Description
Seasonal Generalized Space Time Autoregressive (S-GSTAR) Model.
Description
A set of function that implements for seasonal multivariate time series analysis based on Seasonal Generalized Space Time Autoregressive with Seemingly Unrelated Regression (S-GSTAR-SUR) Model by Setiawan(2016)<https://www.researchgate.net/publication/316517889_S-GSTAR-SUR_model_for_seasonal_spatio_temporal_data_forecasting>.
README.md
sgstar
spatio temporal analysis based on Seasonal Generalized Space-Time Autoregressive with Seemingly Unrelated Regression (S-GSTAR-SUR) Model by Setiawan et al.(2016)\<Corpus ID: 189955959\>.
Installation
You can install the released version of sgstar from CRAN with:
install.packages("sgstar")
Example
This is a basic example which shows you how to solve a common problem:
library(sgstar)
#basic example code
data("coords")
data("simulatedata")
#create weight matrix using distance inverse matrix
z<-dist(coords,method = "euclidean")
z <- as.matrix(z)
matriksd <- 1/z
matriksd[is.infinite(matriksd)] <- 0
matriksd_w <- matriksd / rowSums(as.data.frame(matriksd))
fit <- sgstar(data = simulatedata, w = matriksd_w, p = 2,ps = 1, s =4)
fit
#> $Coefficients
#> GSTARfit$coefficients
#> psi10.i.1. 0.053939128
#> psi10.i.2. -0.107743691
#> psi10.i.3. 0.045795533
#> psi10.i.4. -0.045410327
#> psi10.i.5. 0.274600046
#> psi10.i.6. -0.035212974
#> psi10.i.7. -0.017168200
#> psi10.i.8. -0.033392246
#> psi10.i.9. -0.054459382
#> psi10.i.10. -0.004400161
#> psi10.i.11. 0.047734055
#> psi10.i.12. 0.065555315
#> psi10.i.13. -0.002927141
#> psi10.i.14. -0.007632729
#> psi10.i.15. -0.074112946
#> psi10.i.16. 0.158924838
#> psi10.i.17. 0.001627666
#> psi20.i.1. -0.007688152
#> psi20.i.2. 0.010551918
#> psi20.i.3. -0.147512567
#> psi20.i.4. 0.060988248
#> psi20.i.5. -0.183393315
#> psi20.i.6. 0.003142465
#> psi20.i.7. -0.154187588
#> psi20.i.8. -0.168530153
#> psi20.i.9. -0.125096128
#> psi20.i.10. 0.094095092
#> psi20.i.11. 0.006319714
#> psi20.i.12. -0.080790857
#> psi20.i.13. -0.048078969
#> psi20.i.14. -0.068786832
#> psi20.i.15. 0.018264848
#> psi20.i.16. 0.067988597
#> psi20.i.17. -0.015497224
#> psi11.i.1. -0.072711817
#> psi11.i.2. 0.128455120
#> psi11.i.3. -0.071605607
#> psi11.i.4. 0.062522612
#> psi11.i.5. -0.252576723
#> psi11.i.6. 0.050077952
#> psi11.i.7. 0.040917263
#> psi11.i.8. 0.027081230
#> psi11.i.9. 0.068011255
#> psi11.i.10. -0.008846079
#> psi11.i.11. -0.081606305
#> psi11.i.12. -0.071823408
#> psi11.i.13. 0.013539320
#> psi11.i.14. 0.027847446
#> psi11.i.15. 0.050915375
#> psi11.i.16. -0.155712338
#> psi11.i.17. -0.025721653
#> psi21.i.1. 0.034746465
#> psi21.i.2. -0.023828708
#> psi21.i.3. 0.169539926
#> psi21.i.4. -0.051894206
#> psi21.i.5. 0.167183972
#> psi21.i.6. -0.015082023
#> psi21.i.7. 0.143330778
#> psi21.i.8. 0.163694850
#> psi21.i.9. 0.111796520
#> psi21.i.10. -0.067011292
#> psi21.i.11. 0.014302453
#> psi21.i.12. 0.091098770
#> psi21.i.13. 0.052009861
#> psi21.i.14. 0.072390788
#> psi21.i.15. -0.030260324
#> psi21.i.16. -0.063607056
#> psi21.i.17. 0.042329471
#> psi10.4..i.1. 0.072122598
#> psi10.4..i.2. 0.122329534
#> psi10.4..i.3. -0.099928124
#> psi10.4..i.4. 0.041616956
#> psi10.4..i.5. 0.179895980
#> psi10.4..i.6. 0.296960334
#> psi10.4..i.7. 0.030753720
#> psi10.4..i.8. -0.065075267
#> psi10.4..i.9. -0.045243753
#> psi10.4..i.10. 0.108275951
#> psi10.4..i.11. -0.052363439
#> psi10.4..i.12. 0.144162958
#> psi10.4..i.13. -0.022029035
#> psi10.4..i.14. 0.084636909
#> psi10.4..i.15. 0.064064616
#> psi10.4..i.16. 0.014541155
#> psi10.4..i.17. 0.117184190
#> psi11.4..i.1. 0.917818341
#> psi11.4..i.2. 0.870376001
#> psi11.4..i.3. 1.106078894
#> psi11.4..i.4. 0.930988406
#> psi11.4..i.5. 0.814811992
#> psi11.4..i.6. 0.698157514
#> psi11.4..i.7. 0.956141333
#> psi11.4..i.8. 1.074621363
#> psi11.4..i.9. 1.040874484
#> psi11.4..i.10. 0.877748509
#> psi11.4..i.11. 1.062786646
#> psi11.4..i.12. 0.850645203
#> psi11.4..i.13. 1.012274755
#> psi11.4..i.14. 0.894369079
#> psi11.4..i.15. 0.971540422
#> psi11.4..i.16. 0.981712686
#> psi11.4..i.17. 0.879980194
#>
#> $Fitted.values
#> i.1 i.2 i.3 i.4 i.5 i.6 i.7
#> 1 99.46009 100.25870 100.28517 98.97083 99.95998 100.52998 100.30215
#> 2 79.07378 80.20661 80.05421 79.86225 81.13773 79.72602 79.92713
#> 3 79.25581 78.04838 78.90470 79.11465 78.54070 77.88507 78.39939
#> 4 80.46560 80.46373 81.02086 80.18287 78.47912 80.01234 80.14073
#> 5 99.97767 99.94680 99.70453 99.62010 100.78787 100.06663 99.41435
#> 6 79.14428 80.49846 77.94320 79.57433 81.55764 80.80010 80.74145
#> 7 79.89301 78.68686 80.99678 80.10741 79.29846 78.43783 79.25498
#> 8 79.61743 79.70250 79.28110 79.79392 79.08816 79.95547 80.28224
#> 9 99.68539 100.09383 101.22150 99.15331 100.19021 100.56008 99.85665
#> 10 78.48495 78.81145 78.17216 79.52520 80.18674 78.65206 79.47712
#> 11 79.69473 79.22677 80.11530 79.84179 78.60508 78.74830 79.74274
#> 12 80.49911 80.34219 81.47893 80.79563 79.83811 80.49702 80.38743
#> 13 98.72102 99.86131 99.45517 98.77996 99.28296 99.18036 99.39478
#> 14 79.82497 79.67922 80.22502 80.46255 81.22960 78.67638 80.48718
#> 15 80.44159 80.89082 80.89529 80.20291 79.87446 80.96957 80.25410
#> 16 79.94924 80.89427 81.58602 80.16829 79.55045 80.45785 80.06185
#> 17 100.15963 99.73022 99.61786 98.99062 100.19285 99.86298 99.89938
#> 18 78.43460 79.75752 79.77040 79.12954 79.34784 79.34425 79.34349
#> 19 81.04762 80.08618 80.71195 80.77667 80.96432 79.70044 79.89962
#> 20 79.04085 78.79027 79.12477 78.85524 80.24983 78.88654 78.51607
#> 21 99.30907 100.07477 100.65211 99.67633 98.86486 99.89596 98.97323
#> 22 80.08101 80.77451 80.14785 80.40840 80.45744 80.79228 81.25466
#> 23 80.79680 79.46453 81.10585 79.77094 80.57408 79.21978 79.47957
#> 24 78.78284 80.05328 78.84281 79.27279 79.69359 79.58876 79.33696
#> 25 99.13491 100.00375 100.23195 99.12439 99.21953 99.51173 98.59149
#> 26 78.74910 80.95661 78.77105 79.79147 80.43584 80.94067 79.84305
#> 27 81.21870 79.80792 81.43100 80.83312 80.28606 79.61182 80.63816
#> 28 79.29454 79.59454 78.67039 79.76112 79.95641 79.21354 79.62041
#> 29 99.72236 99.16427 100.41095 99.65285 100.39799 99.15288 100.03991
#> 30 79.78575 80.53112 79.72661 80.22879 79.62915 79.96339 80.27516
#> 31 80.02338 79.16942 80.60894 80.08654 80.53858 78.82581 79.34509
#> 32 78.27562 79.09887 79.67453 78.56573 77.94370 78.95214 77.78096
#> 33 100.49995 100.90593 101.16203 100.57988 100.62770 100.20994 100.56811
#> 34 79.47090 80.29378 80.18395 80.12521 79.78578 79.40264 80.83093
#> 35 80.15034 80.02538 79.88964 79.72873 80.47293 80.13328 79.24498
#> 36 79.66516 81.16261 80.65344 79.75328 79.30039 80.81805 80.12272
#> 37 99.74482 100.29276 100.08449 99.29384 99.46865 99.96861 99.42772
#> 38 79.24875 79.97402 79.06499 79.69894 79.24766 79.92992 80.05017
#> 39 80.55390 79.92773 81.83734 80.88259 80.59376 79.92220 80.99001
#> 40 78.97854 79.13940 79.50496 79.26892 78.88075 78.36196 78.42522
#> 41 99.40283 100.20875 100.26463 98.52624 99.54132 100.30089 99.94372
#> 42 80.03042 80.37348 79.83863 80.61895 81.01777 80.01191 80.96888
#> 43 80.17276 80.28067 80.84416 80.85857 79.66795 80.27964 80.76562
#> 44 79.33594 79.71491 79.45297 79.58040 79.61409 79.59589 79.82351
#> 45 99.68007 99.69791 100.43696 100.15012 101.03985 100.02686 100.32451
#> 46 79.57353 80.85896 80.21372 80.98623 80.44800 80.72726 80.12948
#> 47 79.92827 79.69979 79.98717 79.79187 79.94246 79.46154 79.11924
#> 48 80.12471 80.57760 80.84540 80.35479 79.85113 80.16040 79.97886
#> 49 99.38055 98.39121 99.22767 98.47375 99.03028 98.36364 99.99018
#> 50 80.03797 81.55851 81.20707 81.21856 81.48634 81.32614 80.70250
#> 51 79.63801 79.70116 79.69164 79.45407 79.57567 79.56484 79.77058
#> 52 79.44676 79.72236 80.51894 79.62465 79.23384 79.68729 79.19360
#> 53 99.98916 99.89232 99.87669 100.37686 102.23434 98.97570 100.72416
#> 54 78.81505 80.51187 79.52468 79.80458 79.33907 80.68271 80.14151
#> 55 80.38877 80.34430 81.03353 79.92382 79.53604 80.48299 79.76357
#> 56 78.98707 79.09817 79.17547 79.73884 80.36366 79.14377 79.52774
#> 57 99.69307 99.18499 101.20406 99.63697 100.19216 98.83977 99.48852
#> 58 78.78288 79.10765 79.66094 79.14184 80.42709 78.84887 79.63281
#> 59 80.90879 79.43468 81.07734 80.36599 80.61559 79.44540 79.84911
#> 60 79.47671 80.36183 80.46340 79.56735 79.25202 80.07210 79.71155
#> 61 100.01327 99.50652 99.49480 99.83959 100.69414 99.34998 100.59376
#> 62 79.74085 80.77079 79.83579 81.01076 82.24597 80.73134 81.38985
#> 63 80.84615 79.99868 80.62883 80.82855 80.16355 79.80178 80.82716
#> 64 80.37465 80.02641 80.50755 80.74897 80.63054 79.87326 80.56768
#> 65 99.36764 100.34708 100.20789 99.40526 99.93399 99.79800 99.33389
#> 66 80.21536 81.05138 80.50139 81.02125 80.62012 81.06328 81.96638
#> 67 80.15726 78.47675 79.88470 79.80252 78.91211 78.28804 79.48458
#> 68 80.69374 80.65455 80.24043 81.02430 82.38049 80.31321 80.44867
#> 69 99.34063 100.42494 100.51774 99.82654 98.86669 99.97799 99.53108
#> 70 78.62986 79.91178 79.37594 79.70261 78.63502 79.72563 79.96401
#> 71 80.42673 79.12994 79.67564 79.79584 80.14462 78.44788 80.15842
#> 72 80.04602 80.09880 80.63669 80.22863 80.52219 79.88219 80.25220
#> 73 98.79045 100.13714 99.97910 99.57524 99.74381 100.09204 99.66877
#> 74 78.98951 79.76078 79.24526 80.13723 79.52997 78.79608 79.60442
#> 75 80.68767 79.84488 81.71276 80.58500 79.06285 79.61760 80.55512
#> 76 79.97296 78.88398 80.31009 80.05638 80.72269 78.74432 79.91931
#> 77 98.84078 98.68819 98.98847 98.12694 98.50507 98.58264 98.82727
#> 78 79.67685 80.91710 79.03348 80.86371 81.04561 80.09171 80.92421
#> 79 80.41596 79.58826 79.63500 80.02374 79.51341 78.87642 79.66823
#> 80 79.45250 80.02435 80.40973 80.35799 79.02004 79.23956 79.31318
#> 81 98.88869 99.54254 98.85379 98.40865 98.32129 99.81780 99.03444
#> 82 79.59398 79.94996 80.23073 80.18205 80.88449 79.29877 79.93845
#> 83 80.36043 79.33699 80.48846 80.07980 80.60316 79.30409 79.56946
#> 84 79.66692 80.28665 80.58514 79.65837 79.27039 80.59152 80.14454
#> 85 99.64840 99.26295 99.92576 98.77084 99.50814 99.32318 98.75428
#> 86 79.01593 79.87812 79.23683 79.61356 79.58662 79.59869 80.18588
#> 87 79.57404 77.98284 79.58410 79.46739 79.00364 77.76455 78.80103
#> 88 80.94392 81.34008 81.00094 81.01019 81.89958 81.69156 80.96497
#> 89 99.13351 99.50436 99.78874 99.29946 100.13806 99.24644 99.34805
#> 90 80.07906 81.27036 79.69317 80.46919 80.23295 81.16741 80.49213
#> 91 80.42731 79.97350 80.96965 80.16795 79.86170 79.50880 79.64526
#> 92 79.48303 79.45546 79.77986 78.73009 78.82213 79.51856 79.06659
#> 93 100.15671 99.74128 100.41253 99.30293 100.50076 99.58248 100.62005
#> 94 79.95371 81.45799 80.37598 80.86138 81.55941 81.75696 80.99767
#> 95 80.50508 80.49308 81.07063 80.85147 79.90848 80.37642 80.52046
#> 96 79.87091 79.88095 80.91931 80.16513 79.27837 80.35231 80.41921
#> i.8 i.9 i.10 i.11 i.12 i.13 i.14
#> 1 99.80162 99.82412 99.71683 99.80715 99.47530 99.88816 99.83234
#> 2 79.68616 79.44152 79.41099 77.97164 79.33633 80.57795 80.33160
#> 3 79.02862 78.26334 79.28368 79.51179 78.87062 78.90300 79.21009
#> 4 82.11875 79.45113 80.63260 80.61783 80.47242 80.24408 80.50517
#> 5 100.76092 98.74737 100.06560 100.33463 99.54265 100.21155 100.03840
#> 6 80.07759 79.38101 79.21827 78.30287 78.88737 79.64166 80.89855
#> 7 78.71472 78.58563 80.38034 79.16006 79.95800 80.26683 79.51630
#> 8 79.67899 79.80218 79.60475 79.46509 79.63898 80.09481 79.86075
#> 9 100.24228 99.55155 99.86304 100.40259 99.98125 100.26634 99.80336
#> 10 78.76536 78.60683 78.97276 78.72030 78.36984 78.88363 79.42665
#> 11 79.52545 79.53060 80.27848 79.61652 79.90944 79.82178 79.88793
#> 12 80.43568 79.40224 80.78138 80.34690 80.26067 81.27480 80.62329
#> 13 99.49925 99.27259 99.01901 99.72727 99.32531 99.46309 99.49588
#> 14 78.70093 79.27983 79.54782 78.13457 80.14624 80.98969 80.28773
#> 15 80.84933 79.57967 80.65114 81.81601 79.93188 81.02893 81.48234
#> 16 80.58664 80.32549 80.10059 80.24546 80.29978 80.62648 80.38735
#> 17 99.75678 99.61844 99.69564 100.01932 99.68518 99.70834 99.56407
#> 18 79.75261 79.34761 78.67555 78.17537 78.65101 79.74180 80.02922
#> 19 81.17871 80.18012 81.23826 80.47854 80.79157 80.88939 80.62219
#> 20 79.00462 79.16497 78.86832 78.91141 79.08291 79.18489 79.40099
#> 21 100.17794 99.47241 99.39273 99.62390 99.62056 100.04543 100.16113
#> 22 80.39065 80.79621 80.28961 79.80117 80.17373 81.03300 81.11619
#> 23 79.00120 79.94672 80.33134 80.50000 80.06740 80.16580 79.93802
#> 24 79.56494 78.96118 78.80589 79.45152 79.36327 79.53616 79.76960
#> 25 100.38045 99.47051 99.00287 100.35177 99.45170 100.07745 99.59686
#> 26 79.50323 79.54778 78.98774 79.30471 79.20919 80.72377 80.82323
#> 27 80.01935 79.79291 81.61778 80.24217 80.75327 81.10710 80.52283
#> 28 79.61526 79.35765 79.49283 79.00530 79.91296 80.41732 79.58516
#> 29 100.13905 99.65651 100.25524 99.94330 99.90680 100.03803 99.61661
#> 30 80.13204 79.95720 79.75089 78.90777 79.51849 80.67611 80.61234
#> 31 79.99420 79.38092 80.89439 80.06745 80.54149 80.34613 79.60753
#> 32 78.38723 77.91358 78.43064 78.89471 78.65671 78.75197 79.16110
#> 33 101.10861 100.18814 100.82460 101.22295 100.65215 101.14959 100.57460
#> 34 79.68779 79.22082 79.94903 78.47264 79.52769 80.39821 80.30691
#> 35 79.65332 78.46133 80.35001 80.22968 79.62959 80.89473 80.38879
#> 36 79.83258 79.61113 79.81294 79.55312 79.95604 80.28603 80.44932
#> 37 100.77879 99.43284 99.36593 100.23813 99.36253 99.79642 100.05873
#> 38 78.95578 79.77937 79.06876 79.10775 79.68381 80.19686 80.43084
#> 39 81.02643 79.82543 80.96358 80.81330 80.64369 80.74006 80.34047
#> 40 79.14999 78.73547 79.54279 78.73661 78.80571 79.63953 78.74254
#> 41 100.40942 99.75794 99.48926 99.54051 99.59613 99.87199 100.06762
#> 42 79.86026 79.48569 79.77247 79.39552 80.11633 80.71066 80.91654
#> 43 81.33180 80.28589 81.51595 80.26937 80.25894 80.70496 80.82729
#> 44 79.20025 79.53458 79.83626 79.84086 78.99733 79.52921 79.92521
#> 45 100.34678 99.97660 100.54352 100.49543 100.24039 100.57213 99.85233
#> 46 80.12031 80.34016 80.26177 80.13426 80.49110 80.91208 80.97546
#> 47 79.85035 78.93698 79.98690 79.77257 79.40158 80.19995 80.09730
#> 48 79.94980 79.55894 80.27971 80.22595 79.75387 80.85213 80.61957
#> 49 99.06889 99.73806 99.00194 98.79940 99.39635 99.21641 98.66491
#> 50 81.07432 81.12730 80.44074 80.62035 80.63021 81.00661 81.53031
#> 51 78.87485 79.29518 80.22527 80.56172 79.32946 80.18393 80.12368
#> 52 80.09885 79.63244 79.65427 80.06800 79.59520 79.66489 80.32318
#> 53 100.23265 100.44622 99.79670 99.82471 100.24920 100.87772 99.79306
#> 54 79.65644 79.49453 79.75523 79.71343 79.08886 80.50888 80.49426
#> 55 80.66349 79.42210 81.09783 80.47598 80.38380 80.86170 80.95266
#> 56 78.79973 79.55847 79.06459 79.35687 78.79384 79.52608 79.29928
#> 57 100.36208 99.41161 99.91170 99.72501 100.05755 100.05644 99.61037
#> 58 78.21726 79.47427 79.21660 78.04547 79.38597 79.38283 79.56548
#> 59 79.66339 80.50044 80.78860 79.76408 80.59880 80.75191 80.23958
#> 60 79.87768 79.75821 79.71243 79.84836 79.21126 79.99922 80.15389
#> 61 100.34108 100.27743 100.09544 99.90585 100.15734 99.52750 99.53005
#> 62 80.94701 80.66868 80.25945 80.06622 80.75398 80.83801 81.22970
#> 63 80.77867 79.98929 81.08443 80.83371 80.83803 80.91636 80.53488
#> 64 80.70267 80.04826 80.43449 80.10437 80.55320 80.71052 80.48495
#> 65 100.44584 99.71123 99.35222 100.50047 99.39401 100.57727 100.17836
#> 66 81.45555 80.90728 80.95545 80.11611 80.90061 81.52750 81.40394
#> 67 79.34588 79.73586 79.79153 79.22917 80.13474 79.45554 79.63077
#> 68 81.57162 80.03101 80.86744 79.92842 80.50901 80.33880 80.80807
#> 69 100.70275 99.06469 99.81240 100.26393 100.27412 101.67481 99.98959
#> 70 78.97515 79.54157 79.33608 79.18760 78.92753 80.01694 79.97980
#> 71 79.34666 79.78539 80.17805 79.22254 80.23742 80.50879 79.81248
#> 72 80.53814 80.18094 80.17347 80.35741 80.19499 80.63395 80.36011
#> 73 100.34698 100.04734 99.52228 99.75266 99.32872 100.60036 99.71499
#> 74 80.32110 79.00669 79.74688 78.55655 79.53887 79.74315 79.58043
#> 75 81.29864 80.62585 81.25960 80.49501 80.48294 80.47315 80.85601
#> 76 79.72506 79.16439 80.05935 79.05188 80.09939 79.61908 79.40645
#> 77 98.52645 98.62071 99.02802 98.44814 99.26831 99.27286 98.32771
#> 78 80.50935 80.06624 79.83701 80.03881 80.49209 80.45849 80.90183
#> 79 78.59952 78.87079 79.97401 80.31233 79.83701 80.72080 80.06184
#> 80 79.89652 79.11318 80.01473 80.10522 79.85560 80.99420 80.02087
#> 81 99.53724 99.23008 98.38814 99.20294 98.83321 99.61416 99.47663
#> 82 79.47635 80.08038 79.79442 79.03603 79.95902 80.54497 80.06415
#> 83 78.87152 79.48249 80.55930 79.12257 80.87732 80.62082 79.81061
#> 84 79.78353 79.90849 80.20518 79.32125 79.38918 80.35083 80.36023
#> 85 98.60978 99.34854 99.22741 99.53365 99.85556 99.90936 99.26755
#> 86 77.92729 79.37522 79.43707 78.42793 79.12041 79.94695 79.88065
#> 87 78.69446 78.70620 79.58266 79.34868 79.41347 79.25131 79.05447
#> 88 80.31116 81.00809 80.90172 81.37839 81.06977 81.47155 81.66848
#> 89 99.95463 99.44628 99.54869 99.82852 99.32797 100.27086 99.62973
#> 90 79.91525 80.35068 79.74015 79.89809 80.22562 80.61128 81.45195
#> 91 79.31209 79.92173 80.35433 80.34863 79.94961 80.26963 80.24776
#> 92 79.30692 79.13895 79.10372 79.46561 79.01988 79.49195 79.42480
#> 93 99.54705 100.64887 99.87024 100.07632 100.36829 100.26782 99.88564
#> 94 80.49411 80.98949 80.22999 79.51074 80.24780 81.21091 81.55904
#> 95 80.36511 80.02201 80.87124 81.11552 80.39886 81.12958 81.26165
#> 96 80.88283 79.99042 80.51672 80.09762 80.67610 80.51201 80.58966
#> i.15 i.16 i.17
#> 1 101.06354 100.61291 100.15068
#> 2 79.12497 79.51023 79.28742
#> 3 78.92201 79.47353 79.36683
#> 4 80.51536 81.22530 80.34221
#> 5 100.73265 100.88471 99.91922
#> 6 79.07683 80.16749 79.18003
#> 7 79.55094 80.39426 79.90042
#> 8 79.86065 80.31569 80.10858
#> 9 100.87286 99.88922 99.69679
#> 10 77.90231 79.23388 78.27731
#> 11 79.59573 80.69344 80.26321
#> 12 80.53253 81.17970 80.23293
#> 13 99.79214 99.13277 99.21267
#> 14 79.74002 79.23848 79.55013
#> 15 80.41109 80.54493 81.17437
#> 16 80.20776 80.58503 80.41117
#> 17 100.80217 100.16609 100.05741
#> 18 78.62505 80.02066 78.65385
#> 19 80.34642 81.43725 81.05210
#> 20 79.35508 79.15715 79.64435
#> 21 100.63424 100.17076 99.98027
#> 22 79.86512 80.66278 79.89918
#> 23 79.87643 80.84377 80.57151
#> 24 79.52745 79.55960 79.55393
#> 25 100.07829 100.55891 99.52191
#> 26 79.24656 79.95205 79.07474
#> 27 80.38107 80.97007 81.38753
#> 28 79.77083 79.90112 79.43971
#> 29 100.85189 100.18116 99.90669
#> 30 79.66408 80.48575 79.76253
#> 31 79.99327 80.48322 80.55900
#> 32 78.80107 78.67732 78.68324
#> 33 101.52998 100.94627 100.67579
#> 34 79.30028 80.49995 79.17224
#> 35 79.72480 80.92774 80.31932
#> 36 79.73635 80.52277 80.10833
#> 37 100.54600 99.95744 100.32467
#> 38 78.84207 79.25040 79.27442
#> 39 80.42465 81.59238 81.02172
#> 40 78.67010 79.89701 78.98649
#> 41 100.85017 100.26833 100.09874
#> 42 79.79349 80.81423 79.69147
#> 43 80.15718 81.17428 80.66222
#> 44 79.64024 79.81034 79.66944
#> 45 101.37943 100.72771 100.27197
#> 46 79.63437 80.56882 79.70311
#> 47 79.33087 79.69386 79.92440
#> 48 80.14161 80.41367 79.95974
#> 49 100.31007 99.41820 99.43628
#> 50 80.27308 81.10722 80.20135
#> 51 79.71989 79.80020 80.21959
#> 52 79.50778 80.30418 79.56713
#> 53 101.13287 100.95002 100.30821
#> 54 78.90470 81.09287 78.76778
#> 55 80.08363 81.35812 80.65515
#> 56 79.15013 79.99033 79.17688
#> 57 100.67623 100.84403 99.96425
#> 58 78.70852 79.28113 78.63157
#> 59 80.08141 80.16037 80.72135
#> 60 79.55761 79.63494 79.69601
#> 61 100.79454 100.97704 100.10023
#> 62 80.60925 82.06105 79.91682
#> 63 80.18793 81.77144 80.95471
#> 64 80.26669 80.60011 80.56176
#> 65 100.71011 100.06111 100.00472
#> 66 80.45338 81.82101 80.36057
#> 67 79.66409 79.74268 80.04724
#> 68 80.55779 81.08553 80.64161
#> 69 100.82896 100.85710 99.85786
#> 70 78.85819 80.42384 78.49709
#> 71 79.72046 80.34019 80.50538
#> 72 80.30205 80.74118 80.34239
#> 73 100.27657 100.02576 99.49735
#> 74 79.22433 79.86313 78.86629
#> 75 80.16211 80.87015 80.92138
#> 76 80.21057 80.44453 79.64426
#> 77 100.14902 100.14147 99.12475
#> 78 79.75017 81.50578 79.82027
#> 79 79.40925 79.82185 80.32136
#> 80 79.89006 80.89688 79.73333
#> 81 100.01222 99.32544 99.43706
#> 82 79.20657 80.06488 79.27170
#> 83 80.14098 79.87067 80.32387
#> 84 80.14147 81.01897 80.13658
#> 85 100.24410 100.33384 99.51927
#> 86 79.04017 80.07356 78.83838
#> 87 78.72653 79.27391 79.47038
#> 88 80.96989 80.85313 81.30948
#> 89 100.73326 99.39657 99.86711
#> 90 79.93149 80.25101 80.02867
#> 91 79.77501 80.02293 80.75347
#> 92 79.43113 79.34773 79.11423
#> 93 101.28362 100.81149 100.05336
#> 94 80.02381 80.94059 80.03537
#> 95 80.81349 81.34581 81.22094
#> 96 80.63561 80.61484 80.14304
#>
#> $Residual
#> i.1 i.2 i.3 i.4 i.5 i.6
#> 1 -4.474718340 0.39821582 1.94766128 0.23578241 2.553954167 -0.27694261
#> 2 2.667422435 2.63299080 1.33126612 -4.38547447 0.289032950 3.34613726
#> 3 1.590226609 -0.51160184 3.30865035 0.99154971 -4.944918361 0.20712615
#> 4 3.510337194 1.50088179 -1.63450193 -2.80919873 -0.293541412 -0.19771314
#> 5 -0.874260413 2.17202769 -5.09514221 -0.27441692 1.851463759 3.05038777
#> 6 -1.763990327 -1.73135921 4.10564125 -1.23982932 1.326509692 -3.33853609
#> 7 -1.187397040 2.03515142 -2.57148368 0.42141723 0.472786305 -1.69943622
#> 8 -0.554373841 1.44047301 1.56563587 3.34996961 1.392354026 0.67737771
#> 9 -0.430157712 1.21095188 0.01251871 -0.04759159 0.126750437 -1.58807585
#> 10 -0.218456809 -1.31661746 -0.27255243 2.12784745 -1.874079361 -2.98542365
#> 11 2.886443049 4.75019801 0.30310990 -0.73118071 -1.922039856 2.41636313
#> 12 1.341234685 -3.36648647 -1.50833474 0.41567135 -1.871870563 1.73426256
#> 13 4.128562985 -0.67345071 0.64312243 -0.84248793 2.778202173 2.41274557
#> 14 -1.323698157 0.25221980 -6.16961363 0.92670643 0.230822033 -0.94431045
#> 15 -1.940554235 -3.36770335 2.33361065 -0.98165615 0.652375090 -1.37461176
#> 16 -0.769913024 -2.54647559 -1.49435677 -0.11836210 -1.340529562 -1.75583629
#> 17 -2.114068608 2.06424330 0.19865794 0.37635313 -2.998640781 -0.17217027
#> 18 2.001779201 1.05478695 -0.28681638 2.64103279 1.769213329 1.01931412
#> 19 -1.170797716 1.61268727 -3.12840793 1.33873548 3.784364296 -0.50093919
#> 20 -1.059168069 0.93823406 2.02390860 -3.65089332 0.313748077 1.19609781
#> 21 0.406517656 1.65380498 -0.69591783 -0.20579532 -0.691483662 -2.16522008
#> 22 -0.120172361 -0.44934161 -0.41726859 -0.57799869 -1.603367094 2.54292980
#> 23 -1.907838255 -2.74412965 -0.52799079 4.81256510 1.170096495 0.03998712
#> 24 1.072624203 -1.25803669 5.26293646 -1.25639872 0.577037639 -0.50396292
#> 25 -0.396507361 -2.05137219 1.34617542 3.27664061 3.285612411 -0.89979029
#> 26 -0.651479305 -0.02838524 3.05073646 -1.40386517 -0.008500976 -3.18137568
#> 27 -4.228503668 -1.78184747 -1.47456036 -0.01649215 0.566057077 -1.81415602
#> 28 -4.775844705 1.93724920 -3.38829217 -2.30504320 -0.813158561 -0.09031452
#> 29 1.320442762 1.66711629 1.60531086 1.72854944 -2.294599928 -0.08300731
#> 30 -2.734931685 -0.93292242 -2.72804331 3.71786907 1.556509077 -1.75897690
#> 31 -3.337084032 0.81428972 1.23224276 0.67991720 -1.999753396 2.58085094
#> 32 2.179245031 0.76820947 1.02869390 2.80677961 1.459051450 5.22574057
#> 33 -3.176469225 -3.86560156 0.89466595 -5.02197801 -3.904817462 0.50454334
#> 34 1.772598829 1.03656783 -5.43016451 -1.32740137 2.243068109 0.31968219
#> 35 0.650422584 -4.58923916 -0.30403085 0.79835567 -0.253107908 1.14199796
#> 36 1.342184985 -4.00126640 3.05869060 4.64899358 0.453748739 -2.71460342
#> 37 2.832844008 1.63955690 -2.92358356 1.00910481 -3.406451639 1.76189763
#> 38 -1.582122287 0.66357936 -0.91362913 0.49865983 0.030324590 -1.70550308
#> 39 1.441233267 -1.86626224 -0.32009246 -0.71709004 -2.531656839 2.09083504
#> 40 2.859671762 0.14598946 2.85313434 2.53094127 0.617127624 2.95743825
#> 41 1.474204308 1.07253474 2.10384217 1.86002201 2.188155967 -0.35299914
#> 42 -2.278841932 1.33977846 0.78973899 0.05439768 -0.493718057 0.62701683
#> 43 -0.878033301 -2.32893321 0.38495241 -2.71513170 0.319021862 0.17012485
#> 44 -3.153743727 3.10561047 1.60209903 1.70801558 2.188480187 -0.08038251
#> 45 1.398288631 -1.31506740 -1.40578499 -2.17240065 -0.801597351 -3.41732478
#> 46 0.001680118 0.52985362 -0.30855938 0.82546207 2.292399537 0.48980284
#> 47 2.641884649 -0.53128712 0.76791355 -0.90156815 -0.223393393 1.51696394
#> 48 0.826847765 1.93404716 -2.25342546 0.86781611 -2.036521387 -1.77441617
#> 49 2.339129238 0.83395285 4.15266317 -1.00493815 0.674670241 -1.68076962
#> 50 -3.207056762 -1.31097095 -1.14467438 2.13365831 -1.658452389 0.76788736
#> 51 1.423455372 3.53420839 2.67742465 4.29859890 -0.487223904 1.77362587
#> 52 0.761948331 -2.14675462 0.34403803 -4.05079245 6.240098900 0.84253349
#> 53 -3.229890576 -0.07390802 -2.18549083 -1.84329505 -0.501860855 -2.24659752
#> 54 1.767711296 -1.06546560 -3.14599099 2.78381092 0.815829966 -2.22386782
#> 55 2.464381663 -0.57584890 -4.54736380 0.07377654 2.543868386 -0.79974271
#> 56 -2.037131263 2.13799665 -1.49008251 -0.04709574 0.441231960 1.90094986
#> 57 0.594338124 -0.47928596 0.45362192 0.29388456 2.986505476 0.56830455
#> 58 2.096963648 2.08110916 1.70494932 -1.09226072 2.605219748 1.31007869
#> 59 -0.218293946 -1.91954932 3.87856806 2.57455321 -0.223420992 0.47467895
#> 60 -1.430598829 -1.54382428 1.39008056 -0.56960195 0.863570867 -0.80191700
#> 61 -2.139812281 2.05113114 1.63951688 -1.05873582 2.327005864 -0.23439775
#> 62 2.911990137 1.33365529 -0.06770698 -0.54685297 0.670289097 -0.38218088
#> 63 -1.141376347 -0.70175954 -1.70768560 -4.07725108 1.829622383 -3.12066814
#> 64 -2.746763321 -2.23221231 2.15042001 -0.42394127 0.965032415 0.17296443
#> 65 -3.181420553 1.50734511 1.64714789 2.79293755 -3.211353422 -1.28791677
#> 66 0.082424043 0.55831021 1.78268627 -2.04048150 -5.772579183 -1.44518405
#> 67 2.006562504 0.34089955 0.79663014 -1.85202849 3.595989460 -2.45430888
#> 68 -1.108923941 -0.99611877 -3.18770155 -0.80905212 -2.105523864 -1.66078600
#> 69 3.539273896 0.28459039 2.51956528 0.77507499 -0.726907569 1.13903628
#> 70 -1.434917132 -1.43059083 3.49201851 2.02468168 -0.113880126 -2.81069047
#> 71 1.793834137 1.64326264 -0.55610192 4.30486794 0.758332303 -0.53263594
#> 72 -1.984883804 -1.89166777 -2.67232979 1.61275538 0.849496046 -3.13482053
#> 73 0.312206946 -3.83665346 -0.40395549 -0.04450123 -0.474219516 -0.77796070
#> 74 0.854514450 1.25093292 3.47721694 -0.62047258 -3.769740996 -0.11920740
#> 75 -0.918142246 1.96215899 0.83825708 -4.53663513 -0.274383965 -2.77339118
#> 76 -2.812786925 0.65127238 3.80869404 3.34418532 -4.204005384 -1.28103799
#> 77 1.106698542 -0.53294711 0.19587590 -1.15256957 2.003748048 4.55215054
#> 78 -0.317868791 -4.37442906 -0.05383378 -0.57116319 -0.313651179 -1.38241167
#> 79 2.004559883 -1.34103646 0.60460278 1.05266066 0.223425020 1.93805008
#> 80 0.540515169 0.31880848 -3.44247666 0.90029238 -2.376428481 3.12000528
#> 81 0.242192262 -1.16038368 0.10150421 1.01592124 0.392280867 0.86784170
#> 82 -0.079227301 -0.69432229 -1.35185648 -2.19004161 0.883336823 1.08830786
#> 83 -1.542095015 -0.58532857 -2.08459241 -2.61016972 -0.884039349 -3.37572822
#> 84 2.465850640 2.22295280 -1.15764664 -0.32040255 1.974375610 3.24439970
#> 85 0.417952304 -1.32373073 1.94712319 -0.65460870 -1.953606281 -0.46151094
#> 86 2.750236829 2.87930920 3.44782051 -1.12664776 -0.184757015 2.40713281
#> 87 -0.814525887 2.47278405 -0.47065989 -2.81643058 2.334212330 2.07717554
#> 88 -1.201197889 -0.50943314 -4.86462479 -4.72652273 1.423136794 -1.13488050
#> 89 2.962429822 -0.70345203 -3.01036334 1.08903971 0.813794813 0.69814271
#> 90 1.023012645 -1.70119684 0.72172737 -0.95244988 0.847543733 3.40201028
#> 91 1.603804192 1.13166842 2.65944021 2.08937267 -2.686211276 2.04375908
#> 92 3.140382610 0.89623446 -1.18045875 3.01804758 -0.404094798 1.58647060
#> 93 -1.452848153 0.86420349 -2.26932856 -0.18467493 -1.245720982 -1.21787858
#> 94 -1.675813003 -0.16218216 -1.79443048 -1.66072213 -1.266170473 2.50323498
#> 95 -1.854216610 2.13537076 -1.72940360 -2.83895501 -2.450492461 -2.61966765
#> 96 2.123220496 1.23064052 -0.66269305 -0.25029657 -1.666153069 -0.54812767
#> i.7 i.8 i.9 i.10 i.11 i.12
#> 1 1.85797850 0.13195109 0.36688516 -0.73742498 2.010077722 -0.25033296
#> 2 0.71000990 -6.10227751 1.43184835 -0.63748716 1.958436486 -1.14861036
#> 3 1.19029600 1.67629997 2.91583522 3.86432980 -0.767276166 2.86571221
#> 4 -5.14738619 -3.28433292 2.79052083 1.69763929 -1.063002982 0.07120062
#> 5 2.30692899 -0.47665113 1.65736147 -1.06610325 -2.636010463 -0.75974928
#> 6 -1.37006312 -1.30598274 -0.50976485 -0.34806681 -4.445357780 -1.51630270
#> 7 -1.22966482 -2.27830652 -0.81572678 2.79264449 -0.711989240 -1.27018105
#> 8 -1.37058324 0.56631758 2.10717518 3.37983576 2.100085699 1.42409074
#> 9 -2.10217814 -1.13656259 -3.77525690 -1.31923760 -0.895991369 -1.20848133
#> 10 2.07090556 2.43200200 3.78762132 0.29088782 2.684337374 1.78085665
#> 11 -1.16515322 3.21254467 0.59179923 -0.78414565 2.400770854 -1.21989304
#> 12 -0.90775561 1.63727573 1.57991808 -3.43312626 1.872213206 -0.97888936
#> 13 -0.72921497 0.96774200 4.45180056 0.86868288 -1.681734257 2.57366212
#> 14 -0.60014684 0.78235973 -1.77735797 0.24595645 5.203826348 -2.70225090
#> 15 1.86127837 -0.32553803 0.63573049 1.01070619 -0.093461500 0.72874100
#> 16 -1.17127488 -2.68973858 -0.53215198 -2.96947299 -3.006692972 -3.29856698
#> 17 1.38420743 -2.56901372 -1.39596887 0.54365022 1.831553467 -1.04583152
#> 18 3.55278071 0.99379604 -0.13770833 0.36939605 1.498644313 0.97097266
#> 19 2.08361161 0.74825007 0.01926389 -2.54406110 -3.202549960 0.11446880
#> 20 -2.21732087 -0.59357699 -0.15554164 -0.24008520 -0.016923858 0.71199747
#> 21 2.55588810 0.96347956 -2.17579474 -3.45249701 1.557054431 -2.44669880
#> 22 -2.40806444 0.21306683 -1.57585441 -1.90149779 -1.102913027 -3.82613333
#> 23 3.11749097 0.68840957 0.68935395 -0.47328004 -0.133069479 1.49077830
#> 24 0.56619704 0.05047289 -1.00288621 -1.68753941 2.071816344 2.03169537
#> 25 0.33621667 -0.20250021 2.58848145 2.03945104 -1.388766957 1.83793660
#> 26 0.81852520 0.34117576 2.29828989 -0.48664444 2.403599011 -0.03293839
#> 27 -1.30285633 0.44106891 -2.13521413 -0.43504376 0.052381344 -0.05737165
#> 28 -0.54540415 -1.87648032 -2.00098025 0.80510383 -2.213226808 0.95555544
#> 29 2.46980511 0.52846525 0.74886315 2.58524114 1.035789491 -1.17790360
#> 30 3.86100961 -0.95503882 0.14298581 -0.04928134 1.158456531 1.44246007
#> 31 -0.18233722 2.94066393 0.77991080 -1.19804315 1.963387926 0.11458798
#> 32 -2.21026293 -0.86861786 3.61363982 1.87140658 1.589824566 2.28845336
#> 33 -0.51553849 -1.40398398 1.42808603 -1.97286700 -0.058126748 -2.59625034
#> 34 -0.76330302 1.34386496 0.62901359 -1.35194150 -0.673793781 -3.98121776
#> 35 0.38610186 1.56067352 0.01331852 0.98677324 -0.286786999 -0.05524115
#> 36 -2.39107617 -1.17421610 -0.96727369 0.84599214 -0.389604460 -7.29864012
#> 37 -3.46879099 -2.35020448 2.06599763 -1.60882191 0.647529609 2.08525755
#> 38 3.54805600 1.45460183 3.24141374 0.58421537 -0.818663822 -0.58858294
#> 39 -1.42481229 -2.75833788 -2.76771178 3.34088323 2.371391445 -0.68571594
#> 40 -2.12184204 -0.41470269 2.31318427 -1.21603997 -3.562248091 0.55886610
#> 41 -2.80054781 -0.71396304 -0.02879502 4.93455577 -0.863283358 1.66258608
#> 42 -1.57306340 1.17442550 -1.81386119 2.77689184 -0.301420183 0.11917556
#> 43 -0.36671019 -0.97538637 0.28439563 -1.03801511 0.980476043 -3.07576115
#> 44 2.98183129 2.99161540 -0.66497038 0.78468723 1.146977824 -1.82092843
#> 45 0.01910845 -1.70336157 -1.39430832 -2.57721224 0.167229693 1.76581430
#> 46 -1.68768878 1.68599986 -0.60049193 -0.38315965 -0.065742119 1.48491092
#> 47 -2.85165056 2.07898520 0.63366103 -0.73409389 -2.491252990 0.80830307
#> 48 3.03251482 -0.57965176 -3.36648110 -0.43078694 0.286017153 -2.42359803
#> 49 -0.65898340 3.55743788 -0.23355800 2.74035560 3.076613587 1.57806539
#> 50 0.07002758 1.71185104 -0.55788165 -2.26469915 -1.662769342 -1.85578221
#> 51 -2.33659419 0.33175388 0.46770990 -2.13969863 0.275555171 0.45617851
#> 52 -2.23168137 -0.10893505 -4.51503650 0.94349032 -4.598878402 -0.43654919
#> 53 0.53097186 -1.50291642 -0.28280031 2.97894344 0.429046424 -1.80827247
#> 54 -1.12458868 -1.62992020 0.56327429 -1.36232060 -5.238586341 0.57309568
#> 55 1.31266032 -0.76152718 1.20832637 -0.14701939 -1.082691849 -2.10681581
#> 56 0.87145163 0.55062584 -1.11876033 2.89886294 -0.607922939 -1.64494791
#> 57 3.16049473 -2.76793974 -1.10752364 0.74175796 -2.644088460 2.38883652
#> 58 -0.25310647 2.07737716 -2.59619012 0.29195822 0.908213914 5.58545263
#> 59 -1.59506080 0.29580351 -0.78689935 -0.69801941 1.192795674 0.45108216
#> 60 0.52816706 -1.18936210 2.12853432 0.76971032 0.501537998 -1.26844239
#> 61 -2.50646655 1.54807008 0.22505457 -2.73860990 -1.174699506 -1.50925488
#> 62 -2.49560294 0.22434236 -0.75826333 0.87539623 1.324579828 1.72672068
#> 63 0.58961423 -4.22134808 -3.88248718 -2.93261907 -0.002017459 1.47913884
#> 64 -1.05845491 -5.53270841 2.47947804 3.42607383 3.166704145 0.05281757
#> 65 0.36224906 3.27633058 -0.91555173 -1.03562605 4.231014883 0.63729748
#> 66 -1.28897405 0.15718970 -3.87223554 -2.04159379 -0.865514357 -1.92479924
#> 67 0.98691737 -0.37093268 1.61728070 -1.98652572 2.975504673 -1.83253197
#> 68 -2.73328993 0.77930362 -0.97930063 2.42117323 -0.585331073 -0.20316761
#> 69 -2.52731095 0.31970897 -1.48295478 -0.46505686 1.091365450 -1.76924501
#> 70 0.80629727 -1.88410451 0.16070912 -0.69336425 0.017070800 1.86964582
#> 71 -0.27124909 -1.35517459 -2.51664949 0.27974820 1.269761423 1.36990751
#> 72 1.19120277 -2.85774371 0.15112990 1.93363590 -1.926596712 0.93239600
#> 73 -0.30865321 -2.90266076 -1.48814665 -0.67574791 0.856818161 3.54528245
#> 74 1.03160584 -0.51785852 0.91908491 -1.64121292 0.353220079 1.62461859
#> 75 1.69650446 2.21422069 1.73709297 -1.09830724 -3.648569176 -1.40634354
#> 76 -1.89282297 2.41733896 -0.04772492 -0.32739915 2.426268195 -1.64516757
#> 77 -1.50982513 -0.39679453 1.28784717 -2.66696678 0.291317231 -0.02037237
#> 78 1.13980110 1.88550118 0.07700829 -2.37619397 -2.111524020 0.15396025
#> 79 0.26444515 -0.85423132 -0.18319745 -1.32875760 1.128756558 2.46962759
#> 80 2.92212800 -2.37198689 -1.57351275 1.18084953 0.492510503 -0.07588180
#> 81 3.86177349 3.17017190 1.71947708 1.11401336 -2.090310424 -0.80055779
#> 82 -2.98625587 -0.06659808 0.14261837 1.82671390 -1.949040100 3.45660569
#> 83 2.14333576 0.13375172 -1.65792472 -2.01946622 -2.371996379 -4.40803918
#> 84 1.80391890 2.88405426 0.63710025 3.72466286 -1.988801481 0.69880117
#> 85 -0.67135978 3.05358912 -0.21584493 0.11780014 1.768055840 -3.20692383
#> 86 0.95030970 1.45038586 2.06893388 -0.62596095 -0.173717225 0.14732830
#> 87 0.11112255 1.32489509 0.36551974 2.66993533 -0.290760223 1.46137122
#> 88 0.03892356 0.95965248 -0.38215068 -3.74387236 -1.909810476 -0.42274923
#> 89 2.63855413 1.72555553 -0.85616035 0.85790087 -1.611570016 3.89290950
#> 90 1.04888878 -0.35228586 -1.45471243 2.83658908 1.298652644 0.40809476
#> 91 -1.45364295 0.99129870 -0.87213347 -0.52796507 0.216797121 1.80035223
#> 92 1.59446371 -0.94167588 -1.31818634 0.01600449 0.167940617 3.85528520
#> 93 -1.77413955 2.48112886 -0.51665755 -3.73038202 -1.516548219 0.33162764
#> 94 -1.17309611 -3.42789558 0.31383222 1.52912309 2.407668359 -1.76170892
#> 95 0.09838715 -2.75630105 2.87908604 -0.09768713 0.919483880 1.96893815
#> 96 4.72768403 3.95987166 0.98635796 3.10582287 0.769362402 0.28107579
#> i.13 i.14 i.15 i.16 i.17
#> 1 4.233947219 -0.69762670 -2.3228433 -2.17470542 0.07392705
#> 2 -1.605989304 -0.03754197 -1.8127186 0.81669728 -0.37323568
#> 3 -1.871738764 -0.01188408 -0.2007017 0.95925264 -1.88910505
#> 4 -2.064600004 -1.98741467 -1.3689361 0.27606997 0.95645091
#> 5 -0.505696784 -2.91005582 -1.2189932 3.16868220 -1.95521171
#> 6 1.712451545 2.29968303 -1.0348092 -1.02880695 -2.42422540
#> 7 -2.196930700 1.97743133 1.8048693 2.19881581 2.09831183
#> 8 1.039653888 0.45281482 -0.6661339 -0.16472155 -2.51384023
#> 9 -0.058446928 -1.40452147 1.7745443 0.17310672 -1.34402064
#> 10 -3.408935831 2.68276105 0.3030372 5.56383100 4.24909392
#> 11 5.446483057 -0.49859667 0.6012593 -2.07185743 0.36535078
#> 12 2.171993051 -2.23182394 2.3220806 -3.35327845 0.91131200
#> 13 0.923344223 -1.53048400 0.2364226 -2.17298504 -0.55937106
#> 14 0.501910469 0.69244170 -3.7334298 -2.05614777 2.28556466
#> 15 1.150997002 -0.28476646 0.5829921 -1.46106698 0.66056426
#> 16 -0.582442373 -0.18742171 -0.4380033 -1.38810392 4.27807483
#> 17 0.032828030 0.68676474 -1.2242506 1.57666070 3.05995373
#> 18 0.620930353 1.62311528 2.1637774 1.45650904 0.80389288
#> 19 -0.867770108 -2.66918693 -3.5782649 -3.16012128 0.67949180
#> 20 2.464869144 0.34308668 -0.5316184 2.17922670 2.36595046
#> 21 3.175248391 3.51975348 2.1023604 -2.68191056 -2.74896263
#> 22 -1.232658721 -0.85737901 0.9658227 1.96024135 -3.21059868
#> 23 -2.679191397 4.04855187 -0.5779855 -0.04169109 3.69772522
#> 24 -1.636893396 -2.73705770 0.4185964 2.32542825 -0.81191112
#> 25 0.572210651 1.44987933 -3.0690922 -0.67822891 0.82915185
#> 26 -0.785450415 -0.11740818 3.4190736 -0.74665580 2.35174911
#> 27 -0.135476735 -2.21829388 0.8728811 -0.01139498 1.52295764
#> 28 -0.877044236 1.51304110 0.2427133 -3.40286002 -0.33071892
#> 29 2.960106388 5.15270387 -0.8221326 2.11981854 -1.66574431
#> 30 -2.873449763 0.05395509 -2.2101470 -1.48952371 0.10623366
#> 31 -1.500077376 3.01108834 -2.2668452 -2.24454397 -1.53016926
#> 32 0.252016288 -0.39312890 1.2403830 0.49701228 2.14101866
#> 33 2.524340727 1.82712186 0.6063818 0.32385363 1.89798114
#> 34 -0.767513513 0.69638779 -0.4746661 0.61234231 2.39524947
#> 35 4.235453759 -1.71520469 4.8388580 0.07708015 0.07307165
#> 36 -2.345486211 -1.29682190 2.1113595 -1.90100232 -2.35540614
#> 37 -1.183025876 0.52933302 0.7612849 -1.08844867 0.11522637
#> 38 -0.044040525 3.98214690 0.5886617 3.12463989 -0.08991618
#> 39 2.728934437 0.32640231 -2.5056095 -0.62524431 -1.68648190
#> 40 -0.218757568 0.04957174 -2.0726242 0.96853474 3.16075786
#> 41 -0.416492909 -1.50203518 -1.2408206 2.35819849 -0.07337753
#> 42 2.009200536 -3.03317928 0.2821313 0.35037905 1.50014491
#> 43 0.442965507 1.84426196 -1.0801478 -1.55900790 -4.82834887
#> 44 0.688261303 0.88924329 -1.3196071 1.08191995 -0.40026858
#> 45 -1.184280771 -1.85503958 1.2056399 -3.40889818 -0.34684935
#> 46 3.487650487 0.20484925 -0.5400486 -0.31170758 0.84528476
#> 47 1.622769990 2.29826134 -2.7154012 -0.16327545 -0.55036417
#> 48 3.695360038 -0.32781449 -1.0091658 -2.59313318 -1.72912051
#> 49 0.008829378 2.13015189 1.7263524 0.02136607 1.02022276
#> 50 2.109302245 -2.98890555 -3.2809867 -2.24079222 -4.41026046
#> 51 -0.781765492 0.49586429 0.7894740 0.55273849 -2.36895936
#> 52 0.091053582 -1.08158898 -1.1867539 1.05963285 2.07566622
#> 53 0.931316147 -1.09228800 1.6617816 1.37552564 0.56090073
#> 54 -4.129685634 -0.94542253 -0.7080004 0.12636871 1.24404688
#> 55 -4.009599691 -2.28454038 1.0400144 2.40562263 -0.38845888
#> 56 0.720814643 -0.45199050 1.0479627 2.26076330 0.98804846
#> 57 -0.398131215 -0.26439590 0.2421853 -1.69489965 1.15697554
#> 58 4.067836142 1.22202178 0.4977385 2.23752656 1.10189597
#> 59 3.220798054 0.49034840 0.4738431 -0.99264306 -0.34723637
#> 60 1.047798540 -0.77389621 4.9855363 4.39144564 0.81336483
#> 61 -1.401212391 2.12121063 -0.9021699 3.40833969 1.12943499
#> 62 -0.977045608 -1.69947278 2.5279796 -1.28676968 -1.14243407
#> 63 0.997439195 -3.53734881 1.0445043 -1.59785314 -0.36819346
#> 64 2.326657538 1.43839408 0.5477499 1.43556336 -0.64741825
#> 65 -0.490426454 -1.73401890 1.1600295 2.80444082 -2.35420546
#> 66 0.668607310 -4.03727510 -1.7540103 -4.19323867 -3.31969450
#> 67 -1.692564282 1.97475112 2.4996350 1.03799541 -0.96584943
#> 68 1.171252712 1.05048344 1.8237120 -0.60712946 0.67940711
#> 69 -4.583563159 -0.19125458 -2.0205651 1.42583676 -2.05364862
#> 70 1.190206481 0.59599662 -2.1028497 0.86291896 0.74762311
#> 71 2.507247091 1.04325981 0.2935381 -0.16646476 1.22543568
#> 72 -1.269508053 2.06904938 0.9992409 0.42836629 -3.84663338
#> 73 -1.818909754 -3.81331345 -0.9668639 -2.00755827 1.51624439
#> 74 5.002756623 2.38921793 5.0225500 -1.01745635 -0.71674272
#> 75 -3.280117618 2.07459329 -2.6514104 0.43502959 -1.58336910
#> 76 1.136604695 1.30177359 -0.4126478 2.38481313 -0.66157546
#> 77 -1.474560263 1.22873633 1.5169604 0.32166424 0.28950920
#> 78 0.425607141 -0.20259455 2.7552516 -1.55373986 -1.95890795
#> 79 -4.316088500 -2.86484807 0.9158490 2.13962458 -1.70564129
#> 80 -2.609545822 0.20820364 -0.2491005 -0.78718701 2.86494746
#> 81 -2.000762511 0.40239473 3.8878290 -2.12520490 -1.79922669
#> 82 -3.760128753 -0.12747553 -0.9246481 -1.69386244 -0.71948559
#> 83 0.410091689 -0.36620490 -1.7073147 4.25078800 0.35504522
#> 84 -1.179592087 1.20935854 -0.1952284 -0.23050933 2.69811156
#> 85 0.905515013 1.18195141 -0.2211746 1.93933534 3.58272991
#> 86 1.070313702 -0.13402112 2.3209048 0.48199979 0.58564997
#> 87 1.594202167 0.92313820 3.9092957 -1.23942620 2.95613366
#> 88 1.295495457 -4.47971487 -5.8716388 -3.26468939 -3.98018014
#> 89 -1.644442125 2.20163570 -1.0255822 -0.92929434 0.05625612
#> 90 -1.726367759 2.27309518 0.7490754 -1.31936852 -2.18019817
#> 91 0.700649659 -0.92968876 -0.9546141 0.89265853 2.53916028
#> 92 0.738809335 0.12867620 -1.1370202 2.83789165 1.24823460
#> 93 0.611494409 -2.88096871 -1.1916279 -2.13949110 -0.75711127
#> 94 -2.443806108 -3.21649872 -2.8289758 -0.08836747 0.41438915
#> 95 -3.466705661 -2.25718221 -1.5487682 -1.84381086 0.05176940
#> 96 -2.925546447 0.45844558 0.1110532 -0.14224136 -3.13887581
#>
#> $Performance
#> MSE RMSE AIC Rsquare
#> 1 3.988201 1.997048 7624.918 0.9491147
#>
#> $p
#> [1] 2
#>
#> $ps
#> [1] 1
#>
#> $s
#> [1] 4
#>
#> $data
#> i.1 i.2 i.3 i.4 i.5 i.6 i.7
#> 1 99.53168 96.68978 98.33306 104.61777 99.47289 103.99422 99.51432
#> 2 81.40727 78.07461 77.60493 79.99825 81.40202 79.50532 79.98745
#> 3 79.77997 79.57243 81.51190 79.68955 79.49399 76.69739 76.48095
#> 4 78.62118 80.28480 78.92662 82.83918 81.05148 79.28000 80.85111
#> 5 94.98537 100.65692 102.23283 99.20662 102.51393 100.25304 102.16012
#> 6 81.74120 82.83961 81.38548 75.47677 81.42676 83.07216 80.63714
#> 7 80.84603 77.53677 82.21335 80.10620 73.59578 78.09219 79.58969
#> 8 83.97594 81.96461 79.38636 77.37367 78.18558 79.81463 74.99334
#> 9 99.10341 102.11883 94.60939 99.34568 102.63934 103.11702 101.72127
#> 10 77.38029 78.76710 82.04884 78.33450 82.88415 77.46156 79.37138
#> 11 78.70561 80.72201 78.42530 80.52883 79.77124 76.73839 78.02532
#> 12 79.06306 81.14297 80.84674 83.14389 80.48051 80.63285 78.91166
#> 13 99.25523 101.30478 101.23402 99.10572 100.31696 98.97200 97.75447
#> 14 78.26650 77.49484 77.89960 81.65305 78.31266 75.66664 81.54803
#> 15 82.58117 83.97697 80.41841 79.11061 76.68304 81.16466 78.57758
#> 16 81.84035 76.97571 79.97060 81.21130 77.96624 82.23128 79.47967
#> 17 102.84959 99.18786 100.09829 97.93747 102.06116 101.59310 98.66557
#> 18 78.50127 79.93144 74.05541 81.38926 81.46042 77.73207 79.88704
#> 19 78.50104 77.52312 83.22890 79.22125 80.52684 79.59496 82.11538
#> 20 79.17932 78.34779 80.09167 80.04992 78.20992 78.70202 78.89057
#> 21 98.04557 101.79446 99.81652 99.36698 97.19421 99.69081 101.28358
#> 22 80.43638 80.81231 79.48359 81.77057 81.11706 80.36357 82.89627
#> 23 79.87682 81.69887 77.58354 82.11540 84.74869 79.19951 81.98323
#> 24 77.98169 79.72850 81.14867 75.20434 80.56358 80.08263 76.29875
#> 25 99.71559 101.72857 99.95619 99.47054 98.17337 97.73074 101.52911
#> 26 79.96084 80.32517 79.73058 79.83040 78.85408 83.33521 78.84660
#> 27 78.88896 76.72041 80.57786 84.58351 81.74418 79.25977 82.59706
#> 28 79.85547 78.79524 84.10575 78.01639 80.27063 79.08479 79.90316
#> 29 98.73840 97.95237 101.57812 102.40103 102.50515 98.61194 98.92770
#> 30 78.09762 80.92823 81.82178 78.38761 80.42734 77.75929 80.66158
#> 31 76.99020 78.02607 79.95644 80.81663 80.85212 77.79767 79.33530
#> 32 74.51869 81.53179 75.28209 77.45608 79.14325 79.12322 79.07501
#> 33 101.04281 100.83138 102.01626 101.38140 98.10339 99.06987 102.50971
#> 34 77.05081 79.59820 76.99856 83.94666 81.18566 78.20441 84.13617
#> 35 76.68629 79.98371 81.84119 80.76645 78.53882 81.40666 79.16276
#> 36 80.45487 79.86708 80.70323 81.37251 79.40275 84.17788 75.57070
#> 37 97.32348 97.04033 102.05669 95.55790 96.72288 100.71448 100.05257
#> 38 81.24350 81.33035 74.75378 78.79781 82.02884 79.72232 80.06762
#> 39 80.80076 75.43614 79.58561 80.52709 80.21983 81.27527 79.63108
#> 40 81.00734 77.16134 83.71213 84.40227 79.75414 78.10345 77.73164
#> 41 102.57767 101.93232 97.16090 100.30294 96.06220 101.73050 95.95893
#> 42 77.66663 80.63760 78.15136 80.19760 79.27798 78.22442 83.59822
#> 43 81.99513 78.06146 81.51725 80.16550 78.06210 82.01303 79.56519
#> 44 81.83821 79.28539 82.35809 81.79986 79.49788 81.31940 76.30338
#> 45 100.87703 101.28129 102.36847 100.38626 101.72948 99.94789 97.14318
#> 46 77.75158 81.71326 80.62836 80.67334 80.52405 80.63893 79.39581
#> 47 79.29472 77.95173 81.22911 78.14344 79.98697 80.44976 80.39891
#> 48 76.18220 82.82052 81.05506 81.28842 81.80257 79.51551 82.80534
#> 49 101.07836 98.38285 99.03118 97.97772 100.23825 96.60953 100.34362
#> 50 79.57521 81.38882 79.90516 81.81170 82.74040 81.21706 78.44179
#> 51 82.57016 79.16850 80.75509 78.89030 79.71906 80.97851 76.26759
#> 52 80.95156 82.51165 78.59197 81.22261 77.81461 78.38598 83.01138
#> 53 101.71968 99.22517 103.38034 97.46881 99.70495 96.68288 99.33120
#> 54 76.83092 80.24754 80.06240 83.35222 79.82788 82.09403 80.77253
#> 55 81.06146 83.23537 82.36906 83.75267 79.08845 81.33847 77.43399
#> 56 80.20871 77.57560 80.86298 75.57386 85.47394 80.52982 76.96192
#> 57 96.75927 99.81841 97.69120 98.53357 101.73248 96.72911 101.25514
#> 58 80.58277 79.44640 76.37869 82.58839 80.15490 78.45884 79.01692
#> 59 82.85315 79.76845 76.48617 79.99760 82.07990 79.68325 81.07624
#> 60 76.94994 81.23617 77.68539 79.69175 80.80489 81.04472 80.39919
#> 61 100.28741 98.70570 101.65768 99.93085 103.17866 99.40808 102.64902
#> 62 80.87984 81.18876 81.36589 78.04958 83.03231 80.15895 79.37970
#> 63 80.69050 77.51513 84.95590 82.94054 80.39217 79.92008 78.25405
#> 64 78.04611 78.81801 81.85348 78.99775 80.11559 79.27019 80.23971
#> 65 97.87345 101.55765 101.13432 98.78086 103.02115 99.11558 98.08730
#> 66 82.65284 82.10445 79.76808 80.46391 82.91626 80.34915 78.89424
#> 67 79.70478 79.29692 78.92114 76.75130 81.99318 76.68111 81.41677
#> 68 77.62788 77.79420 82.65797 80.32503 81.59557 80.04622 79.50922
#> 69 96.18622 101.85442 101.85503 102.19820 96.72264 98.51008 99.69613
#> 70 80.29779 81.60969 82.28408 78.98077 74.84755 79.61809 80.67741
#> 71 82.16382 78.81765 80.68133 77.95049 82.50810 75.83373 80.47150
#> 72 79.58481 79.65843 77.05272 80.21524 80.27497 78.65243 77.71538
#> 73 102.87990 100.70953 103.03731 100.60162 98.13978 101.11703 97.00377
#> 74 77.19494 78.48119 82.86796 81.72729 78.52114 76.91494 80.77031
#> 75 82.22056 80.77321 79.11954 84.10071 80.90295 77.91525 79.88717
#> 76 78.06114 78.20713 77.96436 81.84138 81.37169 76.74737 81.44340
#> 77 99.10266 96.30049 99.57514 99.53074 99.26959 99.31408 99.36012
#> 78 79.84402 81.01171 82.72247 79.51676 75.76023 78.67687 80.63602
#> 79 79.76953 81.80704 82.55102 76.04836 78.78847 76.84421 82.25163
#> 80 77.16017 79.53525 84.11878 83.40057 76.51869 77.46328 78.02649
#> 81 99.94748 98.15524 99.18435 96.97437 100.50882 103.13479 97.31744
#> 82 79.35899 76.54267 78.97964 80.29254 80.73196 78.70930 82.06401
#> 83 82.42052 78.24722 80.23960 81.07640 79.73684 80.81447 79.93267
#> 84 79.99301 80.34316 76.96725 81.25828 76.64361 82.35956 82.23531
#> 85 99.13088 98.38215 98.95530 99.42457 98.71357 100.68564 102.89621
#> 86 79.51475 79.25564 78.87887 77.99201 81.76783 80.38708 76.95219
#> 87 78.81833 78.75166 78.40387 77.46963 79.71912 75.92836 81.71279
#> 88 82.13277 82.50961 79.42749 79.33797 81.24477 83.83592 81.94845
#> 89 100.06635 97.93922 101.87289 98.11623 97.55453 98.86167 98.08292
#> 90 81.76617 82.75743 82.68465 78.48692 79.40187 82.00583 81.13619
#> 91 78.75952 80.45563 79.11344 76.65096 81.33785 79.84173 78.91215
#> 92 79.74272 80.83064 76.13631 76.28367 83.32272 80.55668 81.00389
#> 93 102.09594 98.80090 96.77837 100.38850 100.95186 99.94458 101.98660
#> 94 81.10208 79.56916 80.41489 79.51674 81.08049 84.56942 81.54102
#> 95 82.03111 81.10517 83.62909 82.25732 77.17549 81.55256 78.19161
#> 96 82.62341 80.35169 78.59940 81.74814 78.41804 81.10503 80.66106
#> 97 98.70386 100.60548 98.14320 99.11826 99.25504 98.36460 98.84592
#> 98 78.27790 81.29581 78.58155 79.20066 80.29324 84.26020 79.82457
#> 99 78.65086 82.62845 79.34122 78.01251 77.45799 77.75675 80.61884
#> 100 81.99413 81.11159 80.25662 79.91484 77.61222 79.80418 85.14690
#> i.8 i.9 i.10 i.11 i.12 i.13 i.14
#> 1 98.89052 98.94105 101.40947 98.12223 101.75053 98.51127 103.45815
#> 2 80.28933 81.06489 77.64793 84.96731 77.33666 77.27846 79.52982
#> 3 79.21443 78.12697 76.46952 76.48138 81.44496 80.21181 80.78027
#> 4 79.17742 82.14185 82.09364 79.27885 79.50776 85.26569 80.16575
#> 5 99.93357 100.19100 98.97941 101.81723 99.22497 104.12211 99.13471
#> 6 73.58389 80.87336 78.77350 79.93008 78.18772 78.97196 80.29406
#> 7 80.70492 81.17918 83.14801 78.74451 81.73633 77.03126 79.19820
#> 8 78.83441 82.24165 82.33023 79.55483 80.54362 78.17948 78.51776
#> 9 100.28427 100.40473 98.99950 97.69862 98.78290 99.70585 97.12834
#> 10 78.77160 78.87125 78.87021 73.85751 77.37107 81.35411 83.19823
#> 11 76.43641 77.76990 83.17298 78.44807 78.68782 78.06990 81.49373
#> 12 80.24530 81.90935 82.98458 81.56517 81.06307 81.13447 80.31356
#> 13 99.10572 95.77629 98.54380 99.50660 98.77277 100.20790 98.39884
#> 14 81.19736 82.39445 79.26365 81.40464 80.15069 75.47470 82.10941
#> 15 82.73800 80.12240 79.49433 82.01729 78.68954 85.26826 79.38933
#> 16 82.07295 80.98216 77.34826 82.21911 79.28178 83.44679 78.39147
#> 17 100.46700 103.72439 99.88769 98.04554 101.89897 100.38643 97.96540
#> 18 79.48329 77.50247 79.79378 83.33839 77.44399 81.49160 80.98017
#> 19 80.52379 80.21540 81.66184 81.72255 80.66062 82.17992 81.19758
#> 20 77.89691 79.79334 77.13111 77.23876 77.00121 80.04404 80.19993
#> 21 97.18776 98.22247 100.23929 101.85087 98.63935 99.74117 100.25083
#> 22 80.74641 79.20990 79.04494 79.67401 79.62198 80.36273 81.65234
#> 23 81.92696 80.19939 78.69420 77.27599 80.90604 80.02162 77.95301
#> 24 78.41105 79.00943 78.62824 78.89449 79.79491 81.64976 79.74408
#> 25 101.14142 97.29661 95.94023 101.18096 97.17386 103.22068 103.68089
#> 26 80.60371 79.22036 78.38811 78.69825 76.34759 79.80034 80.25881
#> 27 79.68961 80.63607 79.85806 80.36693 81.55818 77.48661 83.98657
#> 28 79.61541 77.95829 77.11835 81.52334 81.39497 77.89927 77.03255
#> 29 100.17795 102.05899 101.04232 98.96300 101.28964 100.64966 101.04674
#> 30 79.84441 81.84607 78.50109 81.70831 79.17626 79.93832 80.70582
#> 31 80.46042 77.65769 81.18274 80.29455 80.69590 80.97163 78.30454
#> 32 77.73878 77.35667 80.29793 76.79208 80.86851 79.54027 81.09820
#> 33 100.66752 100.40538 102.84048 100.97909 98.72890 102.99813 104.76931
#> 34 79.17700 80.10019 79.70161 80.06623 80.96095 77.80266 80.66629
#> 35 82.93486 80.16083 79.69635 82.03084 80.65608 78.84605 82.61862
#> 36 77.51861 81.52722 80.30204 80.48454 80.94516 79.00398 78.76797
#> 37 99.70463 101.61622 98.85173 101.16482 98.05590 103.67393 102.40173
#> 38 81.03166 79.84983 78.59709 77.79885 75.54647 79.63070 81.00330
#> 39 81.21399 78.47465 81.33679 79.94289 79.57435 85.13018 78.67358
#> 40 78.65836 78.64386 80.65894 79.16351 72.65740 77.94054 79.15250
#> 41 98.42859 101.49884 97.75711 100.88566 101.44778 98.61339 100.58807
#> 42 80.41038 83.02078 79.65297 78.28909 79.09523 80.15282 84.41299
#> 43 78.26809 77.05772 84.30446 83.18469 79.95797 83.46899 80.66687
#> 44 78.73529 81.04865 78.32675 75.17436 79.36457 79.42078 78.79211
#> 45 99.69545 99.72914 104.42382 98.67723 101.25871 99.45550 98.56558
#> 46 81.03468 77.67183 82.54936 79.09410 80.23551 82.71986 77.88336
#> 47 80.35642 80.57029 80.47793 81.24985 77.18317 81.14792 82.67155
#> 48 82.19186 78.86961 80.62095 80.98784 77.17641 80.21747 80.81446
#> 49 98.64341 98.58229 97.96631 100.66266 102.00620 99.38785 97.99729
#> 50 81.80631 79.73967 79.87861 80.06851 81.97601 84.39973 81.18031
#> 51 81.92933 79.57064 79.25281 77.28132 80.20988 81.82272 82.39556
#> 52 79.37015 76.19246 79.84892 80.51196 77.33028 84.54749 80.29175
#> 53 102.62632 99.50450 101.74229 101.87601 100.97441 99.22524 100.79507
#> 54 82.78617 80.56942 78.17605 78.95758 78.77443 83.11591 78.54141
#> 55 79.20660 79.76289 78.08557 80.83728 79.78564 79.40216 80.61954
#> 56 79.98992 75.11740 80.59776 75.46912 79.15865 79.75595 79.24159
#> 57 98.72973 100.16342 102.77564 100.25376 98.44092 101.80904 98.70077
#> 58 78.02652 80.05780 78.39290 74.47485 79.66196 76.37920 79.54883
#> 59 79.90196 80.63043 80.95081 79.39329 78.27699 76.85210 78.66812
#> 60 79.35036 78.43971 81.96345 78.74895 77.14889 80.24690 78.84729
#> 61 97.59414 98.30409 100.65346 97.08093 102.44639 99.65831 99.34597
#> 62 80.29464 76.87808 79.50856 78.95369 84.97142 83.45067 80.78750
#> 63 79.95919 79.71354 80.09058 80.95687 81.04989 83.97270 80.72993
#> 64 78.68832 81.88674 80.48214 80.34989 77.94282 81.04702 79.37999
#> 65 101.88915 100.50249 97.35683 98.73115 98.64809 98.12629 101.65126
#> 66 81.17136 79.91042 81.13484 81.39080 82.48070 79.86096 79.53022
#> 67 76.55732 76.10681 78.15181 80.83169 82.31717 81.91380 76.99754
#> 68 75.16996 82.52774 83.86056 83.27107 80.60602 83.03717 81.92335
#> 69 103.72217 98.79568 98.31659 104.73149 100.03131 100.08684 98.44434
#> 70 81.61274 77.03505 78.91386 79.25059 78.97581 82.19611 77.36666
#> 71 78.97495 81.35314 77.80500 82.20468 78.30221 77.76298 81.60552
#> 72 82.35092 79.05171 83.28862 79.34309 80.30584 81.51005 81.85855
#> 73 101.02246 97.58174 99.34734 101.35530 98.50487 97.09125 99.79834
#> 74 77.09104 79.70227 78.64271 79.20467 80.79718 81.20714 80.57580
#> 75 77.99149 77.26874 80.45780 80.49230 81.60733 83.01604 80.85574
#> 76 77.68039 80.33207 82.10711 78.43081 81.12738 79.36444 82.42916
#> 77 97.44432 98.55919 98.84653 100.60948 102.87400 98.78145 95.90167
#> 78 79.80324 79.92578 78.10567 78.90977 81.16348 84.74591 81.96965
#> 79 83.51286 82.36294 80.16129 76.84644 79.07660 77.19303 82.93060
#> 80 82.14240 79.11667 79.73195 81.47815 78.45422 80.75568 80.70823
#> 81 98.12966 99.90855 96.36105 98.73946 99.24794 97.79830 99.55645
#> 82 82.39485 80.14325 77.46082 77.92729 80.64605 80.88410 80.69924
#> 83 77.74529 78.68759 78.64525 81.44109 82.30663 76.40472 77.19699
#> 84 77.52453 77.53967 81.19558 80.59773 79.77972 78.38465 80.22908
#> 85 102.70741 100.94956 99.50215 97.11263 98.03265 97.61340 99.87902
#> 86 79.40975 80.22300 81.62113 77.08699 83.41563 76.78484 79.93667
#> 87 79.00528 77.82456 78.53983 76.75057 76.46928 81.03091 79.44440
#> 88 82.66758 80.54559 83.92984 77.33245 80.08798 79.17124 81.56959
#> 89 101.66336 99.13270 99.34521 101.30170 96.64864 100.81488 100.44950
#> 90 79.37768 81.44415 78.81111 78.25421 79.26773 81.01727 79.74663
#> 91 80.01935 79.07172 82.25260 79.05792 80.87484 80.84551 79.97761
#> 92 81.27082 80.62593 77.15785 79.46858 80.64702 82.76705 77.18876
#> 93 101.68018 98.59012 100.40660 98.21695 103.22088 98.62642 101.83137
#> 94 79.56296 78.89597 82.57674 81.19675 80.63372 78.88491 83.72504
#> 95 80.30339 79.04960 79.82637 80.56543 81.74996 80.97027 79.31808
#> 96 78.36524 77.82076 79.11973 79.63355 82.87517 80.23076 79.55347
#> 97 102.02818 100.13221 96.13986 98.55978 100.69992 100.87931 97.00467
#> 98 77.06621 81.30332 81.75911 81.91841 78.48609 78.76711 78.34254
#> 99 77.60881 82.90109 80.77355 82.03500 82.36780 77.66287 79.00446
#> 100 84.84270 80.97678 83.62254 80.86698 80.95717 77.58647 81.04810
#> i.15 i.16 i.17
#> 1 98.37002 96.61953 102.98189
#> 2 79.82089 80.40166 79.46927
#> 3 76.71207 78.69037 79.82171
#> 4 78.01251 80.68722 80.09985
#> 5 98.74069 98.43821 100.22461
#> 6 77.31225 80.32692 78.91418
#> 7 78.72130 80.43278 77.47772
#> 8 79.14643 81.50137 81.29866
#> 9 99.51366 104.05339 97.96401
#> 10 78.04202 79.13869 76.75580
#> 11 81.35581 82.59307 81.99873
#> 12 79.19452 80.15097 77.59474
#> 13 102.64741 100.06233 98.35277
#> 14 78.20535 84.79771 82.52640
#> 15 80.19699 78.62158 80.62856
#> 16 82.85461 77.82642 81.14424
#> 17 100.02856 96.95979 98.65330
#> 18 76.00659 77.18233 81.83569
#> 19 80.99409 79.08386 81.83493
#> 20 79.76976 79.19692 84.68925
#> 21 99.57792 101.74275 103.11736
#> 22 80.78883 81.47717 79.45774
#> 23 76.76816 78.27713 81.73159
#> 24 78.82346 81.33638 82.01030
#> 25 102.73660 97.48885 97.23131
#> 26 80.83094 82.62303 76.68858
#> 27 79.29845 80.80208 84.26924
#> 28 79.94605 81.88503 78.74202
#> 29 97.00920 99.88069 100.35106
#> 30 82.66563 79.20540 81.42649
#> 31 81.25395 80.95868 82.91049
#> 32 80.01354 76.49826 79.10899
#> 33 100.02976 102.30098 98.24094
#> 34 77.45393 78.99623 79.86877
#> 35 77.72642 78.23867 79.02883
#> 36 80.04146 79.17434 80.82426
#> 37 102.13636 101.27012 102.57377
#> 38 78.82561 81.11229 81.56749
#> 39 84.56366 81.00482 80.39239
#> 40 81.84771 78.62177 77.75292
#> 41 101.30728 98.86899 100.43990
#> 42 79.43073 82.37504 79.18450
#> 43 77.91904 80.96714 79.33523
#> 44 76.59748 80.86554 82.14725
#> 45 99.60935 102.62653 100.02536
#> 46 80.07562 81.16461 81.19162
#> 47 79.07703 79.61527 75.83387
#> 48 78.32063 80.89226 79.26917
#> 49 102.58507 97.31881 99.92512
#> 50 79.09432 80.25711 80.54839
#> 51 76.61547 79.53058 79.37404
#> 52 79.13244 77.82054 78.23062
#> 53 102.03642 99.43956 100.45650
#> 54 76.99210 78.86643 75.79109
#> 55 80.50936 80.35294 77.85064
#> 56 78.32103 81.36381 81.64280
#> 57 102.79465 102.32554 100.86911
#> 58 78.19670 81.21924 80.01182
#> 59 81.12364 83.76374 80.26669
#> 60 80.19809 82.25109 80.16493
#> 61 100.91841 99.14913 101.12122
#> 62 79.20626 81.51866 79.73347
#> 63 80.55525 79.16772 80.37412
#> 64 84.54315 84.02639 80.50937
#> 65 99.89237 104.38538 101.22966
#> 66 83.13723 80.77428 78.77439
#> 67 81.23243 80.17359 80.58651
#> 68 80.81444 82.03567 79.91435
#> 69 101.87014 102.86555 97.65051
#> 70 78.69937 77.62777 77.04087
#> 71 82.16372 80.78068 79.08139
#> 72 82.38150 80.47840 81.32102
#> 73 98.80840 102.28293 97.80421
#> 74 76.75534 81.28676 79.24471
#> 75 80.01400 80.17373 81.73081
#> 76 81.30129 81.16954 76.49576
#> 77 99.30970 98.01821 101.01360
#> 78 84.24688 78.84567 78.14955
#> 79 77.51070 81.30518 79.33801
#> 80 79.79792 82.82935 78.98269
#> 81 101.66598 100.46313 99.41426
#> 82 82.50542 79.95204 77.86136
#> 83 80.32509 81.96147 78.61572
#> 84 79.64096 80.10969 82.59828
#> 85 103.90005 97.20024 97.63784
#> 86 78.28192 78.37102 78.55222
#> 87 78.43367 84.12146 80.67891
#> 88 79.94624 80.78846 82.83469
#> 89 100.02292 102.27317 103.10200
#> 90 81.36108 80.55556 79.42403
#> 91 82.63583 78.03448 82.42652
#> 92 75.09825 77.58844 77.32930
#> 93 99.70768 98.46728 99.92337
#> 94 80.68057 78.93165 77.84847
#> 95 78.82039 80.91559 83.29263
#> 96 78.29411 82.18562 80.36246
#> 97 100.09199 98.67199 99.29624
#> 98 77.19483 80.85222 80.44976
#> 99 79.26472 79.50200 81.27271
#> 100 80.74666 80.47260 77.00417
#>
#> $weight
#> PALEMBANG LUBUKLINGGAU OGAN KOMERING ULU SELATAN
#> PALEMBANG 0.00000000 0.03380018 0.03494376
#> LUBUKLINGGAU 0.03101550 0.00000000 0.03471468
#> OGAN KOMERING ULU SELATAN 0.04125860 0.04466818 0.00000000
#> OGAN KOMERING ULU 0.04241035 0.03721798 0.10382571
#> OGAN KOMERING ILIR 0.12037697 0.03655655 0.04773774
#> MUSI RAWAS 0.03450572 0.20608117 0.03438028
#> OGAN ILIR 0.12072500 0.03208123 0.04046803
#> PAGAR ALAM 0.03120858 0.06279090 0.07185250
#> BANYU ASIN 0.17015675 0.04001052 0.03529062
#> OGAN KOMERING ULU TIMUR 0.05880850 0.03489622 0.07755634
#> EMPAT LAWANG 0.03092347 0.12135025 0.04740220
#> PRABUMULIH 0.06981156 0.03562429 0.04067243
#> LAHAT 0.03180947 0.06736744 0.05479144
#> MUSI RAWAS UTARA 0.04056120 0.15183781 0.03732632
#> PENUKAL ABAB LEMATANG ILIR 0.06663032 0.04733006 0.03777301
#> MUARA ENIM 0.04263182 0.04433232 0.05920133
#> MUSI BANYUASIN 0.07457500 0.06346109 0.03677022
#> OGAN KOMERING ULU OGAN KOMERING ILIR MUSI RAWAS
#> PALEMBANG 0.04909661 0.08318929 0.03931412
#> LUBUKLINGGAU 0.03953595 0.02318190 0.21545446
#> OGAN KOMERING ULU SELATAN 0.14191539 0.03895209 0.04625000
#> OGAN KOMERING ULU 0.00000000 0.03685076 0.04097202
#> OGAN KOMERING ILIR 0.06173082 0.00000000 0.04052199
#> MUSI RAWAS 0.04163031 0.02457862 0.00000000
#> OGAN ILIR 0.06503225 0.06968873 0.03723441
#> PAGAR ALAM 0.06951355 0.02573482 0.06123018
#> BANYU ASIN 0.04634500 0.07083308 0.04643620
#> OGAN KOMERING ULU TIMUR 0.13867215 0.06000182 0.03850551
#> EMPAT LAWANG 0.05048203 0.02436845 0.09816392
#> PRABUMULIH 0.07269218 0.04147289 0.04288473
#> LAHAT 0.06672919 0.02467968 0.07215203
#> MUSI RAWAS UTARA 0.04257678 0.02993212 0.14140541
#> PENUKAL ABAB LEMATANG ILIR 0.05835609 0.03701431 0.06136838
#> MUARA ENIM 0.12266036 0.03167335 0.05192420
#> MUSI BANYUASIN 0.04721888 0.04323004 0.07956856
#> OGAN ILIR PAGAR ALAM BANYU ASIN
#> PALEMBANG 0.13852541 0.03411971 0.13823342
#> LUBUKLINGGAU 0.03377871 0.06299236 0.02982619
#> OGAN KOMERING ULU SELATAN 0.05482634 0.09275090 0.03385073
#> OGAN KOMERING ULU 0.06445867 0.06564794 0.03252274
#> OGAN KOMERING ILIR 0.11570997 0.04071257 0.08326759
#> MUSI RAWAS 0.03749897 0.05875427 0.03311030
#> OGAN ILIR 0.00000000 0.03667654 0.06162368
#> PAGAR ALAM 0.03849366 0.00000000 0.02720106
#> BANYU ASIN 0.08703942 0.03660608 0.00000000
#> OGAN KOMERING ULU TIMUR 0.09904061 0.04991135 0.04187421
#> EMPAT LAWANG 0.03581256 0.12877691 0.02827255
#> PRABUMULIH 0.12967830 0.04129860 0.04680410
#> LAHAT 0.03960609 0.16499982 0.02754822
#> MUSI RAWAS UTARA 0.04127944 0.05592727 0.04160597
#> PENUKAL ABAB LEMATANG ILIR 0.08100058 0.04529773 0.05331829
#> MUARA ENIM 0.06203289 0.06936188 0.03345738
#> MUSI BANYUASIN 0.06373743 0.04508548 0.09034791
#> OGAN KOMERING ULU TIMUR EMPAT LAWANG PRABUMULIH
#> PALEMBANG 0.05734281 0.03266788 0.09157042
#> LUBUKLINGGAU 0.03122317 0.11763408 0.04287794
#> OGAN KOMERING ULU SELATAN 0.08928964 0.05912568 0.06299020
#> OGAN KOMERING ULU 0.11680150 0.04606699 0.08236371
#> OGAN KOMERING ILIR 0.08466020 0.03725088 0.07871693
#> MUSI RAWAS 0.03295371 0.09101799 0.04937114
#> OGAN ILIR 0.08416275 0.03297128 0.14823917
#> PAGAR ALAM 0.04451504 0.12443409 0.04954866
#> BANYU ASIN 0.05025990 0.03676494 0.07556974
#> OGAN KOMERING ULU TIMUR 0.00000000 0.03973201 0.09189158
#> EMPAT LAWANG 0.03667302 0.00000000 0.04594310
#> PRABUMULIH 0.06831037 0.03700199 0.00000000
#> LAHAT 0.04218798 0.11697983 0.05495658
#> MUSI RAWAS UTARA 0.03617719 0.07910117 0.04960193
#> PENUKAL ABAB LEMATANG ILIR 0.05047749 0.04492735 0.15446161
#> MUARA ENIM 0.06580763 0.05345022 0.10604225
#> MUSI BANYUASIN 0.04425085 0.05043473 0.07353665
#> LAHAT MUSI RAWAS UTARA
#> PALEMBANG 0.03974064 0.03159348
#> LUBUKLINGGAU 0.07723040 0.10852417
#> OGAN KOMERING ULU SELATAN 0.08082321 0.03432787
#> OGAN KOMERING ULU 0.07201362 0.02864705
#> OGAN KOMERING ILIR 0.04461634 0.03373651
#> MUSI RAWAS 0.07911696 0.09667082
#> OGAN ILIR 0.04312292 0.02802130
#> PAGAR ALAM 0.18855176 0.03984548
#> BANYU ASIN 0.04236509 0.03989134
#> OGAN KOMERING ULU TIMUR 0.05405406 0.02889899
#> EMPAT LAWANG 0.13834285 0.05832261
#> PRABUMULIH 0.05234440 0.02945489
#> LAHAT 0.00000000 0.04042085
#> MUSI RAWAS UTARA 0.06483315 0.00000000
#> PENUKAL ABAB LEMATANG ILIR 0.06071794 0.03942964
#> MUARA ENIM 0.09864746 0.03242955
#> MUSI BANYUASIN 0.05472255 0.07027592
#> PENUKAL ABAB LEMATANG ILIR MUARA ENIM MUSI BANYUASIN
#> PALEMBANG 0.08077313 0.05475848 0.06033065
#> LUBUKLINGGAU 0.05264922 0.05225138 0.04710989
#> OGAN KOMERING ULU SELATAN 0.05406567 0.08978296 0.03512254
#> OGAN KOMERING ULU 0.06110849 0.13609498 0.03299748
#> OGAN KOMERING ILIR 0.06492930 0.05886912 0.05060652
#> MUSI RAWAS 0.06529536 0.05853693 0.05649746
#> OGAN ILIR 0.08557580 0.06943961 0.04493732
#> PAGAR ALAM 0.05022734 0.08149051 0.03336186
#> BANYU ASIN 0.07956231 0.05289876 0.08997027
#> OGAN KOMERING ULU TIMUR 0.06275582 0.08668718 0.03671365
#> EMPAT LAWANG 0.05155529 0.06498817 0.03862263
#> PRABUMULIH 0.14275381 0.10384092 0.04535454
#> LAHAT 0.05891606 0.10142032 0.03543502
#> MUSI RAWAS UTARA 0.06136647 0.05347757 0.07299021
#> PENUKAL ABAB LEMATANG ILIR 0.00000000 0.09356773 0.06832947
#> MUARA ENIM 0.08830873 0.00000000 0.03803862
#> MUSI BANYUASIN 0.10239019 0.06039451 0.00000000
#example for predict
predict.fit <-predict_sgstar(fit,12)
predict.fit
#> i.1 i.2 i.3 i.4 i.5 i.6 i.7 i.8
#> 1 99.01281 99.04052 99.70282 98.40884 98.55172 98.93703 98.81934 99.32169
#> 2 79.37287 81.01615 79.78676 80.02947 80.83710 81.24422 79.36379 79.21101
#> 3 80.50067 79.40486 80.10130 79.81809 79.73917 79.14670 79.75405 79.66205
#> 4 80.97435 80.69920 81.33312 80.98542 80.51655 80.38215 80.89100 79.88582
#> 5 98.65564 99.08158 99.30203 98.60030 98.87603 98.91614 98.87435 99.41675
#> 6 79.27680 80.58863 79.54561 80.11227 80.40080 80.50917 80.22236 79.97997
#> 7 80.18669 79.42627 80.41424 79.98467 79.80485 79.24108 79.75342 79.63550
#> 8 80.72342 80.81896 81.09778 80.84982 80.72270 80.57916 80.82294 81.01549
#> 9 98.66894 98.96706 99.25527 98.51762 98.95275 98.83297 98.83195 99.21389
#> 10 79.39998 80.49892 79.71383 80.16720 80.40728 80.29886 80.24833 79.68735
#> 11 80.26567 79.52538 80.48121 80.08392 79.83144 79.32749 79.79377 79.81524
#> 12 80.70490 80.88124 81.11914 80.82855 80.71572 80.65791 80.78164 80.82975
#> i.9 i.10 i.11 i.12 i.13 i.14 i.15 i.16
#> 1 98.28362 98.83738 99.69052 98.90326 99.71522 99.16009 100.05300 99.58196
#> 2 79.43142 79.80404 78.77692 79.33319 80.64816 80.89390 79.27820 79.95210
#> 3 79.02080 80.22623 79.35275 80.11908 80.24059 80.23287 79.93231 80.11693
#> 4 80.64482 81.08056 80.57541 81.11117 81.84521 80.80581 80.92984 81.21545
#> 5 98.91366 98.80732 99.10230 98.95306 99.38041 98.96846 99.81214 99.44072
#> 6 79.78602 79.61871 79.35527 79.50648 80.27795 80.73748 79.34018 80.30511
#> 7 79.50688 80.41277 80.00815 80.02726 80.22189 80.09106 79.78361 80.37991
#> 8 80.58810 80.87123 80.66032 80.86860 81.02881 80.94282 80.97177 81.31406
#> 9 98.70680 98.77961 99.07381 98.89453 99.31508 98.90380 99.74607 99.40985
#> 10 79.80231 79.66991 79.28730 79.64498 80.50308 80.66413 79.41794 80.36164
#> 11 79.49171 80.50175 80.00552 80.07498 80.34578 80.16015 79.83662 80.44996
#> 12 80.57968 80.83294 80.69951 80.82063 81.23087 81.00020 80.94723 81.27252
#> i.17
#> 1 99.15657
#> 2 79.52884
#> 3 80.53337
#> 4 80.58490
#> 5 99.03298
#> 6 79.43498
#> 7 80.40230
#> 8 80.82799
#> 9 98.98471
#> 10 79.45235
#> 11 80.45006
#> 12 80.84837
#example fo create plot
plot1 <- plot_sgstar(fit)