Returns the cluster-specific fitted values for the given lcModel object.
The default implementation calls predict() with newdata = NULL.
# S3 method for lcModel
fitted(object, ..., clusters = trajectoryAssignments(object))The lcModel object.
Additional arguments.
Optional cluster assignments per id. If unspecified, a matrix is returned containing the cluster-specific predictions per column.
A numeric vector of the fitted values for the respective class, or a matrix of fitted values for each cluster.
Classes extending lcModel can override this method to adapt the computation of the predicted values for the training data.
Note that the implementation of this function is only needed when predict() and predictForCluster() are not defined for the lcModel subclass.
fitted.lcModelExt <- function(object, ..., clusters = trajectoryAssignments(object)) {
pred = predict(object, newdata = NULL)
transformFitted(pred = pred, model = object, clusters = clusters)
}The transformFitted() function takes care of transforming the prediction input to the right output format.
fittedTrajectories plotFittedTrajectories stats::fitted predict.lcModel trajectoryAssignments transformFitted
Other lcModel functions:
clusterNames(),
clusterProportions(),
clusterSizes(),
clusterTrajectories(),
coef.lcModel(),
converged(),
deviance.lcModel(),
df.residual.lcModel(),
estimationTime(),
externalMetric(),
fittedTrajectories(),
getCall.lcModel(),
getLcMethod(),
ids(),
lcModel-class,
metric(),
model.frame.lcModel(),
nClusters(),
nIds(),
nobs.lcModel(),
plot-lcModel-method,
plotClusterTrajectories(),
plotFittedTrajectories(),
postprob(),
predict.lcModel(),
predictAssignments(),
predictForCluster(),
predictPostprob(),
qqPlot(),
residuals.lcModel(),
sigma.lcModel(),
strip(),
time.lcModel(),
trajectoryAssignments()
data(latrendData)
method <- lcMethodLMKM(Y ~ Time, id = "Id", time = "Time")
model <- latrend(method, latrendData)
fitted(model)
#> [1] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [7] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [13] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [19] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [25] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [31] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [37] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [43] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [49] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [55] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [61] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [67] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [73] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [79] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [85] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [91] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [97] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [103] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [109] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [115] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [121] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [127] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [133] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [139] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [145] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [151] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [157] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [163] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [169] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [175] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [181] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [187] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [193] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [199] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [205] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [211] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [217] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [223] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [229] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [235] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [241] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [247] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [253] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [259] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [265] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [271] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [277] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [283] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [289] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [295] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [301] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [307] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [313] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [319] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [325] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [331] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [337] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [343] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [349] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [355] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [361] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [367] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [373] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [379] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [385] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [391] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [397] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [403] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [409] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [415] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [421] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [427] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [433] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [439] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [445] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [451] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [457] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [463] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [469] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [475] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [481] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [487] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [493] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [499] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [505] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [511] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [517] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [523] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [529] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [535] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [541] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [547] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [553] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [559] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [565] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [571] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [577] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [583] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [589] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [595] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [601] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [607] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [613] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [619] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [625] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [631] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [637] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [643] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [649] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [655] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [661] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [667] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [673] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [679] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [685] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [691] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [697] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [703] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [709] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [715] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [721] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [727] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [733] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [739] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [745] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [751] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [757] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [763] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [769] 0.42939022 0.43011898 -0.97975135 -0.63534769 -0.38525328 -0.16233773
#> [775] 0.05903586 0.17918673 0.31069966 0.39004675 0.42939022 0.43011898
#> [781] -0.97975135 -0.63534769 -0.38525328 -0.16233773 0.05903586 0.17918673
#> [787] 0.31069966 0.39004675 0.42939022 0.43011898 -0.97975135 -0.63534769
#> [793] -0.38525328 -0.16233773 0.05903586 0.17918673 0.31069966 0.39004675
#> [799] 0.42939022 0.43011898 0.09202386 0.10921565 0.11104821 0.09712083
#> [805] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [811] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [817] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [823] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [829] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [835] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [841] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [847] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [853] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [859] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [865] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [871] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [877] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [883] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [889] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [895] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [901] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [907] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [913] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [919] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [925] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [931] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [937] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [943] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [949] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [955] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [961] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [967] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [973] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [979] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [985] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [991] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [997] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1003] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1009] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1015] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1021] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1027] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1033] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1039] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1045] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1051] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1057] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1063] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1069] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1075] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1081] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1087] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1093] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1099] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1105] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1111] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1117] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1123] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1129] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1135] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1141] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1147] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1153] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1159] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1165] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1171] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1177] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1183] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1189] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1195] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1201] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1207] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1213] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1219] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1225] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1231] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1237] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1243] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1249] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1255] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1261] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1267] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1273] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1279] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1285] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1291] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1297] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1303] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1309] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1315] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1321] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1327] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1333] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1339] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1345] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1351] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1357] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1363] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1369] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1375] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1381] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1387] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1393] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1399] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1405] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1411] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1417] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1423] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1429] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1435] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1441] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1447] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1453] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1459] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1465] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1471] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1477] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1483] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1489] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1495] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1501] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1507] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1513] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1519] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1525] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1531] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1537] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1543] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1549] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1555] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1561] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1567] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1573] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1579] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1585] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1591] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1597] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1603] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1609] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1615] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1621] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1627] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1633] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1639] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1645] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1651] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1657] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1663] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1669] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1675] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1681] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1687] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1693] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1699] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1705] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1711] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1717] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1723] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1729] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1735] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1741] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1747] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1753] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1759] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1765] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1771] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1777] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1783] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1789] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1795] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1801] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1807] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1813] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1819] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1825] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1831] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1837] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1843] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1849] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1855] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1861] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1867] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1873] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1879] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1885] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1891] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1897] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1903] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1909] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1915] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1921] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1927] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1933] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1939] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1945] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1951] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1957] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1963] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1969] -0.24801613 -0.34779054 0.09202386 0.10921565 0.11104821 0.09712083
#> [1975] 0.06140180 0.01318545 -0.05804444 -0.13662404 -0.24801613 -0.34779054
#> [1981] 0.09202386 0.10921565 0.11104821 0.09712083 0.06140180 0.01318545
#> [1987] -0.05804444 -0.13662404 -0.24801613 -0.34779054 0.09202386 0.10921565
#> [1993] 0.11104821 0.09712083 0.06140180 0.01318545 -0.05804444 -0.13662404
#> [1999] -0.24801613 -0.34779054