A set of function
that implementaion for seasonal 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>.The hardware and bandwidth for this mirror is donated by dogado GmbH, the Webhosting and Full Service-Cloud Provider. Check out our Wordpress Tutorial.
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A set of function
that implementaion for seasonal 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>.
You can install the released version of sgstar from CRAN with:
install.packages("sgstar")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)These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
Health stats visible at Monitor.