formatFuncy: Switch between different data formats.
In funcy: Functional Clustering Algorithms
Description
Usage
Arguments
Details
Value
Author(s)
References
Examples
Description
Datasets can be stored in different formats.
- "Format1":
General format for regular and irregular data. One long matrix with curve-ID in first column, curve evaluations in
second and time points in third column.
- "Format2":
Format for regular data only. Matrix of dimension nr_time x nr_curves.
- "Format3":
Format for regular and irregular datasets. List of three
matrices, all with same dimension.
One evaluation matrix Yin where curves are stored
in rows. One matrix of time points Tin. One incidence matrix isobs with entry 1, if curve has evaluation at this time point.
Usage
1
2
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4
## S4 method for signature 'list,character'
formatFuncy(data, format="Format1", regTime=NULL)
## S4 method for signature 'matrix,character'
formatFuncy(data, format="Format1", regTime=NULL)
Arguments
data
Data in format "Format1", "Format2" or "Format3".
format
Format to transform data to. One of "Format1" or "Format3".
"Format2" is possible only if dataset in data is regular.
regTime
Optional vector of time points if original data is in "Format2".
Details
Data, especially for irregular time points is often stored in different
ways. To switch back and forth between data formats, formatFuncy can
be used. For regular datasets in format "Format2", an optional
vector of evaluation time points can be given as
regTime.
Value
Numeric matrix if format="Format1" or
format="Format2". If format="Format3", a
list of the three matrices Yin, Tin, isobs and
two vectors N and t_all. N stores the number of
time points for each curve and t_all is a vector of unique
time points (see Arguments).
Author(s)
Christina Yassouridis
References
Christina Yassouridis and Dominik Ernst and Friedrich Leisch.
Generalization, Combination and Extension of Functional Clustering Algorithms:
The R Package funcy. Journal of Statistical Software. 85 (9). 1–25. 2018
Examples
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10
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##Generate regular dataset
set.seed(2005)
ds <- sampleFuncy(obsNr=100, k=6, timeNr=20, reg=TRUE)
Data(ds)
##Format dataset to Format1
newdat <-formatFuncy(data=Data(ds), format="Format1")
newdat
##Back to matrix out of Format1
formatFuncy(newdat, format="Format2")
##To Format3
formatFuncy(newdat, format="Format3")
##Generate irregular dataset
set.seed(2005)
ds <- sampleFuncy(obsNr=100, k=5, timeNrMin=5, timeNrMax=10, reg=FALSE)
res <- formatFuncy(Data(ds), format="Format3", reg=FALSE)
res
##Back to Format1
formatFuncy(data=res, format="Format1", reg=FALSE)
Example output
Loading required package: flexclust
Loading required package: grid
Loading required package: lattice
Loading required package: modeltools
Loading required package: stats4
Loading required package: splines
Warning message:
no DISPLAY variable so Tk is not available
[,1] [,2] [,3] [,4] [,5] [,6]
[1,] 0.15432223 0.07104069 -0.21214481 0.03826789 -0.09486697 0.050398660
[2,] -0.12443197 -0.17884967 -0.04597249 -0.24720585 0.21973121 0.004628121
[3,] 0.01013237 -0.48940186 -0.30010732 -0.31832032 0.38570128 -0.211079901
[4,] -0.10488275 -0.02002802 -0.24988784 -0.79913036 -0.44984776 0.075356251
[5,] 0.03256542 -0.05272555 0.18757634 0.34436531 -0.30432239 -0.147557159
[6,] 0.22976226 0.11895678 -0.17068392 -0.13959117 -0.37176282 0.099898464
[7,] -0.51870847 -0.02612632 -0.18658206 -0.22549576 -0.01210259 0.201872417
[8,] -0.36313657 -0.30189468 0.45305239 0.12990911 -0.38712427 0.319074635
[9,] -0.14277662 -0.41306511 -0.16424449 -0.03134730 -0.18870454 0.030157997
[10,] -0.28435205 -0.32194911 0.33440242 -0.03221124 -0.13336033 -0.240177110
[11,] -0.46081463 0.03950680 -0.16782919 -0.44580531 -0.64082701 -0.037159964
[12,] -0.28402300 -0.32637034 -0.40778761 -0.13531426 -0.44673655 -0.618480756
[13,] -0.97475377 -1.15751325 -0.85263961 -0.09135457 -0.20715726 -0.130607121
[14,] -0.12387367 -0.32813870 -0.89096018 -0.18105526 -0.18879468 -0.342548686
[15,] -0.36029735 -0.11393157 -0.57663196 -0.45700805 -0.32233777 -0.862853972
[16,] -1.00413713 -0.90282299 -0.89562514 -0.56123427 -0.67106926 -0.501849209
[17,] -0.84972204 -0.56555550 -0.47189556 -0.55576774 -0.69117092 -0.503768591
[18,] -0.53402305 -0.92803013 -1.08291552 -0.97719825 -0.46551516 -0.792950180
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[20,] -1.07957721 -1.27119534 -1.22887899 -1.57090303 -0.87241750 -1.034787854
[,7] [,8] [,9] [,10] [,11] [,12]
[1,] 0.22880011 0.21210441 -0.29885590 -0.114916004 0.19636753 -0.008419904
[2,] -0.58487727 0.50893019 0.77385853 0.447407978 0.07343672 -0.111806239
[3,] -0.17442543 0.26134108 -0.20893942 0.463894490 -0.31630824 -0.110660107
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[5,] 0.22196514 -0.50986216 0.50991458 -0.220328572 0.20650407 0.121668628
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[10,] 0.30758494 -0.32580287 -0.28524597 -0.411332947 -0.16820051 0.260237802
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[20,] -0.92960815 -0.98979677 -1.17347181 -1.08843188 0.91283328 1.11614498
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[1,] 0.27658385 0.07848305 0.04994727 0.06894290 0.62149665 -0.1492551
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[3,] 0.13524916 -0.17655976 -0.33189519 -0.23585830 -0.21041325 -0.3968311
[4,] 0.25072627 -0.37440880 0.42129255 -0.30367383 0.42756830 0.1795425
[5,] -0.06184853 0.21191274 0.35219181 -0.03818096 -0.08066107 0.1055424
[6,] 0.12666996 -0.11178399 -0.26002057 0.05730452 0.09972069 0.5357453
[7,] 0.26956601 0.18214184 0.25875330 0.70482623 -0.23082109 0.8253517
[8,] -0.23338964 0.09002223 0.05861401 0.19918163 0.11470859 0.4140039
[9,] 0.38403279 0.01413934 0.62428498 0.46878720 0.25070033 0.1008930
[10,] -0.32363445 0.11856920 -0.06683862 0.84113575 0.67503355 -0.4611702
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[12,] 0.87573868 0.28851240 0.74508551 0.31977324 0.54844820 0.1791876
[13,] 0.34486121 0.28165100 0.25940277 0.25705887 0.96712651 0.4232313
[14,] 0.32519495 0.73659803 0.48929695 0.76278057 0.06676200 0.7155011
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[20,] 1.02811827 1.08472195 1.33120499 1.59273151 0.93689963 1.3040526
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[13,] 0.71669236 0.49949150 0.49688784 0.43969658 -0.175202054 0.45779830
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[18,] 0.19121495 0.73121691 0.34090983 0.53089008 0.901603233 1.17285793
[19,] 0.69728757 1.18599389 0.80439770 0.57564955 0.765579967 0.93380092
[20,] 0.51546406 1.30400480 1.19318005 0.78673241 1.115539192 1.09846585
[,31] [,32] [,33] [,34] [,35]
[1,] 0.26184031 -0.009472066 0.14798203 0.16331714 -0.1074430196
[2,] 0.19155853 -0.005735160 0.03619530 -0.06823763 0.0228176851
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[5,] -0.21522596 -0.300189133 0.24578481 -0.65435528 -0.0132840823
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[5,] -0.34111280 0.02447675 0.40249148 -0.05129472 0.04029227 0.07346419
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[13,] 0.93784121 0.28764159 0.82214733 0.45506853 -0.15013430 0.35242314
[14,] 0.08779598 0.58136299 0.53897601 0.49207911 0.54311825 -0.07528457
[15,] 0.89462465 0.87223295 0.35852375 0.36508017 0.20889876 0.14629467
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[2,] -0.1857440 -0.25472080 0.522841361 0.59428146 0.002423928 -0.708333081
[3,] 0.4080024 0.18715387 0.340136583 0.53183194 0.439498311 0.089853973
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[6,] 0.2338572 0.14274184 -0.138663851 0.41129461 -0.180475134 -0.199119957
[7,] -0.1493734 -0.08277223 0.246604569 -0.14568644 -0.213411632 -0.000208398
[8,] 0.3696701 0.31430605 0.414967681 -0.04372552 0.149030033 0.086001621
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[10,] 0.4923833 -0.27917246 -0.009358659 0.34687688 0.242784189 0.051270335
[11,] -0.0363983 0.53980679 -0.123637002 -0.35493378 0.098563257 0.122940066
[12,] 0.1185010 -0.17257072 0.680354473 0.16902281 0.210772149 0.195524531
[13,] 0.0674706 0.24664282 0.595942633 0.65473257 -0.039584525 0.020381393
[14,] -0.3558089 0.44113293 0.367343966 0.25741470 -0.326369176 -0.173169994
[15,] 0.0692287 -0.13362604 0.198862148 0.42670102 0.319848153 1.028913821
[16,] 0.2513422 0.21028474 0.403372544 0.45453068 0.550058196 0.274717516
[17,] 0.7663476 0.66349327 0.488080901 0.45116863 -0.087365663 0.373872328
[18,] 0.6902124 0.75819030 0.482268491 0.44584653 1.058045516 0.686561868
[19,] 0.8987345 0.57877617 0.751023092 0.53127976 0.507087295 1.016036216
[20,] 0.7807265 0.98937765 0.622050577 1.20203476 1.102558282 1.041378174
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[1,] -0.42780365 0.26099047 -0.4818783 -0.95920306 -0.77366139 -1.50580176
[2,] 0.12313230 0.25165608 0.2111588 -0.99606654 -0.67884204 -0.98382436
[3,] 0.14556933 0.21573231 -0.1268297 -0.42143755 -0.96014886 -1.11296627
[4,] 0.32246843 -0.09275345 -0.5244222 -1.09147571 -1.01178041 -0.96244602
[5,] 0.15192449 -0.59960833 0.3747093 -1.10963832 -0.37270992 -0.81213371
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[8,] 0.15028320 0.51647103 0.3466713 -1.39401395 -0.27306909 -1.18512179
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[56,] -0.21810269 -0.119072272 0.08326365 -0.018733337 0.188352118
[57,] -0.27046722 0.001807207 0.36534502 0.088159203 -0.294367018
[58,] -0.20908171 -0.488575989 0.03095222 0.022201055 0.465216541
[59,] -0.22235054 -0.431398625 -0.40521376 0.281204467 -0.119253435
[60,] 0.02858120 -0.275181384 0.25013368 -0.379995795 -0.125663843
[61,] -0.12463334 0.036067897 -0.25582919 0.106934418 -0.380525399
[62,] -0.22381476 -0.136865182 0.08599945 0.149583228 0.336987450
[63,] -0.12968095 -0.298190352 -0.74132676 0.291472499 -0.402814416
[64,] -0.44417612 -0.187284623 -0.47866475 -0.202292931 -0.384064765
[65,] 0.03498486 -0.457481496 -0.62434695 0.040640784 -0.524465511
[66,] -0.19772844 0.760932562 -0.06209488 0.003757139 -0.439440828
[67,] 0.80001104 1.455746517 0.65392700 1.362881575 0.927439797
[68,] 0.67241171 1.111172726 0.96047203 0.726926333 0.916222007
[69,] 1.06376700 0.683948378 0.83260306 0.889099223 1.042280961
[70,] 0.40992080 1.106225003 0.96068587 0.918813528 1.030516416
[71,] 0.66554349 0.831563414 0.78886738 0.830643056 1.573586121
[72,] 1.18695527 0.993771190 1.01216910 1.002739655 0.712430585
[73,] 0.79152735 1.531275834 1.07868229 0.709648661 0.791350723
[74,] 0.99893347 0.910836348 0.51930668 0.727970281 1.038299428
[75,] 1.46384686 0.823616930 1.05480033 1.046148715 1.143346954
[76,] 0.80627976 0.602454925 0.90966065 1.374096303 1.513481825
[77,] 0.36176679 0.380826233 0.76994848 1.334453835 0.817311647
[78,] 0.68680897 1.380679270 0.67069113 0.793885139 0.868152545
[79,] 0.47535404 1.069758916 1.12859885 1.173021360 0.338633393
[80,] 1.04742414 1.145215103 1.31586794 0.459335997 0.579966837
[81,] 0.39045035 0.399593128 1.09793999 0.593138331 1.001426062
[82,] 0.21884477 1.522700305 0.53631048 0.870862276 0.911696827
[83,] 1.17706660 0.406286972 1.40973503 0.788455988 0.651198696
[84,] -0.87463722 -0.789157499 -1.07722312 -0.562944238 -0.035135589
[85,] -1.00531338 -1.000617449 -1.01906888 -0.238813559 0.001957430
[86,] -0.54222491 -0.703397865 -0.72432102 -0.250329387 0.619368361
[87,] -1.01973451 -0.877991837 -1.21426216 -0.253796288 -0.346304420
[88,] -1.23127631 -1.033640200 -1.41684207 -0.059034790 0.227576655
[89,] -1.22695581 -0.922410166 -0.58150907 -0.563239576 0.374362396
[90,] -1.35478316 -0.789624282 -0.77253046 -0.350790736 0.270659609
[91,] -0.91404950 -1.100601541 -0.73088728 -0.655715469 -0.301931872
[92,] -0.87368837 -1.121585783 -0.64897500 0.103605851 0.154711569
[93,] -1.38744319 -0.915754533 -0.22613382 -0.880855904 0.084544352
[94,] -1.38049067 -0.848071247 -0.64313261 -0.350149459 -0.009277448
[95,] -1.04190416 -0.884311339 -0.90080660 -0.706269437 -0.502944989
[96,] -0.72844988 -0.593379200 -0.81259066 0.123752878 -0.543574507
[97,] -0.80500122 -0.965269399 -0.59507229 -0.700002247 -0.025749870
[98,] -1.08826197 -0.092703299 -0.63569127 -0.557461651 -0.530994917
[99,] -1.05357007 -1.258732580 -0.26919399 -0.763556501 0.130560594
[100,] -0.92635739 -0.641598072 -0.63929723 -0.362075968 0.318573421
$Tin
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]
[1,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[2,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[3,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[4,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[5,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[6,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[7,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[8,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[9,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[10,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[11,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[12,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[13,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[14,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[15,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[16,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[17,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[18,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[19,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[20,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[21,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[22,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[23,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[24,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[25,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[26,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[27,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[28,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[29,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[30,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[31,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[32,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[33,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[34,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[35,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[36,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[37,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[38,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[39,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[40,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[41,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[42,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[43,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[44,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[45,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[46,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[47,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[48,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[49,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[50,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[51,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[52,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[53,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[54,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[55,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[56,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[57,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[58,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[59,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[60,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[61,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[62,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[63,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[64,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[65,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[66,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[67,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[68,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[69,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[70,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[71,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[72,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[73,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[74,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[75,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[76,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[77,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[78,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[79,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[80,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[81,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[82,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[83,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[84,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[85,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[86,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[87,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[88,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[89,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[90,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[91,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[92,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[93,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[94,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[95,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[96,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[97,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[98,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[99,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[100,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[,14] [,15] [,16] [,17] [,18] [,19] [,20]
[1,] 14 15 16 17 18 19 20
[2,] 14 15 16 17 18 19 20
[3,] 14 15 16 17 18 19 20
[4,] 14 15 16 17 18 19 20
[5,] 14 15 16 17 18 19 20
[6,] 14 15 16 17 18 19 20
[7,] 14 15 16 17 18 19 20
[8,] 14 15 16 17 18 19 20
[9,] 14 15 16 17 18 19 20
[10,] 14 15 16 17 18 19 20
[11,] 14 15 16 17 18 19 20
[12,] 14 15 16 17 18 19 20
[13,] 14 15 16 17 18 19 20
[14,] 14 15 16 17 18 19 20
[15,] 14 15 16 17 18 19 20
[16,] 14 15 16 17 18 19 20
[17,] 14 15 16 17 18 19 20
[18,] 14 15 16 17 18 19 20
[19,] 14 15 16 17 18 19 20
[20,] 14 15 16 17 18 19 20
[21,] 14 15 16 17 18 19 20
[22,] 14 15 16 17 18 19 20
[23,] 14 15 16 17 18 19 20
[24,] 14 15 16 17 18 19 20
[25,] 14 15 16 17 18 19 20
[26,] 14 15 16 17 18 19 20
[27,] 14 15 16 17 18 19 20
[28,] 14 15 16 17 18 19 20
[29,] 14 15 16 17 18 19 20
[30,] 14 15 16 17 18 19 20
[31,] 14 15 16 17 18 19 20
[32,] 14 15 16 17 18 19 20
[33,] 14 15 16 17 18 19 20
[34,] 14 15 16 17 18 19 20
[35,] 14 15 16 17 18 19 20
[36,] 14 15 16 17 18 19 20
[37,] 14 15 16 17 18 19 20
[38,] 14 15 16 17 18 19 20
[39,] 14 15 16 17 18 19 20
[40,] 14 15 16 17 18 19 20
[41,] 14 15 16 17 18 19 20
[42,] 14 15 16 17 18 19 20
[43,] 14 15 16 17 18 19 20
[44,] 14 15 16 17 18 19 20
[45,] 14 15 16 17 18 19 20
[46,] 14 15 16 17 18 19 20
[47,] 14 15 16 17 18 19 20
[48,] 14 15 16 17 18 19 20
[49,] 14 15 16 17 18 19 20
[50,] 14 15 16 17 18 19 20
[51,] 14 15 16 17 18 19 20
[52,] 14 15 16 17 18 19 20
[53,] 14 15 16 17 18 19 20
[54,] 14 15 16 17 18 19 20
[55,] 14 15 16 17 18 19 20
[56,] 14 15 16 17 18 19 20
[57,] 14 15 16 17 18 19 20
[58,] 14 15 16 17 18 19 20
[59,] 14 15 16 17 18 19 20
[60,] 14 15 16 17 18 19 20
[61,] 14 15 16 17 18 19 20
[62,] 14 15 16 17 18 19 20
[63,] 14 15 16 17 18 19 20
[64,] 14 15 16 17 18 19 20
[65,] 14 15 16 17 18 19 20
[66,] 14 15 16 17 18 19 20
[67,] 14 15 16 17 18 19 20
[68,] 14 15 16 17 18 19 20
[69,] 14 15 16 17 18 19 20
[70,] 14 15 16 17 18 19 20
[71,] 14 15 16 17 18 19 20
[72,] 14 15 16 17 18 19 20
[73,] 14 15 16 17 18 19 20
[74,] 14 15 16 17 18 19 20
[75,] 14 15 16 17 18 19 20
[76,] 14 15 16 17 18 19 20
[77,] 14 15 16 17 18 19 20
[78,] 14 15 16 17 18 19 20
[79,] 14 15 16 17 18 19 20
[80,] 14 15 16 17 18 19 20
[81,] 14 15 16 17 18 19 20
[82,] 14 15 16 17 18 19 20
[83,] 14 15 16 17 18 19 20
[84,] 14 15 16 17 18 19 20
[85,] 14 15 16 17 18 19 20
[86,] 14 15 16 17 18 19 20
[87,] 14 15 16 17 18 19 20
[88,] 14 15 16 17 18 19 20
[89,] 14 15 16 17 18 19 20
[90,] 14 15 16 17 18 19 20
[91,] 14 15 16 17 18 19 20
[92,] 14 15 16 17 18 19 20
[93,] 14 15 16 17 18 19 20
[94,] 14 15 16 17 18 19 20
[95,] 14 15 16 17 18 19 20
[96,] 14 15 16 17 18 19 20
[97,] 14 15 16 17 18 19 20
[98,] 14 15 16 17 18 19 20
[99,] 14 15 16 17 18 19 20
[100,] 14 15 16 17 18 19 20
$isobs
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]
[1,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[2,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[3,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[4,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[5,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[6,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[7,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[8,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[9,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[10,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[11,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[12,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[13,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[14,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[15,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[16,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[17,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[18,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[19,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[20,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[21,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[22,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[23,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[24,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[25,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[26,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[27,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[28,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[29,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[30,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[31,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[32,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[33,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[34,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[35,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[36,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[37,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[38,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[39,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[40,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[41,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[42,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[43,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[44,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[45,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[46,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[47,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[48,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[49,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[50,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[51,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[52,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[53,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[54,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[55,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[56,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[57,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[58,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[59,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[60,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[61,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[62,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[63,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[64,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[65,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[66,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[67,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[68,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[69,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[70,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[71,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[72,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[73,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[74,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[75,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[76,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[77,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[78,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[79,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[80,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[81,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[82,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[83,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[84,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[85,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[86,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[87,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[88,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[89,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[90,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[91,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[92,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[93,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[94,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[95,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[96,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[97,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[98,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[99,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[100,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[,14] [,15] [,16] [,17] [,18] [,19] [,20]
[1,] 1 1 1 1 1 1 1
[2,] 1 1 1 1 1 1 1
[3,] 1 1 1 1 1 1 1
[4,] 1 1 1 1 1 1 1
[5,] 1 1 1 1 1 1 1
[6,] 1 1 1 1 1 1 1
[7,] 1 1 1 1 1 1 1
[8,] 1 1 1 1 1 1 1
[9,] 1 1 1 1 1 1 1
[10,] 1 1 1 1 1 1 1
[11,] 1 1 1 1 1 1 1
[12,] 1 1 1 1 1 1 1
[13,] 1 1 1 1 1 1 1
[14,] 1 1 1 1 1 1 1
[15,] 1 1 1 1 1 1 1
[16,] 1 1 1 1 1 1 1
[17,] 1 1 1 1 1 1 1
[18,] 1 1 1 1 1 1 1
[19,] 1 1 1 1 1 1 1
[20,] 1 1 1 1 1 1 1
[21,] 1 1 1 1 1 1 1
[22,] 1 1 1 1 1 1 1
[23,] 1 1 1 1 1 1 1
[24,] 1 1 1 1 1 1 1
[25,] 1 1 1 1 1 1 1
[26,] 1 1 1 1 1 1 1
[27,] 1 1 1 1 1 1 1
[28,] 1 1 1 1 1 1 1
[29,] 1 1 1 1 1 1 1
[30,] 1 1 1 1 1 1 1
[31,] 1 1 1 1 1 1 1
[32,] 1 1 1 1 1 1 1
[33,] 1 1 1 1 1 1 1
[34,] 1 1 1 1 1 1 1
[35,] 1 1 1 1 1 1 1
[36,] 1 1 1 1 1 1 1
[37,] 1 1 1 1 1 1 1
[38,] 1 1 1 1 1 1 1
[39,] 1 1 1 1 1 1 1
[40,] 1 1 1 1 1 1 1
[41,] 1 1 1 1 1 1 1
[42,] 1 1 1 1 1 1 1
[43,] 1 1 1 1 1 1 1
[44,] 1 1 1 1 1 1 1
[45,] 1 1 1 1 1 1 1
[46,] 1 1 1 1 1 1 1
[47,] 1 1 1 1 1 1 1
[48,] 1 1 1 1 1 1 1
[49,] 1 1 1 1 1 1 1
[50,] 1 1 1 1 1 1 1
[51,] 1 1 1 1 1 1 1
[52,] 1 1 1 1 1 1 1
[53,] 1 1 1 1 1 1 1
[54,] 1 1 1 1 1 1 1
[55,] 1 1 1 1 1 1 1
[56,] 1 1 1 1 1 1 1
[57,] 1 1 1 1 1 1 1
[58,] 1 1 1 1 1 1 1
[59,] 1 1 1 1 1 1 1
[60,] 1 1 1 1 1 1 1
[61,] 1 1 1 1 1 1 1
[62,] 1 1 1 1 1 1 1
[63,] 1 1 1 1 1 1 1
[64,] 1 1 1 1 1 1 1
[65,] 1 1 1 1 1 1 1
[66,] 1 1 1 1 1 1 1
[67,] 1 1 1 1 1 1 1
[68,] 1 1 1 1 1 1 1
[69,] 1 1 1 1 1 1 1
[70,] 1 1 1 1 1 1 1
[71,] 1 1 1 1 1 1 1
[72,] 1 1 1 1 1 1 1
[73,] 1 1 1 1 1 1 1
[74,] 1 1 1 1 1 1 1
[75,] 1 1 1 1 1 1 1
[76,] 1 1 1 1 1 1 1
[77,] 1 1 1 1 1 1 1
[78,] 1 1 1 1 1 1 1
[79,] 1 1 1 1 1 1 1
[80,] 1 1 1 1 1 1 1
[81,] 1 1 1 1 1 1 1
[82,] 1 1 1 1 1 1 1
[83,] 1 1 1 1 1 1 1
[84,] 1 1 1 1 1 1 1
[85,] 1 1 1 1 1 1 1
[86,] 1 1 1 1 1 1 1
[87,] 1 1 1 1 1 1 1
[88,] 1 1 1 1 1 1 1
[89,] 1 1 1 1 1 1 1
[90,] 1 1 1 1 1 1 1
[91,] 1 1 1 1 1 1 1
[92,] 1 1 1 1 1 1 1
[93,] 1 1 1 1 1 1 1
[94,] 1 1 1 1 1 1 1
[95,] 1 1 1 1 1 1 1
[96,] 1 1 1 1 1 1 1
[97,] 1 1 1 1 1 1 1
[98,] 1 1 1 1 1 1 1
[99,] 1 1 1 1 1 1 1
[100,] 1 1 1 1 1 1 1
$N
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40
20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60
20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80
20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100
20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
$t_all
[1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
$Yin
[,1] [,2] [,3] [,4] [,5]
[1,] 2.117655e-01 0.460140356 0.349282274 -0.678235355 -0.4026912722
[2,] 2.571655e-01 0.224346294 -0.522933339 -0.038703173 0.0498586775
[3,] 3.121823e-01 -0.196465942 0.095264460 0.112719687 0.1245512002
[4,] -1.261621e-01 -0.665447899 -0.129232627 -0.356257661 -0.1283406012
[5,] -5.360277e-02 0.082221443 -0.443848536 0.005356447 -0.5580994408
[6,] -3.462224e-02 -0.321300638 -0.250198838 -0.112592907 -0.8814315015
[7,] -8.667824e-03 -0.269802465 -0.638420974 -0.418507619 -0.3095224546
[8,] 4.216047e-01 -0.038822495 -0.236835840 0.069666204 -0.3585173463
[9,] 1.070615e-01 -0.719247768 -0.643817074 -0.845874695 -1.0596122029
[10,] 1.611563e-01 0.421176479 0.561226815 -0.102950867 -0.4213787535
[11,] -1.717210e-01 -0.643597118 -0.108358494 -0.417229559 -0.0362067208
[12,] -2.607203e-01 -0.136858359 -0.377099734 -0.284823360 -0.6870049202
[13,] -4.149854e-01 0.269592414 -0.143994735 -0.338075931 -0.5245587110
[14,] -5.785905e-02 -0.125723127 0.610361920 -0.471308352 -0.4140895547
[15,] -1.486249e-01 0.109811425 0.152846984 0.212332203 0.1181734666
[16,] -3.194959e-01 0.182510906 0.147128266 -0.774764603 -0.9575865626
[17,] 4.912746e-01 -0.453471091 -0.115637744 -0.227332240 0.4177821971
[18,] 4.638962e-01 0.308620409 0.018344845 0.027553756 -0.2114463026
[19,] -1.215061e-01 -0.346338636 -0.695229336 -0.463071022 -0.6107746868
[20,] -3.937727e-02 -0.047481941 -0.667942871 -0.470323261 -0.3305754132
[21,] -7.077855e-03 0.206697800 -0.228246706 -0.022026877 0.7691740931
[22,] 1.388801e-01 0.070187418 -0.537773616 0.255307206 0.8482962106
[23,] 1.305115e-01 0.644960357 0.246242462 0.224604576 1.0256460808
[24,] 5.189175e-01 -0.434680589 0.054603772 -0.051802950 -0.2628236202
[25,] -2.808543e-01 0.315341587 -0.079479872 0.293988504 0.7655940614
[26,] -7.325289e-02 0.661485734 0.406971161 0.522381470 0.1961084154
[27,] -6.364605e-01 -0.173906188 0.063621049 0.552399768 0.0673926483
[28,] 2.669362e-01 0.368299422 0.085683752 0.020115019 0.1895639948
[29,] 1.014714e-01 0.120271076 0.066987572 0.682998914 -0.1706918914
[30,] 3.416071e-01 0.074185920 -0.423816283 0.639174337 0.7262519435
[31,] 2.988591e-01 -0.050569469 0.045511728 0.006867640 0.0909737845
[32,] 1.216374e-01 -0.496653946 -0.331850134 0.731251175 1.0379287080
[33,] 7.583149e-02 0.256806805 0.293881839 -0.177184723 0.8844782724
[34,] 1.202973e-01 0.648893519 0.433280734 0.450977295 0.8842249473
[35,] -2.788768e-02 -0.066695040 -0.066636659 -0.341418378 0.5697089346
[36,] 3.543805e-02 0.311840040 0.309971249 0.544194648 1.3268774237
[37,] 9.499182e-02 -0.112200771 0.087372481 0.480609388 0.4978665317
[38,] -2.346069e-01 -0.017071597 0.023036832 0.020077434 -0.1330347152
[39,] 3.415516e-01 0.488845831 0.479469635 0.184268257 -0.3742377843
[40,] 5.215206e-02 0.511833019 -0.008590894 0.301752620 0.3323768886
[41,] 3.006256e-01 0.153992231 0.350593075 0.306725967 0.0414999925
[42,] 2.601853e-01 -0.062412176 0.345206477 -0.026970090 0.5510957218
[43,] 3.441304e-01 -0.409360706 -0.267493630 -0.189383237 0.0383839619
[44,] -1.747619e-02 0.275147625 0.223102598 -0.057849054 0.3274530884
[45,] 1.658190e-01 0.024756778 0.140837744 0.362820399 0.4303345473
[46,] -8.384079e-03 0.598560964 0.100173131 0.244918721 0.3992277414
[47,] 1.670005e-01 0.286203085 0.557232539 0.727814285 0.1939978505
[48,] -7.383814e-02 -0.045048045 0.380935845 -0.080398830 1.2930830523
[49,] 4.491274e-01 0.312889063 0.021259591 0.374800052 0.9761433890
[50,] -2.406102e-01 -0.161062980 0.301662486 0.468849570 1.2977079589
[51,] 1.758255e-03 0.368947996 -0.138202500 0.661854265 1.2328550008
[52,] -2.493846e-05 0.290860402 0.245899879 -0.060495377 0.4362611176
[53,] -5.876869e-02 -0.013764404 -0.328825726 -0.071491187 0.5702237699
[54,] 1.410717e-01 0.245521606 -0.003375514 0.279924637 0.5276349082
[55,] 2.500033e-01 -0.229425925 0.030328432 0.039541113 -0.1376431371
[56,] -1.185831e-01 0.115885950 0.576356049 0.290690314 0.1743360668
[57,] 1.111558e-02 0.191067373 0.126385180 -0.217410192 0.1451977836
[58,] 9.778486e-02 0.267523653 0.295550358 0.405233945 0.7321154806
[59,] -3.433060e-01 -0.229980152 0.434297323 0.322193576 0.1911081867
[60,] -4.036478e-02 0.255894615 0.198445782 -0.051195453 0.0190989988
[61,] -3.097905e-01 -0.875263727 -0.600218704 -0.812740699 -0.5061209704
[62,] -4.960216e-01 -0.769986300 -0.857927230 -0.642173517 -0.2173944409
[63,] -6.933808e-01 -0.878098427 -0.286598285 -0.505860153 -0.4397964268
[64,] -9.828667e-01 -0.304535775 -0.310755395 -0.318230894 -0.3264127888
[65,] -9.021382e-01 -0.702993553 -1.164820839 -0.359422484 -0.3848583417
[66,] -8.754191e-01 -1.107494044 -0.764251392 -0.184017001 -0.0402504893
[67,] -1.120625e+00 -1.403590309 -0.529864618 -0.758409253 -0.1844498325
[68,] -1.319914e+00 -0.459022307 -0.735565221 -0.630871388 -0.6171036640
[69,] -1.077674e+00 -0.881510820 -0.780860652 -0.357163464 -0.5001890608
[70,] -1.020889e+00 -0.498627385 -0.873949986 -0.725837258 -0.3906171360
[71,] -1.014346e+00 -0.121824867 -0.441513808 -0.573214493 -0.7896330971
[72,] -3.801392e-01 -0.303578044 -0.236660368 0.042014386 0.5147537225
[73,] -6.475297e-01 -1.057212642 -0.636311115 -0.075500407 -0.7145423544
[74,] -9.255952e-01 -0.468934284 -0.065872634 -0.231395838 -0.6306738787
[75,] -1.045583e+00 -0.749272193 -1.134182178 0.112380328 -0.4196724602
[76,] -2.058210e-01 -0.310666030 -0.147111518 0.005189529 -0.0007900828
[77,] -1.331025e+00 -0.840355895 -0.579081795 -0.869734819 -0.4350219083
[78,] -1.184231e+00 -1.425479564 -1.020986452 -0.305282204 -0.4290016644
[79,] -1.304594e+00 -1.125313225 -0.729722015 -0.762870330 -0.7278801620
[80,] -8.883667e-01 -1.224191019 -0.395645068 -1.027201566 -0.5147415515
[81,] 2.479040e-01 0.008601878 1.291249813 0.727750396 0.6335691615
[82,] 6.149654e-01 -0.117465094 -0.035143150 0.645486392 0.9496999401
[83,] 2.931861e-02 0.437484413 0.537012942 0.670593260 1.4754923657
[84,] 4.884741e-01 0.166990922 -0.089689689 0.558179841 0.8901050951
[85,] 2.718269e-01 0.001896813 1.113522950 0.892598702 0.7732101744
[86,] 1.164008e-01 1.175730139 0.762787117 1.417243533 0.9135249226
[87,] -1.799742e-01 0.388474254 -0.274520231 0.240147401 0.9664943275
[88,] -3.166792e-02 -0.290755097 0.594928858 0.871177211 0.9170779768
[89,] 4.112073e-01 0.460680428 0.582264416 0.849747080 0.6116826917
[90,] 6.461092e-01 0.403103826 0.474261267 0.578681448 1.0595120168
[91,] 2.521406e-01 0.106145532 -0.152840681 1.075125619 0.5236769951
[92,] -2.693552e-01 0.565934777 0.585584526 0.742121120 0.8133250393
[93,] 4.828217e-01 0.673842472 0.187664250 -0.073114100 0.5893278282
[94,] 4.559285e-01 0.279837661 0.751056694 0.394047334 1.1579240761
[95,] 2.620726e-01 0.912790962 0.925961014 0.723800507 1.0485436074
[96,] 6.142557e-01 0.344416721 -0.146906351 0.703747867 0.5390055880
[97,] 3.525058e-02 -0.079930634 0.159889333 0.339310329 0.5836932554
[98,] 6.382553e-01 -0.042110842 0.723999857 0.643017192 0.6669905097
[99,] 2.327115e-01 0.667751326 -0.209229991 0.038440353 0.7313011590
[100,] 4.420323e-01 0.238984625 0.751714868 0.688154194 0.8088373462
[,6] [,7] [,8] [,9] [,10]
[1,] -0.358591662 -0.43586305 -0.73906984 -1.16502899 NA
[2,] 0.122362506 -0.30856256 -0.86535744 -0.63053806 NA
[3,] -0.146907353 -0.57794487 -0.51804020 -0.83383600 NA
[4,] -1.162682813 -0.94470601 NA NA NA
[5,] -0.509207748 -0.73874701 NA NA NA
[6,] -0.489997918 -0.73957331 -1.31577383 NA NA
[7,] -0.587949931 -0.82850917 -0.84708463 NA NA
[8,] -0.012620068 -1.15481291 NA NA NA
[9,] NA NA NA NA NA
[10,] -0.640859028 -0.89628484 -1.17510796 NA NA
[11,] -0.325734198 -0.32291621 -0.32994201 -1.05777312 NA
[12,] 0.220303517 -0.71227203 -0.64033405 -0.68619113 NA
[13,] NA NA NA NA NA
[14,] NA NA NA NA NA
[15,] 0.378891465 0.03052157 -0.60422618 -0.24606350 -0.13399842
[16,] -0.635983612 NA NA NA NA
[17,] -0.780549211 -0.72437804 -1.01806322 0.04657282 -0.30638400
[18,] -0.617333994 -0.85066212 -0.72542921 NA NA
[19,] -1.183942924 NA NA NA NA
[20,] -0.754415622 -0.74089301 NA NA NA
[21,] 1.295778682 NA NA NA NA
[22,] 0.724874146 NA NA NA NA
[23,] 0.685055331 0.82272146 NA NA NA
[24,] 0.607926603 1.15100883 0.68407036 NA NA
[25,] NA NA NA NA NA
[26,] NA NA NA NA NA
[27,] 0.413046888 0.41537194 0.60283489 0.58759583 1.31501255
[28,] 0.523584637 0.07284662 0.07445476 0.78597218 0.49201644
[29,] 1.215929679 0.68648203 NA NA NA
[30,] 0.455296467 0.72186069 0.72137801 0.49153200 NA
[31,] 0.527893643 0.34814210 0.50092880 0.43734666 NA
[32,] NA NA NA NA NA
[33,] 0.243127121 1.28321836 NA NA NA
[34,] 0.335083643 NA NA NA NA
[35,] 0.750856688 1.42432670 1.23752242 NA NA
[36,] 0.824568541 0.79848523 0.99788576 0.40967485 NA
[37,] 1.134029902 NA NA NA NA
[38,] 0.477693184 1.31422853 1.17086204 1.47966571 NA
[39,] 0.593647926 0.29274110 0.94087529 NA NA
[40,] 0.312868751 0.99287628 NA NA NA
[41,] 0.430750807 0.81801740 NA NA NA
[42,] -0.256559142 0.48729049 0.77764366 NA NA
[43,] 0.095478255 -0.50544620 0.42452688 0.57146591 NA
[44,] 1.330084723 NA NA NA NA
[45,] -0.063467548 0.40802365 0.35733135 0.85286160 NA
[46,] NA NA NA NA NA
[47,] 0.936108525 NA NA NA NA
[48,] 0.968962068 1.37638086 NA NA NA
[49,] NA NA NA NA NA
[50,] 1.073486216 1.04392534 NA NA NA
[51,] NA NA NA NA NA
[52,] 0.404644346 0.71169223 0.44705725 1.52253097 NA
[53,] 0.328195189 0.21548202 0.60603032 0.73559499 1.29114596
[54,] 0.569908337 1.52268979 0.93522697 NA NA
[55,] 0.735543118 NA NA NA NA
[56,] 0.389066138 NA NA NA NA
[57,] 0.005033674 0.31009126 0.79498979 NA NA
[58,] 0.238999174 NA NA NA NA
[59,] 0.537811034 NA NA NA NA
[60,] 0.245887247 1.33404428 NA NA NA
[61,] -0.350451810 -0.23172510 -0.65556003 -0.18049330 -0.24288287
[62,] 0.170848443 -0.53694556 0.34210172 0.10402082 -0.50295313
[63,] NA NA NA NA NA
[64,] 0.042266806 -0.14706025 NA NA NA
[65,] -0.389140361 -0.63880285 NA NA NA
[66,] NA NA NA NA NA
[67,] -0.388629204 0.32797029 0.08170632 -0.49117273 -0.30605810
[68,] -0.306097639 0.10674096 -0.37630508 NA NA
[69,] 0.010524455 NA NA NA NA
[70,] -0.478315367 -0.65110725 -0.56097186 -0.42862403 -0.36906632
[71,] -0.227725156 -0.09852313 0.20690972 -0.10528481 NA
[72,] NA NA NA NA NA
[73,] -0.189469323 0.01137391 NA NA NA
[74,] 0.079083456 -0.15646767 -0.13288329 NA NA
[75,] -0.434587481 -0.31302152 -0.45289941 NA NA
[76,] -0.016509673 NA NA NA NA
[77,] -0.929462007 -0.48260114 -0.26289092 -0.18891993 -0.05287603
[78,] -0.301368883 NA NA NA NA
[79,] -0.731110360 0.14464160 0.08351022 NA NA
[80,] -0.427145059 NA NA NA NA
[81,] 1.032448040 1.04700420 1.44956044 NA NA
[82,] 1.303620548 NA NA NA NA
[83,] 1.380093837 NA NA NA NA
[84,] 1.043875124 0.95280076 NA NA NA
[85,] 1.148095970 1.26947527 NA NA NA
[86,] 1.190891468 NA NA NA NA
[87,] 0.577189928 0.94126941 1.16421362 1.46460829 NA
[88,] 1.171918706 NA NA NA NA
[89,] 0.785956888 1.30044430 1.39383573 NA NA
[90,] 1.219513054 1.21130592 0.64257006 0.52626405 NA
[91,] 1.011976562 1.24441919 NA NA NA
[92,] 0.657744932 0.87511964 NA NA NA
[93,] 0.481651981 0.05566241 0.76269442 1.01063720 NA
[94,] 1.405412230 1.45339276 NA NA NA
[95,] 0.868916554 0.73384976 0.99417655 1.09018983 NA
[96,] 0.997289811 0.46907279 0.78965206 0.92457963 1.20546432
[97,] 0.993261983 1.12531792 0.50610541 NA NA
[98,] 0.878677185 1.13841166 0.92693608 NA NA
[99,] 1.354649365 0.81986769 1.45140539 0.66785604 NA
[100,] 0.841076636 0.75378345 1.31839818 0.76250633 1.14616468
$Tin
[,1] [,2] [,3] [,4] [,5] [,6] [,7]
[1,] 0.03448276 0.31034483 0.34482759 0.4482759 0.5172414 0.6206897 0.6896552
[2,] 0.10344828 0.13793103 0.17241379 0.3793103 0.4137931 0.6551724 0.8275862
[3,] 0.10344828 0.17241379 0.20689655 0.2413793 0.2758621 0.4827586 0.5517241
[4,] 0.00000000 0.13793103 0.27586207 0.3448276 0.5517241 0.8620690 0.8965517
[5,] 0.03448276 0.10344828 0.41379310 0.5862069 0.6206897 0.7931034 0.8620690
[6,] 0.24137931 0.27586207 0.65517241 0.7241379 0.8620690 0.9310345 0.9655172
[7,] 0.10344828 0.17241379 0.41379310 0.4827586 0.5172414 0.5862069 0.8275862
[8,] 0.00000000 0.31034483 0.51724138 0.6206897 0.7931034 0.8275862 1.0000000
[9,] 0.06896552 0.41379310 0.75862069 0.7931034 0.8965517 NA NA
[10,] 0.13793103 0.17241379 0.24137931 0.3793103 0.5172414 0.6551724 0.8965517
[11,] 0.03448276 0.06896552 0.24137931 0.3103448 0.4827586 0.5172414 0.5517241
[12,] 0.20689655 0.31034483 0.37931034 0.4482759 0.5517241 0.5862069 0.6896552
[13,] 0.20689655 0.34482759 0.58620690 0.7586207 0.8275862 NA NA
[14,] 0.10344828 0.34482759 0.44827586 0.5517241 0.6896552 NA NA
[15,] 0.06896552 0.10344828 0.20689655 0.2413793 0.3103448 0.3448276 0.4137931
[16,] 0.06896552 0.37931034 0.41379310 0.6896552 0.8275862 0.9310345 NA
[17,] 0.06896552 0.13793103 0.20689655 0.4827586 0.5862069 0.6206897 0.6896552
[18,] 0.06896552 0.17241379 0.20689655 0.2758621 0.3793103 0.5862069 0.6896552
[19,] 0.00000000 0.20689655 0.44827586 0.7241379 0.8275862 1.0000000 NA
[20,] 0.06896552 0.27586207 0.51724138 0.6551724 0.7241379 0.8965517 0.9655172
[21,] 0.13793103 0.20689655 0.48275862 0.6206897 0.7241379 1.0000000 NA
[22,] 0.06896552 0.20689655 0.41379310 0.7586207 0.9310345 1.0000000 NA
[23,] 0.24137931 0.55172414 0.58620690 0.6206897 0.9310345 0.9655172 1.0000000
[24,] 0.06896552 0.17241379 0.37931034 0.4482759 0.6206897 0.6896552 0.8275862
[25,] 0.00000000 0.31034483 0.41379310 0.7241379 0.8275862 NA NA
[26,] 0.00000000 0.17241379 0.34482759 0.4482759 0.7931034 NA NA
[27,] 0.00000000 0.03448276 0.10344828 0.2068966 0.2413793 0.3793103 0.4482759
[28,] 0.06896552 0.10344828 0.31034483 0.3448276 0.4137931 0.4482759 0.6896552
[29,] 0.13793103 0.17241379 0.34482759 0.5172414 0.6206897 0.9310345 1.0000000
[30,] 0.06896552 0.10344828 0.13793103 0.3448276 0.5517241 0.6551724 0.7586207
[31,] 0.03448276 0.06896552 0.24137931 0.3103448 0.3793103 0.4482759 0.4827586
[32,] 0.03448276 0.17241379 0.37931034 0.5517241 0.7586207 NA NA
[33,] 0.03448276 0.20689655 0.37931034 0.4827586 0.7931034 0.9310345 1.0000000
[34,] 0.13793103 0.27586207 0.34482759 0.7241379 0.8620690 0.8965517 NA
[35,] 0.10344828 0.20689655 0.31034483 0.4137931 0.8275862 0.8620690 0.9655172
[36,] 0.00000000 0.20689655 0.34482759 0.6551724 0.7241379 0.7931034 0.8275862
[37,] 0.13793103 0.27586207 0.34482759 0.4137931 0.6206897 0.9655172 NA
[38,] 0.10344828 0.20689655 0.24137931 0.3448276 0.5517241 0.6551724 0.7931034
[39,] 0.00000000 0.03448276 0.10344828 0.1724138 0.4137931 0.5172414 0.6896552
[40,] 0.00000000 0.06896552 0.27586207 0.3448276 0.4827586 0.5862069 0.6551724
[41,] 0.00000000 0.06896552 0.10344828 0.5172414 0.5517241 0.6896552 0.9655172
[42,] 0.00000000 0.13793103 0.31034483 0.4137931 0.6206897 0.6551724 0.7241379
[43,] 0.03448276 0.06896552 0.24137931 0.3448276 0.3793103 0.4482759 0.5172414
[44,] 0.00000000 0.34482759 0.37931034 0.5172414 0.7931034 0.9310345 NA
[45,] 0.13793103 0.41379310 0.44827586 0.4827586 0.5172414 0.5517241 0.5862069
[46,] 0.10344828 0.41379310 0.44827586 0.4827586 0.8620690 NA NA
[47,] 0.34482759 0.55172414 0.79310345 0.8275862 0.8620690 1.0000000 NA
[48,] 0.20689655 0.44827586 0.55172414 0.6551724 0.7241379 0.9655172 1.0000000
[49,] 0.06896552 0.17241379 0.20689655 0.7241379 0.8620690 NA NA
[50,] 0.00000000 0.17241379 0.55172414 0.8620690 0.8965517 0.9655172 1.0000000
[51,] 0.00000000 0.10344828 0.34482759 0.6551724 1.0000000 NA NA
[52,] 0.00000000 0.37931034 0.41379310 0.5172414 0.5517241 0.6206897 0.7586207
[53,] 0.03448276 0.27586207 0.34482759 0.5862069 0.6206897 0.6551724 0.7586207
[54,] 0.20689655 0.27586207 0.34482759 0.4827586 0.5172414 0.5517241 0.8965517
[55,] 0.06896552 0.10344828 0.17241379 0.2758621 0.3448276 0.9310345 NA
[56,] 0.03448276 0.10344828 0.13793103 0.2758621 0.6206897 0.7586207 NA
[57,] 0.03448276 0.41379310 0.44827586 0.4827586 0.5862069 0.8620690 0.8965517
[58,] 0.27586207 0.44827586 0.48275862 0.6206897 0.7586207 0.8620690 NA
[59,] 0.13793103 0.20689655 0.27586207 0.5172414 0.5862069 0.9655172 NA
[60,] 0.00000000 0.10344828 0.31034483 0.4827586 0.5172414 0.8965517 0.9310345
[61,] 0.17241379 0.34482759 0.41379310 0.5172414 0.5862069 0.6206897 0.7931034
[62,] 0.20689655 0.27586207 0.41379310 0.4482759 0.5517241 0.6551724 0.6896552
[63,] 0.06896552 0.24137931 0.44827586 0.4827586 0.5172414 NA NA
[64,] 0.20689655 0.51724138 0.72413793 0.8275862 0.9310345 0.9655172 1.0000000
[65,] 0.03448276 0.06896552 0.17241379 0.5517241 0.5862069 0.6206897 0.6551724
[66,] 0.10344828 0.31034483 0.55172414 0.6896552 0.7586207 NA NA
[67,] 0.00000000 0.03448276 0.31034483 0.3448276 0.4482759 0.7241379 0.7586207
[68,] 0.03448276 0.10344828 0.17241379 0.2068966 0.4137931 0.4482759 0.7931034
[69,] 0.03448276 0.13793103 0.34482759 0.6551724 0.7586207 0.8275862 NA
[70,] 0.00000000 0.03448276 0.06896552 0.1724138 0.2758621 0.3103448 0.3448276
[71,] 0.24137931 0.48275862 0.55172414 0.5862069 0.6206897 0.6551724 0.8275862
[72,] 0.27586207 0.37931034 0.44827586 0.7931034 0.9310345 NA NA
[73,] 0.00000000 0.27586207 0.37931034 0.6896552 0.7241379 0.8620690 0.9655172
[74,] 0.31034483 0.37931034 0.48275862 0.5862069 0.6206897 0.6551724 0.7241379
[75,] 0.00000000 0.06896552 0.13793103 0.5862069 0.7241379 0.7586207 0.8275862
[76,] 0.62068966 0.65517241 0.68965517 0.7586207 0.8965517 1.0000000 NA
[77,] 0.00000000 0.03448276 0.27586207 0.4482759 0.6551724 0.6896552 0.7586207
[78,] 0.00000000 0.06896552 0.17241379 0.3448276 0.5517241 0.6206897 NA
[79,] 0.20689655 0.24137931 0.34482759 0.4137931 0.4827586 0.5517241 0.8620690
[80,] 0.06896552 0.27586207 0.44827586 0.4827586 0.5862069 0.7241379 NA
[81,] 0.20689655 0.48275862 0.58620690 0.6206897 0.8620690 0.8965517 0.9655172
[82,] 0.00000000 0.06896552 0.13793103 0.4137931 0.7241379 0.8965517 NA
[83,] 0.10344828 0.17241379 0.34482759 0.3793103 0.7931034 0.8620690 NA
[84,] 0.03448276 0.17241379 0.37931034 0.5172414 0.6896552 0.7241379 0.9310345
[85,] 0.06896552 0.24137931 0.48275862 0.5862069 0.6206897 0.6551724 0.7241379
[86,] 0.06896552 0.31034483 0.44827586 0.6551724 0.7241379 1.0000000 NA
[87,] 0.03448276 0.10344828 0.13793103 0.3448276 0.5517241 0.5862069 0.6551724
[88,] 0.03448276 0.17241379 0.31034483 0.4137931 0.7586207 0.8620690 NA
[89,] 0.34482759 0.41379310 0.44827586 0.5517241 0.5862069 0.6206897 0.8965517
[90,] 0.17241379 0.31034483 0.41379310 0.4482759 0.7931034 0.8275862 0.8620690
[91,] 0.00000000 0.06896552 0.20689655 0.2413793 0.3103448 0.6896552 0.7931034
[92,] 0.03448276 0.17241379 0.24137931 0.3793103 0.4137931 0.5172414 0.7241379
[93,] 0.27586207 0.34482759 0.37931034 0.4482759 0.4827586 0.5517241 0.6206897
[94,] 0.10344828 0.34482759 0.41379310 0.4482759 0.5172414 0.7241379 0.7931034
[95,] 0.06896552 0.31034483 0.34482759 0.4827586 0.5517241 0.6206897 0.6896552
[96,] 0.10344828 0.13793103 0.17241379 0.3448276 0.5517241 0.5862069 0.6206897
[97,] 0.03448276 0.06896552 0.13793103 0.1724138 0.3448276 0.6551724 0.7586207
[98,] 0.06896552 0.17241379 0.20689655 0.2758621 0.4482759 0.8275862 0.9310345
[99,] 0.03448276 0.06896552 0.10344828 0.1724138 0.5172414 0.5862069 0.6896552
[100,] 0.03448276 0.13793103 0.17241379 0.4137931 0.4827586 0.5172414 0.5862069
[,8] [,9] [,10]
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[3,] 0.7931034 0.9310345 NA
[4,] NA NA NA
[5,] NA NA NA
[6,] 1.0000000 NA NA
[7,] 1.0000000 NA NA
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[10,] 0.9310345 NA NA
[11,] 0.6551724 0.9310345 NA
[12,] 0.7586207 0.9310345 NA
[13,] NA NA NA
[14,] NA NA NA
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[16,] NA NA NA
[17,] 0.7586207 0.7931034 0.8275862
[18,] 0.7241379 NA NA
[19,] NA NA NA
[20,] NA NA NA
[21,] NA NA NA
[22,] NA NA NA
[23,] NA NA NA
[24,] 0.9655172 NA NA
[25,] NA NA NA
[26,] NA NA NA
[27,] 0.5862069 0.8275862 0.9655172
[28,] 0.7241379 0.8275862 0.8620690
[29,] NA NA NA
[30,] 0.8620690 0.9655172 NA
[31,] 0.8620690 0.9310345 NA
[32,] NA NA NA
[33,] NA NA NA
[34,] NA NA NA
[35,] 1.0000000 NA NA
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[38,] 0.8965517 1.0000000 NA
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[54,] 1.0000000 NA NA
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[61,] 0.8620690 0.8965517 0.9655172
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[63,] NA NA NA
[64,] NA NA NA
[65,] NA NA NA
[66,] NA NA NA
[67,] 0.8620690 0.9310345 0.9655172
[68,] 1.0000000 NA NA
[69,] NA NA NA
[70,] 0.4137931 0.5172414 0.8965517
[71,] 0.9655172 1.0000000 NA
[72,] NA NA NA
[73,] NA NA NA
[74,] 0.7586207 NA NA
[75,] 1.0000000 NA NA
[76,] NA NA NA
[77,] 0.7931034 0.8620690 0.9310345
[78,] NA NA NA
[79,] 0.9310345 NA NA
[80,] NA NA NA
[81,] 1.0000000 NA NA
[82,] NA NA NA
[83,] NA NA NA
[84,] NA NA NA
[85,] NA NA NA
[86,] NA NA NA
[87,] 0.9310345 0.9655172 NA
[88,] NA NA NA
[89,] 1.0000000 NA NA
[90,] 0.8965517 0.9655172 NA
[91,] NA NA NA
[92,] NA NA NA
[93,] 0.8620690 0.9310345 NA
[94,] NA NA NA
[95,] 0.7586207 0.9310345 NA
[96,] 0.7241379 0.7586207 0.8965517
[97,] 0.7931034 NA NA
[98,] 1.0000000 NA NA
[99,] 0.7586207 1.0000000 NA
[100,] 0.6896552 0.7931034 0.8965517
$isobs
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[40,] 1 1 1 1 1 1 1 0 0 0
[41,] 1 1 1 1 1 1 1 0 0 0
[42,] 1 1 1 1 1 1 1 1 0 0
[43,] 1 1 1 1 1 1 1 1 1 0
[44,] 1 1 1 1 1 1 0 0 0 0
[45,] 1 1 1 1 1 1 1 1 1 0
[46,] 1 1 1 1 1 0 0 0 0 0
[47,] 1 1 1 1 1 1 0 0 0 0
[48,] 1 1 1 1 1 1 1 0 0 0
[49,] 1 1 1 1 1 0 0 0 0 0
[50,] 1 1 1 1 1 1 1 0 0 0
[51,] 1 1 1 1 1 0 0 0 0 0
[52,] 1 1 1 1 1 1 1 1 1 0
[53,] 1 1 1 1 1 1 1 1 1 1
[54,] 1 1 1 1 1 1 1 1 0 0
[55,] 1 1 1 1 1 1 0 0 0 0
[56,] 1 1 1 1 1 1 0 0 0 0
[57,] 1 1 1 1 1 1 1 1 0 0
[58,] 1 1 1 1 1 1 0 0 0 0
[59,] 1 1 1 1 1 1 0 0 0 0
[60,] 1 1 1 1 1 1 1 0 0 0
[61,] 1 1 1 1 1 1 1 1 1 1
[62,] 1 1 1 1 1 1 1 1 1 1
[63,] 1 1 1 1 1 0 0 0 0 0
[64,] 1 1 1 1 1 1 1 0 0 0
[65,] 1 1 1 1 1 1 1 0 0 0
[66,] 1 1 1 1 1 0 0 0 0 0
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[70,] 1 1 1 1 1 1 1 1 1 1
[71,] 1 1 1 1 1 1 1 1 1 0
[72,] 1 1 1 1 1 0 0 0 0 0
[73,] 1 1 1 1 1 1 1 0 0 0
[74,] 1 1 1 1 1 1 1 1 0 0
[75,] 1 1 1 1 1 1 1 1 0 0
[76,] 1 1 1 1 1 1 0 0 0 0
[77,] 1 1 1 1 1 1 1 1 1 1
[78,] 1 1 1 1 1 1 0 0 0 0
[79,] 1 1 1 1 1 1 1 1 0 0
[80,] 1 1 1 1 1 1 0 0 0 0
[81,] 1 1 1 1 1 1 1 1 0 0
[82,] 1 1 1 1 1 1 0 0 0 0
[83,] 1 1 1 1 1 1 0 0 0 0
[84,] 1 1 1 1 1 1 1 0 0 0
[85,] 1 1 1 1 1 1 1 0 0 0
[86,] 1 1 1 1 1 1 0 0 0 0
[87,] 1 1 1 1 1 1 1 1 1 0
[88,] 1 1 1 1 1 1 0 0 0 0
[89,] 1 1 1 1 1 1 1 1 0 0
[90,] 1 1 1 1 1 1 1 1 1 0
[91,] 1 1 1 1 1 1 1 0 0 0
[92,] 1 1 1 1 1 1 1 0 0 0
[93,] 1 1 1 1 1 1 1 1 1 0
[94,] 1 1 1 1 1 1 1 0 0 0
[95,] 1 1 1 1 1 1 1 1 1 0
[96,] 1 1 1 1 1 1 1 1 1 1
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[98,] 1 1 1 1 1 1 1 1 0 0
[99,] 1 1 1 1 1 1 1 1 1 0
[100,] 1 1 1 1 1 1 1 1 1 1
$N
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
9 9 9 7 7 8 8 7 5 8 9 9 5 5 10 6 10 8 6 7
21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40
6 6 7 8 5 5 10 10 7 9 9 5 7 6 8 9 6 9 8 7
41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60
7 8 9 6 9 5 6 7 5 7 5 9 10 8 6 6 8 6 6 7
61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80
10 10 5 7 7 5 10 8 6 10 9 5 7 8 8 6 10 6 8 6
81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100
8 6 6 7 7 6 9 6 8 9 7 7 9 7 9 10 8 8 9 10
$t_all
[1] 0.00000000 0.03448276 0.06896552 0.10344828 0.13793103 0.17241379
[7] 0.20689655 0.24137931 0.27586207 0.31034483 0.34482759 0.37931034
[13] 0.41379310 0.44827586 0.48275862 0.51724138 0.55172414 0.58620690
[19] 0.62068966 0.65517241 0.68965517 0.72413793 0.75862069 0.79310345
[25] 0.82758621 0.86206897 0.89655172 0.93103448 0.96551724 1.00000000
curveIndx yin tin
[1,] 1 2.117655e-01 0.03448276
[2,] 1 4.601404e-01 0.31034483
[3,] 1 3.492823e-01 0.34482759
[4,] 1 -6.782354e-01 0.44827586
[5,] 1 -4.026913e-01 0.51724138
[6,] 1 -3.585917e-01 0.62068966
[7,] 1 -4.358631e-01 0.68965517
[8,] 1 -7.390698e-01 0.82758621
[9,] 1 -1.165029e+00 0.89655172
[10,] 2 2.571655e-01 0.10344828
[11,] 2 2.243463e-01 0.13793103
[12,] 2 -5.229333e-01 0.17241379
[13,] 2 -3.870317e-02 0.37931034
[14,] 2 4.985868e-02 0.41379310
[15,] 2 1.223625e-01 0.65517241
[16,] 2 -3.085626e-01 0.82758621
[17,] 2 -8.653574e-01 0.96551724
[18,] 2 -6.305381e-01 1.00000000
[19,] 3 3.121823e-01 0.10344828
[20,] 3 -1.964659e-01 0.17241379
[21,] 3 9.526446e-02 0.20689655
[22,] 3 1.127197e-01 0.24137931
[23,] 3 1.245512e-01 0.27586207
[24,] 3 -1.469074e-01 0.48275862
[25,] 3 -5.779449e-01 0.55172414
[26,] 3 -5.180402e-01 0.79310345
[27,] 3 -8.338360e-01 0.93103448
[28,] 4 -1.261621e-01 0.00000000
[29,] 4 -6.654479e-01 0.13793103
[30,] 4 -1.292326e-01 0.27586207
[31,] 4 -3.562577e-01 0.34482759
[32,] 4 -1.283406e-01 0.55172414
[33,] 4 -1.162683e+00 0.86206897
[34,] 4 -9.447060e-01 0.89655172
[35,] 5 -5.360277e-02 0.03448276
[36,] 5 8.222144e-02 0.10344828
[37,] 5 -4.438485e-01 0.41379310
[38,] 5 5.356447e-03 0.58620690
[39,] 5 -5.580994e-01 0.62068966
[40,] 5 -5.092077e-01 0.79310345
[41,] 5 -7.387470e-01 0.86206897
[42,] 6 -3.462224e-02 0.24137931
[43,] 6 -3.213006e-01 0.27586207
[44,] 6 -2.501988e-01 0.65517241
[45,] 6 -1.125929e-01 0.72413793
[46,] 6 -8.814315e-01 0.86206897
[47,] 6 -4.899979e-01 0.93103448
[48,] 6 -7.395733e-01 0.96551724
[49,] 6 -1.315774e+00 1.00000000
[50,] 7 -8.667824e-03 0.10344828
[51,] 7 -2.698025e-01 0.17241379
[52,] 7 -6.384210e-01 0.41379310
[53,] 7 -4.185076e-01 0.48275862
[54,] 7 -3.095225e-01 0.51724138
[55,] 7 -5.879499e-01 0.58620690
[56,] 7 -8.285092e-01 0.82758621
[57,] 7 -8.470846e-01 1.00000000
[58,] 8 4.216047e-01 0.00000000
[59,] 8 -3.882250e-02 0.31034483
[60,] 8 -2.368358e-01 0.51724138
[61,] 8 6.966620e-02 0.62068966
[62,] 8 -3.585173e-01 0.79310345
[63,] 8 -1.262007e-02 0.82758621
[64,] 8 -1.154813e+00 1.00000000
[65,] 9 1.070615e-01 0.06896552
[66,] 9 -7.192478e-01 0.41379310
[67,] 9 -6.438171e-01 0.75862069
[68,] 9 -8.458747e-01 0.79310345
[69,] 9 -1.059612e+00 0.89655172
[70,] 10 1.611563e-01 0.13793103
[71,] 10 4.211765e-01 0.17241379
[72,] 10 5.612268e-01 0.24137931
[73,] 10 -1.029509e-01 0.37931034
[74,] 10 -4.213788e-01 0.51724138
[75,] 10 -6.408590e-01 0.65517241
[76,] 10 -8.962848e-01 0.89655172
[77,] 10 -1.175108e+00 0.93103448
[78,] 11 -1.717210e-01 0.03448276
[79,] 11 -6.435971e-01 0.06896552
[80,] 11 -1.083585e-01 0.24137931
[81,] 11 -4.172296e-01 0.31034483
[82,] 11 -3.620672e-02 0.48275862
[83,] 11 -3.257342e-01 0.51724138
[84,] 11 -3.229162e-01 0.55172414
[85,] 11 -3.299420e-01 0.65517241
[86,] 11 -1.057773e+00 0.93103448
[87,] 12 -2.607203e-01 0.20689655
[88,] 12 -1.368584e-01 0.31034483
[89,] 12 -3.770997e-01 0.37931034
[90,] 12 -2.848234e-01 0.44827586
[91,] 12 -6.870049e-01 0.55172414
[92,] 12 2.203035e-01 0.58620690
[93,] 12 -7.122720e-01 0.68965517
[94,] 12 -6.403340e-01 0.75862069
[95,] 12 -6.861911e-01 0.93103448
[96,] 13 -4.149854e-01 0.20689655
[97,] 13 2.695924e-01 0.34482759
[98,] 13 -1.439947e-01 0.58620690
[99,] 13 -3.380759e-01 0.75862069
[100,] 13 -5.245587e-01 0.82758621
[101,] 14 -5.785905e-02 0.10344828
[102,] 14 -1.257231e-01 0.34482759
[103,] 14 6.103619e-01 0.44827586
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funcy documentation built on May 2, 2019, 9:22 a.m.
R Package Documentation
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Note that we can't provide technical support on individual packages. You should contact the package authors for that.
Description Usage Arguments Details Value Author(s) References Examples
Description
Datasets can be stored in different formats.
- "Format1":
General format for regular and irregular data. One long matrix with curve-ID in first column, curve evaluations in second and time points in third column.
- "Format2":
Format for regular data only. Matrix of dimension nr_time x nr_curves.
- "Format3":
Format for regular and irregular datasets. List of three matrices, all with same dimension. One evaluation matrix
Yinwhere curves are stored in rows. One matrix of time pointsTin. One incidence matrixisobswith entry 1, if curve has evaluation at this time point.
Usage
1 2 3 4 | ## S4 method for signature 'list,character'
formatFuncy(data, format="Format1", regTime=NULL)
## S4 method for signature 'matrix,character'
formatFuncy(data, format="Format1", regTime=NULL)
|
Arguments
data |
Data in format |
format |
Format to transform data to. One of |
regTime |
Optional vector of time points if original data is in |
Details
Data, especially for irregular time points is often stored in different
ways. To switch back and forth between data formats, formatFuncy can
be used. For regular datasets in format "Format2", an optional
vector of evaluation time points can be given as
regTime.
Value
Numeric matrix if format="Format1" or
format="Format2". If format="Format3", a
list of the three matrices Yin, Tin, isobs and
two vectors N and t_all. N stores the number of
time points for each curve and t_all is a vector of unique
time points (see Arguments).
Author(s)
Christina Yassouridis
References
Christina Yassouridis and Dominik Ernst and Friedrich Leisch. Generalization, Combination and Extension of Functional Clustering Algorithms: The R Package funcy. Journal of Statistical Software. 85 (9). 1–25. 2018
Examples
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 | ##Generate regular dataset
set.seed(2005)
ds <- sampleFuncy(obsNr=100, k=6, timeNr=20, reg=TRUE)
Data(ds)
##Format dataset to Format1
newdat <-formatFuncy(data=Data(ds), format="Format1")
newdat
##Back to matrix out of Format1
formatFuncy(newdat, format="Format2")
##To Format3
formatFuncy(newdat, format="Format3")
##Generate irregular dataset
set.seed(2005)
ds <- sampleFuncy(obsNr=100, k=5, timeNrMin=5, timeNrMax=10, reg=FALSE)
res <- formatFuncy(Data(ds), format="Format3", reg=FALSE)
res
##Back to Format1
formatFuncy(data=res, format="Format1", reg=FALSE)
|
Example output
Loading required package: flexclust
Loading required package: grid
Loading required package: lattice
Loading required package: modeltools
Loading required package: stats4
Loading required package: splines
Warning message:
no DISPLAY variable so Tk is not available
[,1] [,2] [,3] [,4] [,5] [,6]
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[2,] -0.12443197 -0.17884967 -0.04597249 -0.24720585 0.21973121 0.004628121
[3,] 0.01013237 -0.48940186 -0.30010732 -0.31832032 0.38570128 -0.211079901
[4,] -0.10488275 -0.02002802 -0.24988784 -0.79913036 -0.44984776 0.075356251
[5,] 0.03256542 -0.05272555 0.18757634 0.34436531 -0.30432239 -0.147557159
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[81,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[82,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[83,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[84,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[85,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[86,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[87,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[88,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[89,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[90,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[91,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[92,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[93,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[94,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[95,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[96,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[97,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[98,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[99,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[100,] 1 2 3 4 5 6 7 8 9 10 11 12 13
[,14] [,15] [,16] [,17] [,18] [,19] [,20]
[1,] 14 15 16 17 18 19 20
[2,] 14 15 16 17 18 19 20
[3,] 14 15 16 17 18 19 20
[4,] 14 15 16 17 18 19 20
[5,] 14 15 16 17 18 19 20
[6,] 14 15 16 17 18 19 20
[7,] 14 15 16 17 18 19 20
[8,] 14 15 16 17 18 19 20
[9,] 14 15 16 17 18 19 20
[10,] 14 15 16 17 18 19 20
[11,] 14 15 16 17 18 19 20
[12,] 14 15 16 17 18 19 20
[13,] 14 15 16 17 18 19 20
[14,] 14 15 16 17 18 19 20
[15,] 14 15 16 17 18 19 20
[16,] 14 15 16 17 18 19 20
[17,] 14 15 16 17 18 19 20
[18,] 14 15 16 17 18 19 20
[19,] 14 15 16 17 18 19 20
[20,] 14 15 16 17 18 19 20
[21,] 14 15 16 17 18 19 20
[22,] 14 15 16 17 18 19 20
[23,] 14 15 16 17 18 19 20
[24,] 14 15 16 17 18 19 20
[25,] 14 15 16 17 18 19 20
[26,] 14 15 16 17 18 19 20
[27,] 14 15 16 17 18 19 20
[28,] 14 15 16 17 18 19 20
[29,] 14 15 16 17 18 19 20
[30,] 14 15 16 17 18 19 20
[31,] 14 15 16 17 18 19 20
[32,] 14 15 16 17 18 19 20
[33,] 14 15 16 17 18 19 20
[34,] 14 15 16 17 18 19 20
[35,] 14 15 16 17 18 19 20
[36,] 14 15 16 17 18 19 20
[37,] 14 15 16 17 18 19 20
[38,] 14 15 16 17 18 19 20
[39,] 14 15 16 17 18 19 20
[40,] 14 15 16 17 18 19 20
[41,] 14 15 16 17 18 19 20
[42,] 14 15 16 17 18 19 20
[43,] 14 15 16 17 18 19 20
[44,] 14 15 16 17 18 19 20
[45,] 14 15 16 17 18 19 20
[46,] 14 15 16 17 18 19 20
[47,] 14 15 16 17 18 19 20
[48,] 14 15 16 17 18 19 20
[49,] 14 15 16 17 18 19 20
[50,] 14 15 16 17 18 19 20
[51,] 14 15 16 17 18 19 20
[52,] 14 15 16 17 18 19 20
[53,] 14 15 16 17 18 19 20
[54,] 14 15 16 17 18 19 20
[55,] 14 15 16 17 18 19 20
[56,] 14 15 16 17 18 19 20
[57,] 14 15 16 17 18 19 20
[58,] 14 15 16 17 18 19 20
[59,] 14 15 16 17 18 19 20
[60,] 14 15 16 17 18 19 20
[61,] 14 15 16 17 18 19 20
[62,] 14 15 16 17 18 19 20
[63,] 14 15 16 17 18 19 20
[64,] 14 15 16 17 18 19 20
[65,] 14 15 16 17 18 19 20
[66,] 14 15 16 17 18 19 20
[67,] 14 15 16 17 18 19 20
[68,] 14 15 16 17 18 19 20
[69,] 14 15 16 17 18 19 20
[70,] 14 15 16 17 18 19 20
[71,] 14 15 16 17 18 19 20
[72,] 14 15 16 17 18 19 20
[73,] 14 15 16 17 18 19 20
[74,] 14 15 16 17 18 19 20
[75,] 14 15 16 17 18 19 20
[76,] 14 15 16 17 18 19 20
[77,] 14 15 16 17 18 19 20
[78,] 14 15 16 17 18 19 20
[79,] 14 15 16 17 18 19 20
[80,] 14 15 16 17 18 19 20
[81,] 14 15 16 17 18 19 20
[82,] 14 15 16 17 18 19 20
[83,] 14 15 16 17 18 19 20
[84,] 14 15 16 17 18 19 20
[85,] 14 15 16 17 18 19 20
[86,] 14 15 16 17 18 19 20
[87,] 14 15 16 17 18 19 20
[88,] 14 15 16 17 18 19 20
[89,] 14 15 16 17 18 19 20
[90,] 14 15 16 17 18 19 20
[91,] 14 15 16 17 18 19 20
[92,] 14 15 16 17 18 19 20
[93,] 14 15 16 17 18 19 20
[94,] 14 15 16 17 18 19 20
[95,] 14 15 16 17 18 19 20
[96,] 14 15 16 17 18 19 20
[97,] 14 15 16 17 18 19 20
[98,] 14 15 16 17 18 19 20
[99,] 14 15 16 17 18 19 20
[100,] 14 15 16 17 18 19 20
$isobs
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]
[1,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[2,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[3,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[4,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[5,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[6,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[7,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[8,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[9,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[10,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[11,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[12,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[13,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[14,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[15,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[16,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[17,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[18,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[19,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[20,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[21,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[22,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[23,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[24,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[25,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[26,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[27,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[28,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[29,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[30,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[31,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[32,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[33,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[34,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[35,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[36,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[37,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[38,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[39,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[40,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[41,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[42,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[43,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[44,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[45,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[46,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[47,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[48,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[49,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[50,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[51,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[52,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[53,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[54,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[55,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[56,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[57,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[58,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[59,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[60,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[61,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[62,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[63,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[64,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[65,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[66,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[67,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[68,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[69,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[70,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[71,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[72,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[73,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[74,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[75,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[76,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[77,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[78,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[79,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[80,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[81,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[82,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[83,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[84,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[85,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[86,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[87,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[88,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[89,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[90,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[91,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[92,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[93,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[94,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[95,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[96,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[97,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[98,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[99,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[100,] 1 1 1 1 1 1 1 1 1 1 1 1 1
[,14] [,15] [,16] [,17] [,18] [,19] [,20]
[1,] 1 1 1 1 1 1 1
[2,] 1 1 1 1 1 1 1
[3,] 1 1 1 1 1 1 1
[4,] 1 1 1 1 1 1 1
[5,] 1 1 1 1 1 1 1
[6,] 1 1 1 1 1 1 1
[7,] 1 1 1 1 1 1 1
[8,] 1 1 1 1 1 1 1
[9,] 1 1 1 1 1 1 1
[10,] 1 1 1 1 1 1 1
[11,] 1 1 1 1 1 1 1
[12,] 1 1 1 1 1 1 1
[13,] 1 1 1 1 1 1 1
[14,] 1 1 1 1 1 1 1
[15,] 1 1 1 1 1 1 1
[16,] 1 1 1 1 1 1 1
[17,] 1 1 1 1 1 1 1
[18,] 1 1 1 1 1 1 1
[19,] 1 1 1 1 1 1 1
[20,] 1 1 1 1 1 1 1
[21,] 1 1 1 1 1 1 1
[22,] 1 1 1 1 1 1 1
[23,] 1 1 1 1 1 1 1
[24,] 1 1 1 1 1 1 1
[25,] 1 1 1 1 1 1 1
[26,] 1 1 1 1 1 1 1
[27,] 1 1 1 1 1 1 1
[28,] 1 1 1 1 1 1 1
[29,] 1 1 1 1 1 1 1
[30,] 1 1 1 1 1 1 1
[31,] 1 1 1 1 1 1 1
[32,] 1 1 1 1 1 1 1
[33,] 1 1 1 1 1 1 1
[34,] 1 1 1 1 1 1 1
[35,] 1 1 1 1 1 1 1
[36,] 1 1 1 1 1 1 1
[37,] 1 1 1 1 1 1 1
[38,] 1 1 1 1 1 1 1
[39,] 1 1 1 1 1 1 1
[40,] 1 1 1 1 1 1 1
[41,] 1 1 1 1 1 1 1
[42,] 1 1 1 1 1 1 1
[43,] 1 1 1 1 1 1 1
[44,] 1 1 1 1 1 1 1
[45,] 1 1 1 1 1 1 1
[46,] 1 1 1 1 1 1 1
[47,] 1 1 1 1 1 1 1
[48,] 1 1 1 1 1 1 1
[49,] 1 1 1 1 1 1 1
[50,] 1 1 1 1 1 1 1
[51,] 1 1 1 1 1 1 1
[52,] 1 1 1 1 1 1 1
[53,] 1 1 1 1 1 1 1
[54,] 1 1 1 1 1 1 1
[55,] 1 1 1 1 1 1 1
[56,] 1 1 1 1 1 1 1
[57,] 1 1 1 1 1 1 1
[58,] 1 1 1 1 1 1 1
[59,] 1 1 1 1 1 1 1
[60,] 1 1 1 1 1 1 1
[61,] 1 1 1 1 1 1 1
[62,] 1 1 1 1 1 1 1
[63,] 1 1 1 1 1 1 1
[64,] 1 1 1 1 1 1 1
[65,] 1 1 1 1 1 1 1
[66,] 1 1 1 1 1 1 1
[67,] 1 1 1 1 1 1 1
[68,] 1 1 1 1 1 1 1
[69,] 1 1 1 1 1 1 1
[70,] 1 1 1 1 1 1 1
[71,] 1 1 1 1 1 1 1
[72,] 1 1 1 1 1 1 1
[73,] 1 1 1 1 1 1 1
[74,] 1 1 1 1 1 1 1
[75,] 1 1 1 1 1 1 1
[76,] 1 1 1 1 1 1 1
[77,] 1 1 1 1 1 1 1
[78,] 1 1 1 1 1 1 1
[79,] 1 1 1 1 1 1 1
[80,] 1 1 1 1 1 1 1
[81,] 1 1 1 1 1 1 1
[82,] 1 1 1 1 1 1 1
[83,] 1 1 1 1 1 1 1
[84,] 1 1 1 1 1 1 1
[85,] 1 1 1 1 1 1 1
[86,] 1 1 1 1 1 1 1
[87,] 1 1 1 1 1 1 1
[88,] 1 1 1 1 1 1 1
[89,] 1 1 1 1 1 1 1
[90,] 1 1 1 1 1 1 1
[91,] 1 1 1 1 1 1 1
[92,] 1 1 1 1 1 1 1
[93,] 1 1 1 1 1 1 1
[94,] 1 1 1 1 1 1 1
[95,] 1 1 1 1 1 1 1
[96,] 1 1 1 1 1 1 1
[97,] 1 1 1 1 1 1 1
[98,] 1 1 1 1 1 1 1
[99,] 1 1 1 1 1 1 1
[100,] 1 1 1 1 1 1 1
$N
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40
20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60
20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80
20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100
20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
$t_all
[1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
$Yin
[,1] [,2] [,3] [,4] [,5]
[1,] 2.117655e-01 0.460140356 0.349282274 -0.678235355 -0.4026912722
[2,] 2.571655e-01 0.224346294 -0.522933339 -0.038703173 0.0498586775
[3,] 3.121823e-01 -0.196465942 0.095264460 0.112719687 0.1245512002
[4,] -1.261621e-01 -0.665447899 -0.129232627 -0.356257661 -0.1283406012
[5,] -5.360277e-02 0.082221443 -0.443848536 0.005356447 -0.5580994408
[6,] -3.462224e-02 -0.321300638 -0.250198838 -0.112592907 -0.8814315015
[7,] -8.667824e-03 -0.269802465 -0.638420974 -0.418507619 -0.3095224546
[8,] 4.216047e-01 -0.038822495 -0.236835840 0.069666204 -0.3585173463
[9,] 1.070615e-01 -0.719247768 -0.643817074 -0.845874695 -1.0596122029
[10,] 1.611563e-01 0.421176479 0.561226815 -0.102950867 -0.4213787535
[11,] -1.717210e-01 -0.643597118 -0.108358494 -0.417229559 -0.0362067208
[12,] -2.607203e-01 -0.136858359 -0.377099734 -0.284823360 -0.6870049202
[13,] -4.149854e-01 0.269592414 -0.143994735 -0.338075931 -0.5245587110
[14,] -5.785905e-02 -0.125723127 0.610361920 -0.471308352 -0.4140895547
[15,] -1.486249e-01 0.109811425 0.152846984 0.212332203 0.1181734666
[16,] -3.194959e-01 0.182510906 0.147128266 -0.774764603 -0.9575865626
[17,] 4.912746e-01 -0.453471091 -0.115637744 -0.227332240 0.4177821971
[18,] 4.638962e-01 0.308620409 0.018344845 0.027553756 -0.2114463026
[19,] -1.215061e-01 -0.346338636 -0.695229336 -0.463071022 -0.6107746868
[20,] -3.937727e-02 -0.047481941 -0.667942871 -0.470323261 -0.3305754132
[21,] -7.077855e-03 0.206697800 -0.228246706 -0.022026877 0.7691740931
[22,] 1.388801e-01 0.070187418 -0.537773616 0.255307206 0.8482962106
[23,] 1.305115e-01 0.644960357 0.246242462 0.224604576 1.0256460808
[24,] 5.189175e-01 -0.434680589 0.054603772 -0.051802950 -0.2628236202
[25,] -2.808543e-01 0.315341587 -0.079479872 0.293988504 0.7655940614
[26,] -7.325289e-02 0.661485734 0.406971161 0.522381470 0.1961084154
[27,] -6.364605e-01 -0.173906188 0.063621049 0.552399768 0.0673926483
[28,] 2.669362e-01 0.368299422 0.085683752 0.020115019 0.1895639948
[29,] 1.014714e-01 0.120271076 0.066987572 0.682998914 -0.1706918914
[30,] 3.416071e-01 0.074185920 -0.423816283 0.639174337 0.7262519435
[31,] 2.988591e-01 -0.050569469 0.045511728 0.006867640 0.0909737845
[32,] 1.216374e-01 -0.496653946 -0.331850134 0.731251175 1.0379287080
[33,] 7.583149e-02 0.256806805 0.293881839 -0.177184723 0.8844782724
[34,] 1.202973e-01 0.648893519 0.433280734 0.450977295 0.8842249473
[35,] -2.788768e-02 -0.066695040 -0.066636659 -0.341418378 0.5697089346
[36,] 3.543805e-02 0.311840040 0.309971249 0.544194648 1.3268774237
[37,] 9.499182e-02 -0.112200771 0.087372481 0.480609388 0.4978665317
[38,] -2.346069e-01 -0.017071597 0.023036832 0.020077434 -0.1330347152
[39,] 3.415516e-01 0.488845831 0.479469635 0.184268257 -0.3742377843
[40,] 5.215206e-02 0.511833019 -0.008590894 0.301752620 0.3323768886
[41,] 3.006256e-01 0.153992231 0.350593075 0.306725967 0.0414999925
[42,] 2.601853e-01 -0.062412176 0.345206477 -0.026970090 0.5510957218
[43,] 3.441304e-01 -0.409360706 -0.267493630 -0.189383237 0.0383839619
[44,] -1.747619e-02 0.275147625 0.223102598 -0.057849054 0.3274530884
[45,] 1.658190e-01 0.024756778 0.140837744 0.362820399 0.4303345473
[46,] -8.384079e-03 0.598560964 0.100173131 0.244918721 0.3992277414
[47,] 1.670005e-01 0.286203085 0.557232539 0.727814285 0.1939978505
[48,] -7.383814e-02 -0.045048045 0.380935845 -0.080398830 1.2930830523
[49,] 4.491274e-01 0.312889063 0.021259591 0.374800052 0.9761433890
[50,] -2.406102e-01 -0.161062980 0.301662486 0.468849570 1.2977079589
[51,] 1.758255e-03 0.368947996 -0.138202500 0.661854265 1.2328550008
[52,] -2.493846e-05 0.290860402 0.245899879 -0.060495377 0.4362611176
[53,] -5.876869e-02 -0.013764404 -0.328825726 -0.071491187 0.5702237699
[54,] 1.410717e-01 0.245521606 -0.003375514 0.279924637 0.5276349082
[55,] 2.500033e-01 -0.229425925 0.030328432 0.039541113 -0.1376431371
[56,] -1.185831e-01 0.115885950 0.576356049 0.290690314 0.1743360668
[57,] 1.111558e-02 0.191067373 0.126385180 -0.217410192 0.1451977836
[58,] 9.778486e-02 0.267523653 0.295550358 0.405233945 0.7321154806
[59,] -3.433060e-01 -0.229980152 0.434297323 0.322193576 0.1911081867
[60,] -4.036478e-02 0.255894615 0.198445782 -0.051195453 0.0190989988
[61,] -3.097905e-01 -0.875263727 -0.600218704 -0.812740699 -0.5061209704
[62,] -4.960216e-01 -0.769986300 -0.857927230 -0.642173517 -0.2173944409
[63,] -6.933808e-01 -0.878098427 -0.286598285 -0.505860153 -0.4397964268
[64,] -9.828667e-01 -0.304535775 -0.310755395 -0.318230894 -0.3264127888
[65,] -9.021382e-01 -0.702993553 -1.164820839 -0.359422484 -0.3848583417
[66,] -8.754191e-01 -1.107494044 -0.764251392 -0.184017001 -0.0402504893
[67,] -1.120625e+00 -1.403590309 -0.529864618 -0.758409253 -0.1844498325
[68,] -1.319914e+00 -0.459022307 -0.735565221 -0.630871388 -0.6171036640
[69,] -1.077674e+00 -0.881510820 -0.780860652 -0.357163464 -0.5001890608
[70,] -1.020889e+00 -0.498627385 -0.873949986 -0.725837258 -0.3906171360
[71,] -1.014346e+00 -0.121824867 -0.441513808 -0.573214493 -0.7896330971
[72,] -3.801392e-01 -0.303578044 -0.236660368 0.042014386 0.5147537225
[73,] -6.475297e-01 -1.057212642 -0.636311115 -0.075500407 -0.7145423544
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$isobs
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[43,] 1 1 1 1 1 1 1 1 1 0
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[50,] 1 1 1 1 1 1 1 0 0 0
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[52,] 1 1 1 1 1 1 1 1 1 0
[53,] 1 1 1 1 1 1 1 1 1 1
[54,] 1 1 1 1 1 1 1 1 0 0
[55,] 1 1 1 1 1 1 0 0 0 0
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[100,] 1 1 1 1 1 1 1 1 1 1
$N
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
9 9 9 7 7 8 8 7 5 8 9 9 5 5 10 6 10 8 6 7
21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40
6 6 7 8 5 5 10 10 7 9 9 5 7 6 8 9 6 9 8 7
41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60
7 8 9 6 9 5 6 7 5 7 5 9 10 8 6 6 8 6 6 7
61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80
10 10 5 7 7 5 10 8 6 10 9 5 7 8 8 6 10 6 8 6
81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100
8 6 6 7 7 6 9 6 8 9 7 7 9 7 9 10 8 8 9 10
$t_all
[1] 0.00000000 0.03448276 0.06896552 0.10344828 0.13793103 0.17241379
[7] 0.20689655 0.24137931 0.27586207 0.31034483 0.34482759 0.37931034
[13] 0.41379310 0.44827586 0.48275862 0.51724138 0.55172414 0.58620690
[19] 0.62068966 0.65517241 0.68965517 0.72413793 0.75862069 0.79310345
[25] 0.82758621 0.86206897 0.89655172 0.93103448 0.96551724 1.00000000
curveIndx yin tin
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[2,] 1 4.601404e-01 0.31034483
[3,] 1 3.492823e-01 0.34482759
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[11,] 2 2.243463e-01 0.13793103
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[13,] 2 -3.870317e-02 0.37931034
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[15,] 2 1.223625e-01 0.65517241
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[17,] 2 -8.653574e-01 0.96551724
[18,] 2 -6.305381e-01 1.00000000
[19,] 3 3.121823e-01 0.10344828
[20,] 3 -1.964659e-01 0.17241379
[21,] 3 9.526446e-02 0.20689655
[22,] 3 1.127197e-01 0.24137931
[23,] 3 1.245512e-01 0.27586207
[24,] 3 -1.469074e-01 0.48275862
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[56,] 7 -8.285092e-01 0.82758621
[57,] 7 -8.470846e-01 1.00000000
[58,] 8 4.216047e-01 0.00000000
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[60,] 8 -2.368358e-01 0.51724138
[61,] 8 6.966620e-02 0.62068966
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[63,] 8 -1.262007e-02 0.82758621
[64,] 8 -1.154813e+00 1.00000000
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[68,] 9 -8.458747e-01 0.79310345
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[73,] 10 -1.029509e-01 0.37931034
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[75,] 10 -6.408590e-01 0.65517241
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[78,] 11 -1.717210e-01 0.03448276
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[86,] 11 -1.057773e+00 0.93103448
[87,] 12 -2.607203e-01 0.20689655
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[94,] 12 -6.403340e-01 0.75862069
[95,] 12 -6.861911e-01 0.93103448
[96,] 13 -4.149854e-01 0.20689655
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[98,] 13 -1.439947e-01 0.58620690
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[100,] 13 -5.245587e-01 0.82758621
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[106,] 15 -1.486249e-01 0.06896552
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[125,] 17 -2.273322e-01 0.48275862
[126,] 17 4.177822e-01 0.58620690
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[128,] 17 -7.243780e-01 0.68965517
[129,] 17 -1.018063e+00 0.75862069
[130,] 17 4.657282e-02 0.79310345
[131,] 17 -3.063840e-01 0.82758621
[132,] 18 4.638962e-01 0.06896552
[133,] 18 3.086204e-01 0.17241379
[134,] 18 1.834485e-02 0.20689655
[135,] 18 2.755376e-02 0.27586207
[136,] 18 -2.114463e-01 0.37931034
[137,] 18 -6.173340e-01 0.58620690
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[139,] 18 -7.254292e-01 0.72413793
[140,] 19 -1.215061e-01 0.00000000
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[145,] 19 -1.183943e+00 1.00000000
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[190,] 27 -6.364605e-01 0.00000000
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[216,] 29 6.864820e-01 1.00000000
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[239,] 32 1.037929e+00 0.75862069
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[243,] 33 -1.771847e-01 0.48275862
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[246,] 33 1.283218e+00 1.00000000
[247,] 34 1.202973e-01 0.13793103
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[261,] 36 3.543805e-02 0.00000000
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[670,] 92 -2.693552e-01 0.03448276
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[674,] 92 8.133250e-01 0.41379310
[675,] 92 6.577449e-01 0.51724138
[676,] 92 8.751196e-01 0.72413793
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[683,] 93 5.566241e-02 0.62068966
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[687,] 94 2.798377e-01 0.34482759
[688,] 94 7.510567e-01 0.41379310
[689,] 94 3.940473e-01 0.44827586
[690,] 94 1.157924e+00 0.51724138
[691,] 94 1.405412e+00 0.72413793
[692,] 94 1.453393e+00 0.79310345
[693,] 95 2.620726e-01 0.06896552
[694,] 95 9.127910e-01 0.31034483
[695,] 95 9.259610e-01 0.34482759
[696,] 95 7.238005e-01 0.48275862
[697,] 95 1.048544e+00 0.55172414
[698,] 95 8.689166e-01 0.62068966
[699,] 95 7.338498e-01 0.68965517
[700,] 95 9.941766e-01 0.75862069
[701,] 95 1.090190e+00 0.93103448
[702,] 96 6.142557e-01 0.10344828
[703,] 96 3.444167e-01 0.13793103
[704,] 96 -1.469064e-01 0.17241379
[705,] 96 7.037479e-01 0.34482759
[706,] 96 5.390056e-01 0.55172414
[707,] 96 9.972898e-01 0.58620690
[708,] 96 4.690728e-01 0.62068966
[709,] 96 7.896521e-01 0.72413793
[710,] 96 9.245796e-01 0.75862069
[711,] 96 1.205464e+00 0.89655172
[712,] 97 3.525058e-02 0.03448276
[713,] 97 -7.993063e-02 0.06896552
[714,] 97 1.598893e-01 0.13793103
[715,] 97 3.393103e-01 0.17241379
[716,] 97 5.836933e-01 0.34482759
[717,] 97 9.932620e-01 0.65517241
[718,] 97 1.125318e+00 0.75862069
[719,] 97 5.061054e-01 0.79310345
[720,] 98 6.382553e-01 0.06896552
[721,] 98 -4.211084e-02 0.17241379
[722,] 98 7.239999e-01 0.20689655
[723,] 98 6.430172e-01 0.27586207
[724,] 98 6.669905e-01 0.44827586
[725,] 98 8.786772e-01 0.82758621
[726,] 98 1.138412e+00 0.93103448
[727,] 98 9.269361e-01 1.00000000
[728,] 99 2.327115e-01 0.03448276
[729,] 99 6.677513e-01 0.06896552
[730,] 99 -2.092300e-01 0.10344828
[731,] 99 3.844035e-02 0.17241379
[732,] 99 7.313012e-01 0.51724138
[733,] 99 1.354649e+00 0.58620690
[734,] 99 8.198677e-01 0.68965517
[735,] 99 1.451405e+00 0.75862069
[736,] 99 6.678560e-01 1.00000000
[737,] 100 4.420323e-01 0.03448276
[738,] 100 2.389846e-01 0.13793103
[739,] 100 7.517149e-01 0.17241379
[740,] 100 6.881542e-01 0.41379310
[741,] 100 8.088373e-01 0.48275862
[742,] 100 8.410766e-01 0.51724138
[743,] 100 7.537834e-01 0.58620690
[744,] 100 1.318398e+00 0.68965517
[745,] 100 7.625063e-01 0.79310345
[746,] 100 1.146165e+00 0.89655172
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