93045, 0.0534977; alpha, rqL1n = 3.15036e-14, 148.239
[ic= 3] nact=21 : pen(par) = 7.93045, 0.0534977; alpha, rqL1n = 1.16608e-12, 148.239
[ic= 4] nact=22 : pen(par) = 7.93045, 0.0534977; alpha, rqL1n = 203.779, 148.239
[ic= 5] nact=22 : pen(par) = 7.93045, 0.0534977; alpha, rqL1n = 0.000676688, 148.239
end of inner loop, needed icyc = 5 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 5.00421
after setup() & newpen(): ifl = 0 (a|cg)mag = (5.00421, 317.837)
[ic= 0] nact=18 : pen(par) = 8.20175, 0.0558782; alpha, rqL1n = 0, 146.779
[ic= 1] nact=20 : pen(par) = 8.20175, 0.0558782; alpha, rqL1n = 4.37298e-18, 146.779
[ic= 2] nact=21 : pen(par) = 8.20175, 0.0558782; alpha, rqL1n = 3.56251e-15, 146.779
[ic= 3] nact=22 : pen(par) = 8.20175, 0.0558782; alpha, rqL1n = 7.7368e-15, 146.779
[ic= 4] nact=22 : pen(par) = 8.20174, 0.0558782; alpha, rqL1n = 0.015154, 146.779
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 4.52963
after setup() & newpen(): ifl = 0 (a|cg)mag = (4.52963, 317.837)
[ic= 0] nact=19 : pen(par) = 8.53018, 0.0587325; alpha, rqL1n = 0, 145.238
[ic= 1] nact=20 : pen(par) = 8.53018, 0.0587325; alpha, rqL1n = 6.90373e-16, 145.238
[ic= 2] nact=21 : pen(par) = 8.53018, 0.0587325; alpha, rqL1n = 6.65466e-13, 145.238
[ic= 3] nact=22 : pen(par) = 8.53018, 0.0587325; alpha, rqL1n = 123.521, 145.238
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 4.25591
after setup() & newpen(): ifl = 0 (a|cg)mag = (4.25591, 317.837)
[ic= 0] nact=22 : pen(par) = 8.74612, 0.0605918; alpha, rqL1n = 0, 144.345
[ic= 1] nact=22 : pen(par) = 8.74612, 0.0605918; alpha, rqL1n = 0.00867726, 144.345
[ic= 2] nact=22 : pen(par) = 8.74612, 0.0605918; alpha, rqL1n = 0.000296017, 144.345
[ic= 3] nact=22 : pen(par) = 8.74611, 0.0605918; alpha, rqL1n = 0.00366534, 144.345
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 3.76625
after setup() & newpen(): ifl = 0 (a|cg)mag = (3.76625, 317.837)
[ic= 0] nact=22 : pen(par) = 9.19333, 0.0644103; alpha, rqL1n = 0, 142.731
[ic= 1] nact=22 : pen(par) = 9.19332, 0.0644103; alpha, rqL1n = 0.0398398, 142.73
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 3.70827
after setup() & newpen(): ifl = 0 (a|cg)mag = (3.70827, 317.837)
[ic= 0] nact=21 : pen(par) = 9.25235, 0.0649119; alpha, rqL1n = 0, 142.537
[ic= 1] nact=22 : pen(par) = 9.25235, 0.0649119; alpha, rqL1n = 7.20794e-15, 142.537
[ic= 2] nact=22 : pen(par) = 9.25235, 0.0649119; alpha, rqL1n = 0.000636958, 142.537
[ic= 3] nact=22 : pen(par) = 9.25234, 0.0649119; alpha, rqL1n = 0.00358121, 142.537
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 3.60759
after setup() & newpen(): ifl = 0 (a|cg)mag = (3.60759, 317.837)
[ic= 0] nact=20 : pen(par) = 9.35823, 0.0658114; alpha, rqL1n = 0, 142.198
[ic= 1] nact=21 : pen(par) = 9.35823, 0.0658114; alpha, rqL1n = 1.41326e-18, 142.198
[ic= 2] nact=22 : pen(par) = 9.35823, 0.0658114; alpha, rqL1n = 1.27743e-13, 142.198
[ic= 3] nact=22 : pen(par) = 9.35821, 0.0658114; alpha, rqL1n = 0.00489773, 142.197
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 3.5304
after setup() & newpen(): ifl = 0 (a|cg)mag = (3.5304, 317.837)
[ic= 0] nact=20 : pen(par) = 9.44217, 0.066527; alpha, rqL1n = 0, 141.93
[ic= 1] nact=21 : pen(par) = 9.44217, 0.066527; alpha, rqL1n = 5.87372e-16, 141.93
[ic= 2] nact=22 : pen(par) = 9.44216, 0.066527; alpha, rqL1n = 266.754, 141.93
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 3.51131
after setup() & newpen(): ifl = 0 (a|cg)mag = (3.51131, 317.837)
[ic= 0] nact=21 : pen(par) = 9.46334, 0.0667076; alpha, rqL1n = 0, 141.863
[ic= 1] nact=22 : pen(par) = 9.46334, 0.0667076; alpha, rqL1n = 2.14822e-14, 141.863
[ic= 2] nact=22 : pen(par) = 9.46332, 0.0667076; alpha, rqL1n = 0.00208082, 141.863
[ic= 3] nact=22 : pen(par) = 9.46332, 0.0667076; alpha, rqL1n = 0.0157283, 141.863
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 3.46835
after setup() & newpen(): ifl = 0 (a|cg)mag = (3.46835, 317.837)
[ic= 0] nact=20 : pen(par) = 9.51143, 0.0671194; alpha, rqL1n = 0, 141.709
[ic= 1] nact=21 : pen(par) = 9.51143, 0.0671194; alpha, rqL1n = 1.19999e-17, 141.709
[ic= 2] nact=22 : pen(par) = 9.51143, 0.0671194; alpha, rqL1n = 6.74034e-15, 141.709
[ic= 3] nact=22 : pen(par) = 9.5114, 0.0671194; alpha, rqL1n = 0.00356553, 141.709
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 3.4598
after setup() & newpen(): ifl = 0 (a|cg)mag = (3.4598, 317.837)
[ic= 0] nact=21 : pen(par) = 9.521, 0.0672024; alpha, rqL1n = 0, 141.677
[ic= 1] nact=22 : pen(par) = 9.521, 0.0672024; alpha, rqL1n = 4.39525e-16, 141.677
[ic= 2] nact=22 : pen(par) = 9.52099, 0.0672024; alpha, rqL1n = 0.000369557, 141.676
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 3.39544
after setup() & newpen(): ifl = 0 (a|cg)mag = (3.39544, 317.837)
[ic= 0] nact=21 : pen(par) = 9.59439, 0.0678363; alpha, rqL1n = 0, 141.434
[ic= 1] nact=22 : pen(par) = 9.59439, 0.0678363; alpha, rqL1n = 4.28529e-17, 141.434
[ic= 2] nact=22 : pen(par) = 9.59436, 0.0678363; alpha, rqL1n = 0.010887, 141.434
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 3.26302
after setup() & newpen(): ifl = 0 (a|cg)mag = (3.26302, 317.837)
[ic= 0] nact=20 : pen(par) = 9.75154, 0.069199; alpha, rqL1n = 0, 140.92
[ic= 1] nact=21 : pen(par) = 9.75154, 0.069199; alpha, rqL1n = 3.68622e-15, 140.92
[ic= 2] nact=22 : pen(par) = 9.75154, 0.069199; alpha, rqL1n = 3.22873e-13, 140.92
[ic= 3] nact=22 : pen(par) = 9.75152, 0.069199; alpha, rqL1n = 0.0106121, 140.92
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 3.13733
after setup() & newpen(): ifl = 0 (a|cg)mag = (3.13733, 317.837)
[ic= 0] nact=19 : pen(par) = 9.90975, 0.0705716; alpha, rqL1n = 0, 140.421
[ic= 1] nact=22 : pen(par) = 9.90975, 0.0705716; alpha, rqL1n = 1.7902e-15, 140.421
[ic= 2] nact=22 : pen(par) = 9.90975, 0.0705716; alpha, rqL1n = 0.000626202, 140.421
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 2.97729
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.97729, 317.837)
[ic= 0] nact=22 : pen(par) = 10.1265, 0.0724435; alpha, rqL1n = 0, 139.786
[ic= 1] nact=22 : pen(par) = 10.1265, 0.0724435; alpha, rqL1n = 0.0014588, 139.785
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 2.94675
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.94675, 317.837)
[ic= 0] nact=20 : pen(par) = 10.17, 0.0728179; alpha, rqL1n = 0, 139.664
[ic= 1] nact=22 : pen(par) = 10.17, 0.0728179; alpha, rqL1n = 9.15056e-16, 139.664
[ic= 2] nact=22 : pen(par) = 10.17, 0.0728179; alpha, rqL1n = 0.00559582, 139.664
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 2.87546
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.87546, 317.837)
[ic= 0] nact=20 : pen(par) = 10.2743, 0.0737151; alpha, rqL1n = 0, 139.378
[ic= 1] nact=21 : pen(par) = 10.2743, 0.0737151; alpha, rqL1n = 1.31856e-14, 139.378
[ic= 2] nact=22 : pen(par) = 10.2743, 0.0737151; alpha, rqL1n = 5.12724e-14, 139.378
[ic= 3] nact=22 : pen(par) = 10.2743, 0.0737151; alpha, rqL1n = 0.000384075, 139.378
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 2.80951
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.80951, 317.837)
[ic= 0] nact=21 : pen(par) = 10.3744, 0.0745752; alpha, rqL1n = 0, 139.114
[ic= 1] nact=22 : pen(par) = 10.3744, 0.0745752; alpha, rqL1n = 2.35596e-15, 139.114
[ic= 2] nact=22 : pen(par) = 10.3744, 0.0745752; alpha, rqL1n = 0.00140095, 139.113
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 2.64722
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.64722, 317.837)
[ic= 0] nact=21 : pen(par) = 10.6375, 0.0768273; alpha, rqL1n = 0, 138.46
[ic= 1] nact=22 : pen(par) = 10.6375, 0.0768273; alpha, rqL1n = 1.02753e-18, 138.46
[ic= 2] nact=22 : pen(par) = 10.6375, 0.0768273; alpha, rqL1n = 0.00292632, 138.46
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 2.59078
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.59078, 317.837)
[ic= 0] nact=22 : pen(par) = 10.7351, 0.0776596; alpha, rqL1n = 0, 138.232
[ic= 1] nact=22 : pen(par) = 10.7351, 0.0776596; alpha, rqL1n = 0.000484822, 138.232
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 2.58693
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.58693, 317.837)
[ic= 0] nact=21 : pen(par) = 10.7418, 0.0777173; alpha, rqL1n = 0, 138.217
[ic= 1] nact=22 : pen(par) = 10.7418, 0.0777173; alpha, rqL1n = 9.49877e-14, 138.217
[ic= 2] nact=22 : pen(par) = 10.7418, 0.0777173; alpha, rqL1n = 9.71945e-05, 138.217
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 2.57983
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.57983, 317.837)
[ic= 0] nact=22 : pen(par) = 10.7544, 0.0778242; alpha, rqL1n = 0, 138.188
[ic= 1] nact=22 : pen(par) = 10.7544, 0.0778242; alpha, rqL1n = 0.000924633, 138.188
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 2.44926
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.44926, 317.837)
[ic= 0] nact=20 : pen(par) = 10.9944, 0.0798716; alpha, rqL1n = 0, 137.651
[ic= 1] nact=21 : pen(par) = 10.9944, 0.0798716; alpha, rqL1n = 7.27588e-19, 137.651
[ic= 2] nact=22 : pen(par) = 10.9944, 0.0798716; alpha, rqL1n = 2.38985e-15, 137.651
[ic= 3] nact=22 : pen(par) = 10.9944, 0.0798716; alpha, rqL1n = 0.000995792, 137.651
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 2.43755
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.43755, 317.837)
[ic= 0] nact=19 : pen(par) = 11.0169, 0.0800632; alpha, rqL1n = 0, 137.603
[ic= 1] nact=21 : pen(par) = 11.0169, 0.0800632; alpha, rqL1n = 3.84468e-16, 137.603
[ic= 2] nact=22 : pen(par) = 11.0169, 0.0800632; alpha, rqL1n = 2.86249e-13, 137.603
[ic= 3] nact=22 : pen(par) = 11.0169, 0.0800632; alpha, rqL1n = 0.0680583, 137.602
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 2.38847
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.38847, 317.837)
[ic= 0] nact=21 : pen(par) = 11.1129, 0.0808817; alpha, rqL1n = 0, 137.397
[ic= 1] nact=22 : pen(par) = 11.1129, 0.0808817; alpha, rqL1n = 9.85758e-15, 137.397
[ic= 2] nact=22 : pen(par) = 11.1128, 0.0808817; alpha, rqL1n = 0.853407, 137.396
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 2.38449
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.38449, 317.837)
[ic= 0] nact=21 : pen(par) = 11.1207, 0.0809491; alpha, rqL1n = 0, 137.379
[ic= 1] nact=22 : pen(par) = 11.1207, 0.0809491; alpha, rqL1n = 2.55795e-14, 137.379
[ic= 2] nact=22 : pen(par) = 11.1207, 0.0809491; alpha, rqL1n = 2.57582e-05, 137.379
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 2.31099
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.31099, 317.837)
[ic= 0] nact=21 : pen(par) = 11.2694, 0.0822263; alpha, rqL1n = 0, 137.054
[ic= 1] nact=22 : pen(par) = 11.2694, 0.0822263; alpha, rqL1n = 1.12442e-14, 137.054
[ic= 2] nact=22 : pen(par) = 11.2694, 0.0822263; alpha, rqL1n = 0.00517274, 137.054
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 2.19884
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.19884, 317.837)
[ic= 0] nact=22 : pen(par) = 11.5111, 0.0842972; alpha, rqL1n = 0, 136.554
[ic= 1] nact=22 : pen(par) = 11.5111, 0.0842972; alpha, rqL1n = 0.00531168, 136.554
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 2.18601
after setup() & newpen(): ifl = 0 (a|cg)mag = (2.18601, 317.837)
[ic= 0] nact=21 : pen(par) = 11.54, 0.0845443; alpha, rqL1n = 0, 136.496
[ic= 1] nact=22 : pen(par) = 11.54, 0.0845443; alpha, rqL1n = 1.65763e-15, 136.496
[ic= 2] nact=22 : pen(par) = 11.5399, 0.0845443; alpha, rqL1n = 0.00311138, 136.496
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 1.88838
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.88838, 317.837)
[ic= 0] nact=22 : pen(par) = 12.2894, 0.0909631; alpha, rqL1n = 0, 135.104
[ic= 1] nact=22 : pen(par) = 12.2894, 0.0909631; alpha, rqL1n = 0.000437224, 135.104
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 1.87936
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.87936, 317.837)
[ic= 0] nact=21 : pen(par) = 12.3151, 0.0911812; alpha, rqL1n = 0, 135.061
[ic= 1] nact=22 : pen(par) = 12.3151, 0.0911812; alpha, rqL1n = 3.01815e-15, 135.061
[ic= 2] nact=22 : pen(par) = 12.315, 0.0911812; alpha, rqL1n = 0.00285073, 135.061
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 1.84718
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.84718, 317.837)
[ic= 0] nact=21 : pen(par) = 12.4077, 0.091972; alpha, rqL1n = 0, 134.907
[ic= 1] nact=22 : pen(par) = 12.4077, 0.091972; alpha, rqL1n = 1.35168e-14, 134.907
[ic= 2] nact=22 : pen(par) = 12.4077, 0.091972; alpha, rqL1n = 0.0828432, 134.907
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 1.76911
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.76911, 317.837)
[ic= 0] nact=20 : pen(par) = 12.6433, 0.0939795; alpha, rqL1n = 0, 134.533
[ic= 1] nact=21 : pen(par) = 12.6433, 0.0939795; alpha, rqL1n = 1.71018e-18, 134.533
[ic= 2] nact=22 : pen(par) = 12.6433, 0.0939795; alpha, rqL1n = 3.3269e-15, 134.533
[ic= 3] nact=22 : pen(par) = 12.6433, 0.0939795; alpha, rqL1n = 0.00658467, 134.533
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 1.76598
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.76598, 317.837)
[ic= 0] nact=19 : pen(par) = 12.6531, 0.0940626; alpha, rqL1n = 0, 134.518
[ic= 1] nact=22 : pen(par) = 12.6531, 0.0940626; alpha, rqL1n = 1.15193e-15, 134.518
[ic= 2] nact=22 : pen(par) = 12.6531, 0.0940626; alpha, rqL1n = 0.00499389, 134.518
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 1.69498
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.69498, 317.837)
[ic= 0] nact=21 : pen(par) = 12.8823, 0.0960124; alpha, rqL1n = 0, 134.173
[ic= 1] nact=22 : pen(par) = 12.8823, 0.0960124; alpha, rqL1n = 3.24324e-14, 134.173
[ic= 2] nact=22 : pen(par) = 12.8822, 0.0960124; alpha, rqL1n = 0.0661886, 134.172
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 1.67239
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.67239, 317.837)
[ic= 0] nact=19 : pen(par) = 12.9576, 0.0966588; alpha, rqL1n = 0, 134.055
[ic= 1] nact=20 : pen(par) = 12.9576, 0.0966588; alpha, rqL1n = 9.07522e-16, 134.055
[ic= 2] nact=21 : pen(par) = 12.9576, 0.0966588; alpha, rqL1n = 8.62673e-15, 134.055
[ic= 3] nact=22 : pen(par) = 12.9576, 0.0966588; alpha, rqL1n = 6.31282e-12, 134.055
[ic= 4] nact=22 : pen(par) = 12.9575, 0.0966588; alpha, rqL1n = 0.00733748, 134.054
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 1.66566
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.66566, 317.837)
[ic= 0] nact=21 : pen(par) = 12.9801, 0.096854; alpha, rqL1n = 0, 134.017
[ic= 1] nact=22 : pen(par) = 12.9801, 0.096854; alpha, rqL1n = 2.42969e-14, 134.017
[ic= 2] nact=22 : pen(par) = 12.9801, 0.096854; alpha, rqL1n = 0.000466495, 134.017
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 1.6481
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.6481, 317.837)
[ic= 0] nact=21 : pen(par) = 13.0395, 0.0973684; alpha, rqL1n = 0, 133.919
[ic= 1] nact=22 : pen(par) = 13.0395, 0.0973684; alpha, rqL1n = 1.92712e-18, 133.919
[ic= 2] nact=22 : pen(par) = 13.0394, 0.0973684; alpha, rqL1n = 0.00947399, 133.919
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 1.64042
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.64042, 317.837)
[ic= 0] nact=22 : pen(par) = 13.0656, 0.0975961; alpha, rqL1n = 0, 133.875
[ic= 1] nact=22 : pen(par) = 13.0656, 0.0975961; alpha, rqL1n = 3.49526e-05, 133.875
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 1.56429
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.56429, 317.837)
[ic= 0] nact=21 : pen(par) = 13.3361, 0.0999429; alpha, rqL1n = 0, 133.437
[ic= 1] nact=22 : pen(par) = 13.3361, 0.0999429; alpha, rqL1n = 1.53572e-15, 133.437
[ic= 2] nact=22 : pen(par) = 13.3361, 0.0999429; alpha, rqL1n = 0.00678117, 133.437
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 1.55507
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.55507, 317.837)
[ic= 0] nact=20 : pen(par) = 13.3701, 0.100238; alpha, rqL1n = 0, 133.383
[ic= 1] nact=21 : pen(par) = 13.3701, 0.100238; alpha, rqL1n = 5.57561e-18, 133.383
[ic= 2] nact=22 : pen(par) = 13.3701, 0.100238; alpha, rqL1n = 1.12598e-14, 133.383
[ic= 3] nact=22 : pen(par) = 13.3701, 0.100238; alpha, rqL1n = 0.000311886, 133.383
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 1.37606
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.37606, 317.837)
[ic= 0] nact=21 : pen(par) = 14.1006, 0.106559; alpha, rqL1n = 0, 132.326
[ic= 1] nact=22 : pen(par) = 14.1006, 0.106559; alpha, rqL1n = 1.25492e-15, 132.326
[ic= 2] nact=22 : pen(par) = 14.1006, 0.106559; alpha, rqL1n = 0.00840398, 132.326
[ic= 3] nact=22 : pen(par) = 14.1006, 0.106559; alpha, rqL1n = 0.00032288, 132.326
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 1.25148
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.25148, 317.837)
[ic= 0] nact=20 : pen(par) = 14.7024, 0.111737; alpha, rqL1n = 0, 131.58
[ic= 1] nact=22 : pen(par) = 14.7024, 0.111737; alpha, rqL1n = 1.68786e-14, 131.58
[ic= 2] nact=22 : pen(par) = 14.7024, 0.111737; alpha, rqL1n = 0.000439394, 131.58
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 1.20447
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.20447, 317.837)
[ic= 0] nact=17 : pen(par) = 14.9545, 0.113897; alpha, rqL1n = 0, 131.299
[ic= 1] nact=19 : pen(par) = 14.9545, 0.113897; alpha, rqL1n = 1.58873e-18, 131.299
[ic= 2] nact=21 : pen(par) = 14.9545, 0.113897; alpha, rqL1n = 4.69589e-15, 131.299
[ic= 3] nact=22 : pen(par) = 14.9545, 0.113897; alpha, rqL1n = 2.77444e-15, 131.299
[ic= 4] nact=22 : pen(par) = 14.9545, 0.113897; alpha, rqL1n = 0.0759924, 131.299
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 1.11684
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.11684, 317.837)
[ic= 0] nact=22 : pen(par) = 15.468, 0.118281; alpha, rqL1n = 0, 130.773
[ic= 1] nact=22 : pen(par) = 15.468, 0.118281; alpha, rqL1n = 4.20975e-05, 130.773
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 1.06072
after setup() & newpen(): ifl = 0 (a|cg)mag = (1.06072, 317.837)
[ic= 0] nact=22 : pen(par) = 15.831, 0.121369; alpha, rqL1n = 0, 130.436
[ic= 1] nact=22 : pen(par) = 15.831, 0.121369; alpha, rqL1n = 0.000512385, 130.436
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.983449
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=22 : pen(par) = 16.3825, 0.126047; alpha, rqL1n = 0, 129.971
[ic= 1] nact=22 : pen(par) = 16.3825, 0.126047; alpha, rqL1n = 0.00347675, 129.971
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.916935
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=20 : pen(par) = 16.9133, 0.130539; alpha, rqL1n = 0, 129.565
[ic= 1] nact=22 : pen(par) = 16.9133, 0.130539; alpha, rqL1n = 1.22079e-15, 129.565
[ic= 2] nact=22 : pen(par) = 16.9133, 0.130539; alpha, rqL1n = 0.00117873, 129.565
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.884291
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=22 : pen(par) = 17.1961, 0.132927; alpha, rqL1n = 0, 129.365
[ic= 1] nact=22 : pen(par) = 17.1961, 0.132927; alpha, rqL1n = 0.0157684, 129.365
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.793362
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=20 : pen(par) = 18.0758, 0.140338; alpha, rqL1n = 0, 128.803
[ic= 1] nact=21 : pen(par) = 18.0758, 0.140338; alpha, rqL1n = 4.93769e-15, 128.803
[ic= 2] nact=22 : pen(par) = 18.0758, 0.140338; alpha, rqL1n = 6.7098e-14, 128.803
[ic= 3] nact=22 : pen(par) = 18.0758, 0.140338; alpha, rqL1n = 0.0116913, 128.802
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.769852
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=22 : pen(par) = 18.3283, 0.142464; alpha, rqL1n = 0, 128.652
[ic= 1] nact=22 : pen(par) = 18.3283, 0.142464; alpha, rqL1n = 0.00524053, 128.652
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.749796
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=20 : pen(par) = 18.5529, 0.144357; alpha, rqL1n = 0, 128.521
[ic= 1] nact=22 : pen(par) = 18.5529, 0.144357; alpha, rqL1n = 2.2429e-15, 128.521
[ic= 2] nact=22 : pen(par) = 18.5529, 0.144357; alpha, rqL1n = 0.000791482, 128.521
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.737923
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=22 : pen(par) = 18.6903, 0.145514; alpha, rqL1n = 0, 128.443
[ic= 1] nact=22 : pen(par) = 18.6903, 0.145514; alpha, rqL1n = 0.00194634, 128.443
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.72684
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=19 : pen(par) = 18.8216, 0.146619; alpha, rqL1n = 0, 128.371
[ic= 1] nact=21 : pen(par) = 18.8216, 0.146619; alpha, rqL1n = 3.62084e-15, 128.371
[ic= 2] nact=22 : pen(par) = 18.8216, 0.146619; alpha, rqL1n = 1.54123e-14, 128.371
[ic= 3] nact=22 : pen(par) = 18.8216, 0.146619; alpha, rqL1n = 0.00313961, 128.371
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.725029
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=22 : pen(par) = 18.8433, 0.146802; alpha, rqL1n = 0, 128.359
[ic= 1] nact=22 : pen(par) = 18.8433, 0.146802; alpha, rqL1n = 0.315513, 128.359
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.68386
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=20 : pen(par) = 19.3587, 0.151156; alpha, rqL1n = 0, 128.071
[ic= 1] nact=22 : pen(par) = 19.3587, 0.151156; alpha, rqL1n = 5.0086e-16, 128.071
[ic= 2] nact=22 : pen(par) = 19.3587, 0.151156; alpha, rqL1n = 0.00786711, 128.071
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.669395
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=21 : pen(par) = 19.5513, 0.152781; alpha, rqL1n = 0, 127.97
[ic= 1] nact=22 : pen(par) = 19.5513, 0.152781; alpha, rqL1n = 1.37888e-15, 127.97
[ic= 2] nact=22 : pen(par) = 19.5513, 0.152781; alpha, rqL1n = 0.0138277, 127.97
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.608411
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=19 : pen(par) = 20.4377, 0.160255; alpha, rqL1n = 0, 127.533
[ic= 1] nact=21 : pen(par) = 20.4377, 0.160255; alpha, rqL1n = 2.83005e-15, 127.533
[ic= 2] nact=22 : pen(par) = 20.4377, 0.160255; alpha, rqL1n = 4.99806e-14, 127.533
[ic= 3] nact=22 : pen(par) = 20.4377, 0.160255; alpha, rqL1n = 0.0236314, 127.532
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.595626
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=19 : pen(par) = 20.6401, 0.161966; alpha, rqL1n = 0, 127.435
[ic= 1] nact=20 : pen(par) = 20.6401, 0.161966; alpha, rqL1n = 2.38652e-15, 127.435
[ic= 2] nact=21 : pen(par) = 20.6401, 0.161966; alpha, rqL1n = 1.61584e-15, 127.435
[ic= 3] nact=22 : pen(par) = 20.6401, 0.161966; alpha, rqL1n = 1.02355e-13, 127.435
[ic= 4] nact=22 : pen(par) = 20.6401, 0.161966; alpha, rqL1n = 0.0311536, 127.435
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.571103
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=19 : pen(par) = 21.0471, 0.165407; alpha, rqL1n = 0, 127.244
[ic= 1] nact=20 : pen(par) = 21.0471, 0.165407; alpha, rqL1n = 1.39066e-18, 127.244
[ic= 2] nact=21 : pen(par) = 21.0471, 0.165407; alpha, rqL1n = 4.86039e-15, 127.244
[ic= 3] nact=22 : pen(par) = 21.0471, 0.165407; alpha, rqL1n = 2.33611e-15, 127.244
[ic= 4] nact=22 : pen(par) = 21.047, 0.165407; alpha, rqL1n = 0.00642247, 127.244
[ic= 5] nact=22 : pen(par) = 21.047, 0.165407; alpha, rqL1n = 0.00102475, 127.244
end of inner loop, needed icyc = 5 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.463978
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=17 : pen(par) = 23.194, 0.183511; alpha, rqL1n = 0, 126.39
[ic= 1] nact=18 : pen(par) = 23.194, 0.183511; alpha, rqL1n = 1.29756e-17, 126.39
[ic= 2] nact=19 : pen(par) = 23.194, 0.183511; alpha, rqL1n = 5.79579e-15, 126.39
[ic= 3] nact=22 : pen(par) = 23.194, 0.183511; alpha, rqL1n = 1.27345e-14, 126.39
[ic= 4] nact=22 : pen(par) = 23.194, 0.183511; alpha, rqL1n = 0.00707076, 126.39
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.291791
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=20 : pen(par) = 28.9285, 0.231406; alpha, rqL1n = 0, 125.012
[ic= 1] nact=22 : pen(par) = 28.9285, 0.231406; alpha, rqL1n = 4.51204e-16, 125.012
[ic= 2] nact=22 : pen(par) = 28.9285, 0.231406; alpha, rqL1n = 0.0231251, 125.012
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.0531496
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=21 : pen(par) = 66.7233, 0.542201; alpha, rqL1n = 0, 123.06
[ic= 1] nact=22 : pen(par) = 66.7233, 0.542201; alpha, rqL1n = 5.0339e-16, 123.06
[ic= 2] nact=22 : pen(par) = 66.7233, 0.542201; alpha, rqL1n = 0.0299998, 123.06
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.0471312
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=21 : pen(par) = 70.827, 0.575779; alpha, rqL1n = 0, 123.011
[ic= 1] nact=22 : pen(par) = 70.827, 0.575779; alpha, rqL1n = 2.4748e-12, 123.011
[ic= 2] nact=22 : pen(par) = 70.827, 0.575779; alpha, rqL1n = 0.000464673, 123.011
end of inner loop, needed icyc = 2 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.0403581
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=19 : pen(par) = 76.5051, 0.622221; alpha, rqL1n = 0, 122.955
[ic= 1] nact=20 : pen(par) = 76.5051, 0.622221; alpha, rqL1n = 5.34278e-18, 122.955
[ic= 2] nact=21 : pen(par) = 76.5051, 0.622221; alpha, rqL1n = 8.48362e-15, 122.955
[ic= 3] nact=22 : pen(par) = 76.5051, 0.622221; alpha, rqL1n = 1.55008e-13, 122.955
[ic= 4] nact=22 : pen(par) = 76.5051, 0.622221; alpha, rqL1n = 0.237423, 122.955
end of inner loop, needed icyc = 4 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.0389917
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=19 : pen(par) = 77.8267, 0.633029; alpha, rqL1n = 0, 122.943
[ic= 1] nact=22 : pen(par) = 77.8267, 0.633029; alpha, rqL1n = 2.90124e-16, 122.943
[ic= 2] nact=22 : pen(par) = 77.8267, 0.633029; alpha, rqL1n = 0.00105428, 122.943
[ic= 3] nact=22 : pen(par) = 77.8267, 0.633029; alpha, rqL1n = 0.407185, 122.943
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.0293755
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=19 : pen(par) = 89.6037, 0.729318; alpha, rqL1n = 0, 122.859
[ic= 1] nact=21 : pen(par) = 89.6037, 0.729318; alpha, rqL1n = 7.17334e-16, 122.859
[ic= 2] nact=22 : pen(par) = 89.6037, 0.729318; alpha, rqL1n = 1.63109e-15, 122.859
[ic= 3] nact=22 : pen(par) = 89.6036, 0.729318; alpha, rqL1n = 0.00392581, 122.859
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.0233283
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=22 : pen(par) = 100.502, 0.818406; alpha, rqL1n = 0, 122.802
[ic= 1] nact=22 : pen(par) = 100.502, 0.818406; alpha, rqL1n = 0.00166273, 122.802
end of inner loop, needed icyc = 1 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.0210402
after setup() & newpen(): ifl = 0 (a|cg)mag = (1, 317.837)
[ic= 0] nact=20 : pen(par) = 105.806, 0.861757; alpha, rqL1n = 0, 122.78
[ic= 1] nact=21 : pen(par) = 105.806, 0.861757; alpha, rqL1n = 4.11467e-16, 122.78
[ic= 2] nact=22 : pen(par) = 105.806, 0.861757; alpha, rqL1n = 5.0181e-12, 122.78
[ic= 3] nact=22 : pen(par) = 105.806, 0.861757; alpha, rqL1n = 0.211584, 122.78
end of inner loop, needed icyc = 3 iter.; ifl =1
after `Next Lambda & Tau': new LAMBDA = 0.0148098
>
> ## this does NOT converge (and "trace = 3" does *not* show it -- improve!)
>
> cxyC <- cobs(x,y, "concave", lambda = -1, lstart = 7872)
Searching for optimal lambda. This may take a while.
While you are waiting, here is something you can consider
to speed up the process:
(a) Use a smaller number of knots;
(b) Increase `factor' to 2 or 3;
(c) Set lambda==0 to exclude the penalty term.
N[rq,L1]= (500, 1); ([ei]qc= 0,57, vars=22)
LAMBDA will be updated; (tau,lam)= (0.5, -1):
WARNING! The algorithm has not converged after 10000 iterations.
Increase the `maxiter' counter and restart cobs with both
`coef' and `knots' set to the values at the last iteration.
> summaryCobs(cxyC)
List of 15
$ coef : num [1:22] 4.56 3.77 2.85 2.57 2.34 ...
$ fit : num [1:100] 4.56 4.49 4.43 4.37 4.31 ...
$ resid : num [1:500] 14.12 8.98 7.27 7.05 5.31 ...
$ z : num [1:100] -2.94 -2.89 -2.83 -2.77 -2.71 ...
$ knots : num [1:20] -2.944 -1.486 -1.234 -0.982 -0.797 ...
$ ifl : num 3
$ icyc : Named int [1:2] 10001 20002
..- attr(*, "names")= chr [1:2] "icyc" "tot.cyc"
$ k : num 14
$ lambda : num 7872
$ pp.lambda: num [1:3] 7.87e+03 5.42e+00 1.00e-06
$ sic : num [1:3] -0.390 -0.384 -0.384
$ cb.lo : num [1:100] 2.91 2.97 3.01 3.05 3.08 ...
$ cb.up : num [1:100] 6.20 6.02 5.85 5.69 5.53 ...
$ ci.lo : num [1:100] 3.97 3.94 3.92 3.90 3.87 ...
$ ci.up : num [1:100] 5.15 5.04 4.94 4.84 4.75 ...
cb.lo ci.lo fit ci.up cb.up
1 2.9136063 3.9662986 4.55606161 5.1458246 6.1985169
2 2.9652633 3.9448224 4.49361304 5.0424037 6.0219628
3 3.0108633 3.9211712 4.43116447 4.9411577 5.8514657
4 3.0503602 3.8953286 4.36871590 4.8421032 5.6870716
5 3.0837106 3.8672790 4.30626733 4.7452557 5.5288240
6 3.1108768 3.8370088 4.24381876 4.6506288 5.3767607
7 3.1318317 3.8045082 4.18137019 4.5582322 5.2309086
8 3.1465655 3.7697738 4.11892162 4.4680694 5.0912777
9 3.1550944 3.7328114 4.05647305 4.3801347 4.9578517
10 3.1574713 3.6936400 3.99402448 4.2944090 4.8305776
11 3.1537984 3.6522962 3.93157591 4.2108556 4.7093534
12 3.1442407 3.6088394 3.86912734 4.1294153 4.5940140
13 3.1290387 3.5633558 3.80667877 4.0500017 4.4843188
14 3.1085184 3.5159626 3.74423020 3.9724978 4.3799420
15 3.0830950 3.4668088 3.68178163 3.8967545 4.2804683
16 3.0532690 3.4160742 3.61933306 3.8225919 4.1853971
17 3.0196129 3.3639642 3.55688449 3.7498048 4.0941561
18 2.9827480 3.3107021 3.49443592 3.6781698 4.0061239
19 2.9433146 3.2565177 3.43198735 3.6074570 3.9206601
20 2.9019379 3.2016355 3.36953878 3.5374421 3.8371397
21 2.8591922 3.1462617 3.30709021 3.4679187 3.7549882
22 2.8155663 3.0905718 3.24464164 3.3987114 3.6737170
23 2.7714287 3.0346983 3.18219307 3.3296879 3.5929575
24 2.7269918 2.9787172 3.11974451 3.2607718 3.5124972
25 2.6822713 2.9226343 3.05729594 3.1919575 3.4323206
26 2.6370361 2.8663667 2.99484737 3.1233281 3.3526586
27 2.5905305 2.8096428 2.93239880 3.0551548 3.2742670
28 2.5422888 2.7522955 2.86995023 2.9876049 3.1976117
29 2.4927343 2.6944769 2.80750166 2.9205264 3.1222690
30 2.4420245 2.6362434 2.74505309 2.8538628 3.0480817
31 2.3899563 2.5775221 2.68260452 2.7876869 2.9752528
32 2.3364847 2.5182970 2.62015595 2.7220149 2.9038272
33 2.2821898 2.4587762 2.55770738 2.6566386 2.8332250
34 2.2273999 2.3990776 2.49525881 2.5914400 2.7631177
35 2.1720491 2.3391777 2.43281024 2.5264428 2.6935714
36 2.1156925 2.2789166 2.37036167 2.4618068 2.6250309
37 2.0585093 2.2183587 2.30791310 2.3974675 2.5573169
38 2.0006230 2.1575483 2.24546453 2.3333808 2.4903061
39 1.9419036 2.0964388 2.18301596 2.2695931 2.4241283
40 1.8828148 2.0351966 2.12056739 2.2059382 2.3583199
41 1.8236987 1.9739447 2.05811882 2.1422930 2.2925389
42 1.7644262 1.9126365 1.99567025 2.0787040 2.2269143
43 1.7046471 1.8511465 1.93322168 2.0152969 2.1617963
44 1.6446282 1.7895703 1.87077311 1.9519759 2.0969181
45 1.5843643 1.7279062 1.80832454 1.8887428 2.0322848
46 1.5237044 1.6660999 1.74587597 1.8256520 1.9680475
47 1.4630341 1.6042899 1.68342740 1.7625649 1.9038207
48 1.4024198 1.5425000 1.62097883 1.6994577 1.8395378
49 1.3416362 1.4806492 1.55853026 1.6364113 1.7754243
50 1.2811252 1.4188964 1.49608169 1.5732670 1.7110382
51 1.2212181 1.3573604 1.43363312 1.5099058 1.6460481
52 1.1617379 1.2959777 1.37118455 1.4463914 1.5806312
53 1.1017766 1.2344222 1.30873598 1.3830497 1.5156954
54 1.0410634 1.1725968 1.24628741 1.3199780 1.4515114
55 0.9798666 1.1105977 1.18383884 1.2570800 1.3878111
56 0.9184556 1.0485217 1.12139027 1.1942588 1.3243250
57 0.8566565 0.9863063 1.05894170 1.1315771 1.2612269
58 0.7946459 0.9240150 0.99649313 1.0689712 1.1983404
59 0.7323979 0.8616385 0.93404456 1.0064506 1.1356912
60 0.6693963 0.7989913 0.87159599 0.9442006 1.0737957
61 0.6055529 0.7360419 0.80914742 0.8822529 1.0127420
62 0.5412621 0.6729318 0.74669885 0.8204659 0.9521356
63 0.4766635 0.6097113 0.68425028 0.7587893 0.8918371
64 0.4115377 0.5463014 0.62180171 0.6973021 0.8320657
65 0.3460778 0.4827715 0.55935314 0.6359348 0.7726285
66 0.2801599 0.4190772 0.49690457 0.5747320 0.7136492
67 0.2136441 0.3551682 0.43445600 0.5137438 0.6552679
68 0.1467214 0.2911131 0.37200743 0.4529018 0.5972935
69 0.0791507 0.2268253 0.30955886 0.3922924 0.5399670
70 0.0108912 0.1622901 0.24711029 0.3319304 0.4833294
71 -0.0578402 0.0975856 0.18466172 0.2717379 0.4271637
72 -0.1272886 0.0326236 0.12221315 0.2118027 0.3717149
73 -0.1977743 -0.0327109 0.05976458 0.1522401 0.3173034
74 -0.2690240 -0.0983198 -0.00268399 0.0929518 0.2636560
75 -0.3410827 -0.1642191 -0.06513256 0.0339540 0.2108176
76 -0.4143829 -0.2305642 -0.12758113 -0.0245981 0.1592207
77 -0.4891249 -0.2974270 -0.19002970 -0.0826324 0.1090655
78 -0.5650438 -0.3647124 -0.25247827 -0.1402441 0.0600873
79 -0.6422251 -0.4324511 -0.31492684 -0.1974025 0.0123714
80 -0.7210561 -0.5007822 -0.37737541 -0.2539686 -0.0336947
81 -0.8010829 -0.5695427 -0.43982398 -0.3101053 -0.0785651
82 -0.8815354 -0.6384560 -0.50227255 -0.3660891 -0.1230097
83 -0.9622443 -0.7074614 -0.56472112 -0.4219809 -0.1671979
84 -1.0433031 -0.7765924 -0.62716969 -0.4777470 -0.2110363
85 -1.1250116 -0.8459567 -0.68961826 -0.5332798 -0.2542250
86 -1.2078300 -0.9157195 -0.75206683 -0.5884141 -0.2963037
87 -1.2923374 -0.9860889 -0.81451540 -0.6429419 -0.3366934
88 -1.3791910 -1.0573007 -0.87696397 -0.6966273 -0.3747369
89 -1.4690839 -1.1296038 -0.93941254 -0.7492213 -0.4097411
90 -1.5627042 -1.2032453 -1.00186111 -0.8004769 -0.4410180
91 -1.6606968 -1.2784568 -1.06430968 -0.8501625 -0.4679225
92 -1.7636336 -1.3554436 -1.12675825 -0.8980729 -0.4898829
93 -1.8719934 -1.4343777 -1.18920682 -0.9440359 -0.5064203
94 -1.9861542 -1.5153948 -1.25165539 -0.9879160 -0.5171566
95 -2.1063960 -1.5985954 -1.31410396 -1.0296125 -0.5218119
96 -2.2329109 -1.6840486 -1.37655253 -1.0690565 -0.5201941
97 -2.3658181 -1.7717970 -1.43900110 -1.1062052 -0.5121841
98 -2.5051793 -1.8618629 -1.50144967 -1.1410364 -0.4977200
99 -2.6510140 -1.9542533 -1.56389824 -1.1735432 -0.4767825
100 -2.8033122 -2.0489645 -1.62634681 -1.2037291 -0.4493814
knots :
[1] -2.944 -1.486 -1.234 -0.982 -0.797 -0.584 -0.405 -0.217 -0.003 0.104
[11] 0.249 0.399 0.500 0.648 0.805 0.973 1.166 1.385 1.618 2.784
coef :
[1] 4.55606e+00 3.76923e+00 2.84640e+00 2.57441e+00 2.33858e+00
[6] 2.12379e+00 1.91224e+00 1.71418e+00 1.49724e+00 1.32400e+00
[11] 1.18801e+00 1.02881e+00 8.93352e-01 7.58975e-01 5.94377e-01
[16] 4.18986e-01 2.24167e-01 1.82458e-03 -2.42104e-01 -9.97097e-01
[21] -1.62635e+00 1.12567e-16
lambda SIC
[1,] 7872.000000 -0.389956
[2,] 5.420370 -0.383741
[3,] 0.000001 -0.383741
>
>
> dev.off()
null device
1
>
